diff --git a/.compound-engineering/config.local.example.yaml b/.compound-engineering/config.local.example.yaml
new file mode 100644
index 0000000..b5cea2c
--- /dev/null
+++ b/.compound-engineering/config.local.example.yaml
@@ -0,0 +1,49 @@
+# Compound Engineering -- local config
+# Copy to .compound-engineering/config.local.yaml in your project root.
+# All settings are optional. Invalid values fall through to defaults.
+
+# --- Work delegation (Codex) ---
+
+# work_delegate: codex           # codex | false (default: false)
+# work_delegate_consent: true    # true | false (default: false)
+# work_delegate_sandbox: yolo    # yolo | full-auto (default: yolo)
+# work_delegate_decision: auto   # auto | ask (default: auto)
+# work_delegate_model: gpt-5.4   # any valid codex model (omit to use ~/.codex/config.toml default)
+# work_delegate_effort: high     # minimal | low | medium | high | xhigh (omit to use ~/.codex/config.toml default)
+
+# --- Product pulse ---
+# Settings written by /ce-product-pulse first-run interview. Re-run the skill with
+# argument `setup` or `reconfigure` to edit interactively.
+
+# pulse_product_name: "Spiral"                          # used in report titles (no default)
+# pulse_lookback_default: 24h                           # 1h | 24h | 7d | 30d (default: 24h)
+# pulse_primary_event: "session_started"                # the event that means "user showed up"
+# pulse_value_event: "task_completed"                   # the event that means "user got value"
+# pulse_completion_events: "onboarded,first_purchase"   # comma-separated, 0-3 events
+# pulse_quality_scoring: false                          # true | false (default: false; AI products only)
+# pulse_quality_dimension: "answer accuracy"            # dimension scored 1-5 when pulse_quality_scoring is true
+# pulse_analytics_source: posthog                       # posthog | mixpanel | custom (no default)
+# pulse_tracing_source: sentry                          # sentry | datadog | custom (no default)
+# pulse_payments_source: stripe                         # stripe | custom (no default)
+# pulse_db_enabled: false                               # true | false (default: false; read-only DB if true)
+# pulse_metric_sources: "retention_d7=posthog,nps=delighted"  # strategy-metric -> source overrides; comma-separated 'metric=source' pairs; unlisted metrics fall back to pulse_analytics_source
+# pulse_pending_metrics: "retention_d7,nps"             # comma-separated strategy metrics awaiting instrumentation; render as 'no data'
+# pulse_excluded_metrics: "north_star"                  # comma-separated strategy metrics intentionally not in pulse
+
+# --- Output format ---
+# Per-skill output format default. Selects the exclusive format the artifact
+# is written in: `md` produces a markdown file, `html` produces a single
+# self-contained HTML file. The two are mutually exclusive -- there is no
+# sibling artifact. See DESIGN.md or your agent instructions to influence
+# HTML styling. CLI arguments override these defaults; pipeline contexts
+# (e.g., LFG, disable-model-invocation) always force `md` regardless.
+
+# plan_output: html              # md | html (default: md)
+# brainstorm_output: html        # md | html (default: md)
+# ideate_output: md              # md | html (default: html -- ideation docs are human-facing, so HTML is the default; set md to opt out)
+
+# --- ce-promote ---
+# Written automatically when you decline the Spiral setup offer in /ce-promote.
+# Suppresses that one-time setup nudge in this project. Remove the key to re-enable.
+
+# ce_promote_spiral_optout: true   # true | (absent) (default: absent -- offer once)
diff --git a/.gitignore b/.gitignore
index 5d55a34..b534f51 100644
--- a/.gitignore
+++ b/.gitignore
@@ -44,6 +44,8 @@ src/agentkit/server/static/
 
 # Env
 .env
+.env.dev
+.env.local
 
 # Runtime data (auth DB, conversation DB, etc.)
 data/
@@ -52,3 +54,10 @@ data/
 .agents/
 .trae/
 .aider*
+
+# Knowledge graph tooling (local-only, generated index)
+.understand-anything/
+
+# Local temp files
+tmp_*.html
+/delete_old_cluster.sh
diff --git a/.understand-anything/dashboard.html b/.understand-anything/dashboard.html
deleted file mode 100644
index 9545cdf..0000000
--- a/.understand-anything/dashboard.html
+++ /dev/null
@@ -1,315 +0,0 @@
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Fischer AgentKit - Knowledge Graph Dashboard</title>
-<script type="text/javascript" src="https://unpkg.com/vis-network/standalone/umd/vis-network.min.js"></script>
-<style>
-  * { margin: 0; padding: 0; box-sizing: border-box; }
-  body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #0f172a; color: #e2e8f0; overflow: hidden; height: 100vh; }
-  .header { background: linear-gradient(135deg, #1e293b 0%, #0f172a 100%); padding: 12px 24px; display: flex; align-items: center; justify-content: space-between; border-bottom: 1px solid #334155; }
-  .header h1 { font-size: 18px; font-weight: 600; background: linear-gradient(135deg, #60a5fa, #a78bfa); -webkit-background-clip: text; -webkit-text-fill-color: transparent; }
-  .stats { display: flex; gap: 16px; font-size: 13px; color: #94a3b8; }
-  .stats span { padding: 4px 10px; background: #1e293b; border-radius: 6px; border: 1px solid #334155; }
-  .main { display: flex; height: calc(100vh - 52px); }
-  .sidebar { width: 340px; background: #1e293b; border-right: 1px solid #334155; display: flex; flex-direction: column; overflow: hidden; }
-  .search-box { padding: 12px; border-bottom: 1px solid #334155; }
-  .search-box input { width: 100%; padding: 8px 12px; background: #0f172a; border: 1px solid #475569; border-radius: 8px; color: #e2e8f0; font-size: 14px; outline: none; }
-  .search-box input:focus { border-color: #60a5fa; }
-  .tabs { display: flex; border-bottom: 1px solid #334155; }
-  .tab { flex: 1; padding: 8px; text-align: center; font-size: 13px; cursor: pointer; color: #94a3b8; border-bottom: 2px solid transparent; transition: all 0.2s; }
-  .tab.active { color: #60a5fa; border-bottom-color: #60a5fa; }
-  .tab:hover { color: #e2e8f0; }
-  .content { flex: 1; overflow-y: auto; padding: 8px; }
-  .content::-webkit-scrollbar { width: 6px; }
-  .content::-webkit-scrollbar-thumb { background: #475569; border-radius: 3px; }
-  .node-item { padding: 8px 12px; border-radius: 6px; cursor: pointer; margin-bottom: 4px; transition: background 0.15s; border: 1px solid transparent; }
-  .node-item:hover { background: #334155; border-color: #475569; }
-  .node-item.selected { background: #1e3a5f; border-color: #60a5fa; }
-  .node-item .name { font-size: 13px; font-weight: 500; color: #e2e8f0; }
-  .node-item .meta { font-size: 11px; color: #64748b; margin-top: 2px; }
-  .badge { display: inline-block; padding: 1px 6px; border-radius: 4px; font-size: 10px; font-weight: 600; margin-left: 6px; }
-  .badge.file { background: #1e3a5f; color: #60a5fa; }
-  .badge.class { background: #3b1f5e; color: #c084fc; }
-  .badge.function { background: #1a3d2e; color: #4ade80; }
-  .badge.api { background: #7c2d12; color: #fb923c; }
-  .badge.service { background: #1e3a5f; color: #60a5fa; }
-  .badge.data { background: #3b1f5e; color: #c084fc; }
-  .badge.utility { background: #1a3d2e; color: #4ade80; }
-  .graph-container { flex: 1; position: relative; }
-  #graph { width: 100%; height: 100%; }
-  .detail-panel { position: absolute; right: 16px; top: 16px; width: 320px; background: rgba(30,41,59,0.95); border: 1px solid #475569; border-radius: 12px; padding: 16px; display: none; backdrop-filter: blur(12px); max-height: calc(100vh - 100px); overflow-y: auto; }
-  .detail-panel.show { display: block; }
-  .detail-panel h3 { font-size: 15px; color: #60a5fa; margin-bottom: 8px; }
-  .detail-panel .summary { font-size: 13px; color: #cbd5e1; line-height: 1.5; margin-bottom: 12px; }
-  .detail-panel .field { font-size: 12px; color: #94a3b8; margin-bottom: 6px; }
-  .detail-panel .field strong { color: #e2e8f0; }
-  .detail-panel .edges-list { margin-top: 8px; }
-  .detail-panel .edge-item { font-size: 12px; padding: 4px 8px; background: #0f172a; border-radius: 4px; margin-bottom: 3px; cursor: pointer; }
-  .detail-panel .edge-item:hover { background: #334155; }
-  .tour-panel { padding: 8px; }
-  .tour-card { background: #0f172a; border: 1px solid #334155; border-radius: 8px; padding: 12px; margin-bottom: 8px; cursor: pointer; transition: border-color 0.2s; }
-  .tour-card:hover { border-color: #60a5fa; }
-  .tour-card h4 { font-size: 13px; color: #e2e8f0; margin-bottom: 4px; }
-  .tour-card p { font-size: 11px; color: #64748b; }
-  .tour-steps { margin-top: 8px; }
-  .tour-step { display: flex; align-items: center; gap: 8px; padding: 6px 8px; font-size: 12px; color: #94a3b8; border-radius: 4px; cursor: pointer; }
-  .tour-step:hover { background: #334155; color: #e2e8f0; }
-  .tour-step .num { width: 20px; height: 20px; background: #334155; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 10px; color: #60a5fa; flex-shrink: 0; }
-  .layer-filter { display: flex; flex-wrap: wrap; gap: 4px; padding: 8px 12px; border-bottom: 1px solid #334155; }
-  .layer-btn { padding: 3px 8px; border-radius: 4px; font-size: 11px; cursor: pointer; border: 1px solid #475569; background: transparent; color: #94a3b8; transition: all 0.15s; }
-  .layer-btn.active { background: #334155; color: #e2e8f0; border-color: #60a5fa; }
-  .close-btn { position: absolute; top: 8px; right: 8px; background: none; border: none; color: #94a3b8; cursor: pointer; font-size: 16px; }
-  .close-btn:hover { color: #e2e8f0; }
-  .loading { display: flex; align-items: center; justify-content: center; height: 100%; font-size: 16px; color: #60a5fa; }
-</style>
-</head>
-<body>
-<div class="header">
-  <h1>Fischer AgentKit Knowledge Graph</h1>
-  <div class="stats" id="stats"></div>
-</div>
-<div class="main">
-  <div class="sidebar">
-    <div class="search-box">
-      <input type="text" id="search" placeholder="Search nodes..." />
-    </div>
-    <div class="layer-filter" id="layerFilter"></div>
-    <div class="tabs">
-      <div class="tab active" data-tab="nodes">Nodes</div>
-      <div class="tab" data-tab="tours">Tours</div>
-    </div>
-    <div class="content" id="nodeList"></div>
-    <div class="content" id="tourList" style="display:none"></div>
-  </div>
-  <div class="graph-container">
-    <div id="graph"></div>
-    <div class="detail-panel" id="detailPanel">
-      <button class="close-btn" onclick="document.getElementById('detailPanel').classList.remove('show')">&times;</button>
-      <div id="detailContent"></div>
-    </div>
-  </div>
-</div>
-
-<script>
-let graphData = null;
-let network = null;
-let nodesDataset = null;
-let edgesDataset = null;
-let activeLayers = new Set(['api', 'service', 'data', 'utility', 'unknown']);
-let selectedNodeId = null;
-
-const LAYER_COLORS = {
-  api: { bg: '#fb923c', border: '#ea580c', highlight: '#fdba74' },
-  service: { bg: '#60a5fa', border: '#2563eb', highlight: '#93c5fd' },
-  data: { bg: '#c084fc', border: '#9333ea', highlight: '#d8b4fe' },
-  utility: { bg: '#4ade80', border: '#16a34a', highlight: '#86efac' },
-  unknown: { bg: '#94a3b8', border: '#64748b', highlight: '#cbd5e1' }
-};
-
-const TYPE_SHAPES = { file: 'box', class: 'diamond', function: 'dot' };
-
-async function loadGraph() {
-  try {
-    const resp = await fetch('knowledge-graph.json');
-    graphData = await resp.json();
-    initDashboard();
-  } catch(e) {
-    document.getElementById('graph').innerHTML = '<div class="loading">Failed to load knowledge-graph.json</div>';
-  }
-}
-
-function initDashboard() {
-  const { nodes, edges, tours, project } = graphData;
-  document.getElementById('stats').innerHTML = `
-    <span>${nodes.length} Nodes</span>
-    <span>${edges.length} Edges</span>
-    <span>${tours.length} Tours</span>
-    <span>${project.languages.join(', ')}</span>
-  `;
-  renderLayerFilter(nodes);
-  renderNodeList(nodes);
-  renderTourList(tours);
-  initGraph(nodes, edges);
-  initSearch(nodes);
-  initTabs();
-}
-
-function renderLayerFilter(nodes) {
-  const layers = [...new Set(nodes.map(n => n.layer).filter(Boolean))];
-  const container = document.getElementById('layerFilter');
-  container.innerHTML = layers.map(l =>
-    `<button class="layer-btn active" data-layer="${l}">${l}</button>`
-  ).join('');
-  container.querySelectorAll('.layer-btn').forEach(btn => {
-    btn.onclick = () => {
-      const layer = btn.dataset.layer;
-      if (activeLayers.has(layer)) { activeLayers.delete(layer); btn.classList.remove('active'); }
-      else { activeLayers.add(layer); btn.classList.add('active'); }
-      filterGraph();
-    };
-  });
-}
-
-function renderNodeList(nodes) {
-  const container = document.getElementById('nodeList');
-  const filtered = nodes.filter(n => activeLayers.has(n.layer));
-  container.innerHTML = filtered.slice(0, 200).map(n => `
-    <div class="node-item" data-id="${n.id}">
-      <div class="name">${n.name} <span class="badge ${n.type}">${n.type}</span> <span class="badge ${n.layer}">${n.layer}</span></div>
-      <div class="meta">${n.filePath || ''}</div>
-    </div>
-  `).join('');
-  container.querySelectorAll('.node-item').forEach(el => {
-    el.onclick = () => focusNode(el.dataset.id);
-  });
-}
-
-function renderTourList(tours) {
-  const container = document.getElementById('tourList');
-  container.innerHTML = tours.map((t, i) => `
-    <div class="tour-card" data-tour="${i}">
-      <h4>${t.name}</h4>
-      <p>${t.description}</p>
-      <div class="tour-steps">
-        ${t.steps.map((s, j) => `
-          <div class="tour-step" data-node="${s.nodeId}">
-            <span class="num">${j+1}</span>
-            <span>${s.why || s.nodeId}</span>
-          </div>
-        `).join('')}
-      </div>
-    </div>
-  `).join('');
-  container.querySelectorAll('.tour-step').forEach(el => {
-    el.onclick = (e) => { e.stopPropagation(); focusNode(el.dataset.node); };
-  });
-}
-
-function initGraph(nodes, edges) {
-  const visNodes = nodes.filter(n => activeLayers.has(n.layer)).map(n => {
-    const colors = LAYER_COLORS[n.layer] || LAYER_COLORS.unknown;
-    return {
-      id: n.id,
-      label: n.name,
-      shape: TYPE_SHAPES[n.type] || 'dot',
-      color: colors,
-      font: { color: '#e2e8f0', size: n.type === 'file' ? 12 : 10 },
-      size: n.type === 'file' ? 20 : n.type === 'class' ? 15 : 8,
-      title: `${n.name}\n${n.summary || ''}\n[${n.layer}]`,
-      ...n
-    };
-  });
-
-  const nodeIds = new Set(visNodes.map(n => n.id));
-  const visEdges = edges.filter(e => nodeIds.has(e.source) && nodeIds.has(e.target)).map((e, i) => ({
-    id: e.id || `edge-${i}`,
-    from: e.source,
-    to: e.target,
-    arrows: e.type === 'contains' ? '' : 'to',
-    color: { color: '#334155', highlight: '#60a5fa', hover: '#475569' },
-    width: 0.5,
-    dashes: e.type === 'imports',
-    title: e.type
-  }));
-
-  nodesDataset = new vis.DataSet(visNodes);
-  edgesDataset = new vis.DataSet(visEdges);
-
-  const container = document.getElementById('graph');
-  const data = { nodes: nodesDataset, edges: edgesDataset };
-  const options = {
-    physics: { barnesHut: { gravitationalConstant: -3000, centralGravity: 0.3, springLength: 80, springConstant: 0.04 }, stabilization: { iterations: 100 } },
-    interaction: { hover: true, tooltipDelay: 200, navigationButtons: true, keyboard: true },
-    layout: { improvedLayout: true }
-  };
-  network = new vis.Network(container, data, options);
-  network.on('click', params => {
-    if (params.nodes.length > 0) focusNode(params.nodes[0]);
-  });
-}
-
-function filterGraph() {
-  const nodes = graphData.nodes.filter(n => activeLayers.has(n.layer));
-  renderNodeList(nodes);
-  if (nodesDataset) {
-    const nodeIds = new Set(nodes.map(n => n.id));
-    const edges = graphData.edges.filter(e => nodeIds.has(e.source) && nodeIds.has(e.target));
-    nodesDataset.clear();
-    nodesDataset.add(nodes.map(n => {
-      const colors = LAYER_COLORS[n.layer] || LAYER_COLORS.unknown;
-      return { id: n.id, label: n.name, shape: TYPE_SHAPES[n.type] || 'dot', color: colors, font: { color: '#e2e8f0', size: n.type === 'file' ? 12 : 10 }, size: n.type === 'file' ? 20 : n.type === 'class' ? 15 : 8, title: `${n.name}\n${n.summary || ''}\n[${n.layer}]`, ...n };
-    }));
-    edgesDataset.clear();
-    edgesDataset.add(edges.map((e, i) => ({ id: e.id || `edge-${i}`, from: e.source, to: e.target, arrows: e.type === 'contains' ? '' : 'to', color: { color: '#334155', highlight: '#60a5fa', hover: '#475569' }, width: 0.5, dashes: e.type === 'imports', title: e.type })));
-  }
-}
-
-function focusNode(nodeId) {
-  selectedNodeId = nodeId;
-  const node = graphData.nodes.find(n => n.id === nodeId);
-  if (!node) return;
-
-  document.querySelectorAll('.node-item').forEach(el => el.classList.remove('selected'));
-  const el = document.querySelector(`.node-item[data-id="${nodeId}"]`);
-  if (el) { el.classList.add('selected'); el.scrollIntoView({ behavior: 'smooth', block: 'nearest' }); }
-
-  if (network) {
-    network.focus(nodeId, { scale: 1.5, animation: { duration: 500, easingFunction: 'easeInOutQuad' } });
-    network.selectNodes([nodeId]);
-  }
-
-  const inEdges = graphData.edges.filter(e => e.target === nodeId);
-  const outEdges = graphData.edges.filter(e => e.source === nodeId);
-
-  const panel = document.getElementById('detailPanel');
-  const content = document.getElementById('detailContent');
-  content.innerHTML = `
-    <h3>${node.name}</h3>
-    <div class="summary">${node.summary || 'No summary'}</div>
-    <div class="field"><strong>Type:</strong> ${node.type}</div>
-    <div class="field"><strong>Layer:</strong> ${node.layer}</div>
-    <div class="field"><strong>Path:</strong> ${node.filePath || '-'}</div>
-    <div class="field"><strong>Complexity:</strong> ${node.complexity || '-'}</div>
-    ${node.tags ? `<div class="field"><strong>Tags:</strong> ${node.tags.join(', ')}</div>` : ''}
-    ${inEdges.length > 0 ? `<div class="edges-list"><strong>Incoming (${inEdges.length}):</strong>${inEdges.slice(0,10).map(e => `<div class="edge-item" onclick="focusNode('${e.source}')">${e.type} ← ${e.source.split(':').pop()}</div>`).join('')}</div>` : ''}
-    ${outEdges.length > 0 ? `<div class="edges-list"><strong>Outgoing (${outEdges.length}):</strong>${outEdges.slice(0,10).map(e => `<div class="edge-item" onclick="focusNode('${e.target}')">${e.type} → ${e.target.split(':').pop()}</div>`).join('')}</div>` : ''}
-  `;
-  panel.classList.add('show');
-}
-
-function initSearch(nodes) {
-  const input = document.getElementById('search');
-  input.oninput = () => {
-    const q = input.value.toLowerCase();
-    const filtered = nodes.filter(n =>
-      activeLayers.has(n.layer) &&
-      (n.name.toLowerCase().includes(q) || (n.summary || '').toLowerCase().includes(q) || (n.filePath || '').toLowerCase().includes(q))
-    );
-    renderNodeList(filtered);
-    if (q.length > 1 && network) {
-      const matchIds = filtered.map(n => n.id);
-      if (matchIds.length > 0 && matchIds.length < 50) {
-        network.fit({ nodes: matchIds, animation: { duration: 500 } });
-      }
-    }
-  };
-}
-
-function initTabs() {
-  document.querySelectorAll('.tab').forEach(tab => {
-    tab.onclick = () => {
-      document.querySelectorAll('.tab').forEach(t => t.classList.remove('active'));
-      tab.classList.add('active');
-      const target = tab.dataset.tab;
-      document.getElementById('nodeList').style.display = target === 'nodes' ? 'block' : 'none';
-      document.getElementById('tourList').style.display = target === 'tours' ? 'block' : 'none';
-    };
-  });
-}
-
-loadGraph();
-</script>
-</body>
-</html>
diff --git a/.understand-anything/fingerprints.json b/.understand-anything/fingerprints.json
deleted file mode 100644
index 0396378..0000000
--- a/.understand-anything/fingerprints.json
+++ /dev/null
@@ -1,526 +0,0 @@
-{
-  "configs/__init__.py": "c177bc3f2e94623f",
-  "configs/geo_handlers.py": "4df68c7922568aab",
-  "configs/geo_server.py": "189e38838336cad4",
-  "configs/geo_tools.py": "3c442267d598dc1c",
-  "docs/GEO-INTEGRATION-GUIDE.md": "bf3dfb02cf6846e1",
-  "docs/brainstorms/2026-06-05-agentkit-architecture-gap-analysis-requirements.md": "eb46b87f5cdca0fa",
-  "docs/brainstorms/2026-06-09-agentkit-capability-matrix/plan.md": "5829f1e545a08f0f",
-  "docs/brainstorms/2026-06-09-agentkit-capability-matrix/requirements.md": "50e4f91f200089a8",
-  "docs/brainstorms/2026-06-09-clawith-research-prompt.md": "82cbce39736c76dc",
-  "docs/brainstorms/2026-06-12-frontend-productization-requirements.md": "41bb5034978e107c",
-  "docs/brainstorms/2026-06-13-agentkit-platform-experience-upgrade-requirements.md": "97b00dd54e012bfd",
-  "docs/brainstorms/2026-06-13-gui-productization-requirements.md": "501f89238bc6e504",
-  "docs/brainstorms/2026-06-13-gui-redesign-requirements.md": "e703c3a1dff253c8",
-  "docs/plans/2026-06-05-001-feat-agentkit-tdd-validation-plan.md": "cb31514b78616c90",
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-  "tests/unit/test_websocket.py": "53e9ecd8c70f5bfe",
-  "tests/unit/test_working_memory.py": "49016e18a7998c4a",
-  "tests/unit/tools/__init__.py": "d41d8cd98f00b204",
-  "tests/unit/tools/test_computer_use.py": "1f851f50f5eb5e44",
-  "tests/unit/tools/test_pty_session.py": "8a512aabb314036e",
-  "tests/unit/tools/test_terminal_session.py": "1e979327e0d14753"
-}
diff --git a/.understand-anything/knowledge-graph.json b/.understand-anything/knowledge-graph.json
deleted file mode 100644
index c4192cf..0000000
--- a/.understand-anything/knowledge-graph.json
+++ /dev/null
@@ -1,53128 +0,0 @@
-{
-  "version": "1.0.0",
-  "project": {
-    "name": "Fischer AgentKit",
-    "languages": [
-      "python"
-    ],
-    "frameworks": [
-      "FastAPI",
-      "Pydantic",
-      "SQLAlchemy",
-      "Typer",
-      "Redis"
-    ],
-    "description": "AI驱动的Agent框架，支持ReAct引擎、多LLM网关、Pipeline编排、自适应反思和消息总线",
-    "analyzedAt": "2026-06-17T06:30:20.584048+00:00",
-    "gitCommitHash": "840d1af"
-  },
-  "nodes": [
-    {
-      "id": "file:configs/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "configs/__init__.py",
-      "layer": "utility",
-      "summary": "GEO AgentKit Server 配置包",
-      "tags": [
-        "configs"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:configs/geo_handlers.py",
-      "type": "file",
-      "name": "geo_handlers.py",
-      "filePath": "configs/geo_handlers.py",
-      "layer": "utility",
-      "summary": "GEO 项目的 Custom Handler — 供 AgentKit Server 使用",
-      "tags": [
-        "configs"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:configs/geo_server.py",
-      "type": "file",
-      "name": "geo_server.py",
-      "filePath": "configs/geo_server.py",
-      "layer": "utility",
-      "summary": "GEO AgentKit Server 启动入口：使用 find_config_path + load_config_with_dotenv 统一配置加载",
-      "tags": [
-        "configs"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:configs/geo_tools.py",
-      "type": "file",
-      "name": "geo_tools.py",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "GEO 项目的 Tool 注册 — 供 AgentKit Server 使用",
-      "tags": [
-        "configs"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/__init__.py",
-      "layer": "service",
-      "summary": "Fischer AgentKit - Unified Agent Framework",
-      "tags": [],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/__main__.py",
-      "type": "file",
-      "name": "__main__.py",
-      "filePath": "src/agentkit/__main__.py",
-      "layer": "service",
-      "summary": "Allow running agentkit as: python -m agentkit",
-      "tags": [],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/bus/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/bus/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Bus - Agent 间通信基础设施",
-      "tags": [
-        "bus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/bus/interface.py",
-      "type": "file",
-      "name": "interface.py",
-      "filePath": "src/agentkit/bus/interface.py",
-      "layer": "data",
-      "summary": "MessageBus ABC — Agent 间通信抽象基类。",
-      "tags": [
-        "bus"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/bus/memory_bus.py",
-      "type": "file",
-      "name": "memory_bus.py",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus — 基于 asyncio.Queue 的内存消息总线。",
-      "tags": [
-        "bus"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/bus/message.py",
-      "type": "file",
-      "name": "message.py",
-      "filePath": "src/agentkit/bus/message.py",
-      "layer": "data",
-      "summary": "AgentMessage — Agent 间通信消息模型。",
-      "tags": [
-        "bus"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/bus/protocol.py",
-      "type": "file",
-      "name": "protocol.py",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "MessageBus Protocol — Agent 间通信抽象层。",
-      "tags": [
-        "bus"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/bus/redis_bus.py",
-      "type": "file",
-      "name": "redis_bus.py",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus — 基于 Redis Streams 的消息总线。",
-      "tags": [
-        "bus"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/chat/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/chat/__init__.py",
-      "layer": "service",
-      "summary": "聊天路由模块 - CostAwareRouter三层意图路由和语义路由",
-      "tags": [
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/chat/semantic_router.py",
-      "type": "file",
-      "name": "semantic_router.py",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "Semantic Router — Embedding-based intent routing as Layer 1.5.",
-      "tags": [
-        "chat"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/cli/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit CLI - Command-line interface for AgentKit framework",
-      "tags": [
-        "cli"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/cli/chat.py",
-      "type": "file",
-      "name": "chat.py",
-      "filePath": "src/agentkit/cli/chat.py",
-      "layer": "api",
-      "summary": "Chat 命令：交互式终端聊天，使用 find_config_path + load_config_with_dotenv 统一配置加载链",
-      "tags": [
-        "cli",
-        "chat"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/init.py",
-      "type": "file",
-      "name": "init.py",
-      "filePath": "src/agentkit/cli/init.py",
-      "layer": "api",
-      "summary": "Project initialization CLI command",
-      "tags": [
-        "cli"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/main.py",
-      "type": "file",
-      "name": "main.py",
-      "filePath": "src/agentkit/cli/main.py",
-      "layer": "api",
-      "summary": "AgentKit CLI 主入口：gui/serve 命令使用 find_config_path + load_config_with_dotenv + has_llm_provider 统一配置加载",
-      "tags": [
-        "cli"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/onboarding.py",
-      "type": "file",
-      "name": "onboarding.py",
-      "filePath": "src/agentkit/cli/onboarding.py",
-      "layer": "api",
-      "summary": "Onboarding 交互式首次配置向导：merge-update 模式（不覆盖已有配置）、needs_onboarding() 检查 has_llm_provider()、bailian-coding provider 预设",
-      "tags": [
-        "cli",
-        "onboarding"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "file:src/agentkit/cli/pair.py",
-      "type": "file",
-      "name": "pair.py",
-      "filePath": "src/agentkit/cli/pair.py",
-      "layer": "api",
-      "summary": "Client pairing CLI command",
-      "tags": [
-        "cli"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/skill.py",
-      "type": "file",
-      "name": "skill.py",
-      "filePath": "src/agentkit/cli/skill.py",
-      "layer": "api",
-      "summary": "Skill management CLI commands",
-      "tags": [
-        "cli"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/task.py",
-      "type": "file",
-      "name": "task.py",
-      "filePath": "src/agentkit/cli/task.py",
-      "layer": "api",
-      "summary": "Task 管理 CLI 命令：本地模式使用 find_config_path + load_config_with_dotenv 加载配置",
-      "tags": [
-        "cli"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/templates.py",
-      "type": "file",
-      "name": "templates.py",
-      "filePath": "src/agentkit/cli/templates.py",
-      "layer": "api",
-      "summary": "agentkit init 模板文件：bailian-coding 默认 provider、docker-compose 含 postgres+pgvector",
-      "tags": [
-        "cli",
-        "templates"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/cli/usage.py",
-      "type": "file",
-      "name": "usage.py",
-      "filePath": "src/agentkit/cli/usage.py",
-      "layer": "api",
-      "summary": "Usage statistics CLI command",
-      "tags": [
-        "cli"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/core/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Core - 基础组件",
-      "tags": [
-        "core"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/core/agent_pool.py",
-      "type": "file",
-      "name": "agent_pool.py",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "AgentPool - 运行时 Agent 实例池",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/base.py",
-      "type": "file",
-      "name": "base.py",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent 基类 - 统一 Agent 生命周期管理",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/compressor.py",
-      "type": "file",
-      "name": "compressor.py",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor - 上下文压缩与 Prompt 缓存",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/config_driven.py",
-      "type": "file",
-      "name": "config_driven.py",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent - 配置驱动的 Agent 定义",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/dispatcher.py",
-      "type": "file",
-      "name": "dispatcher.py",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "任务分发器 - 通过 Redis Queue 将任务分发给 Agent",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/exceptions.py",
-      "type": "file",
-      "name": "exceptions.py",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "Agent 框架自定义异常",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/headroom_compressor.py",
-      "type": "file",
-      "name": "headroom_compressor.py",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor — 基于 headroom-ai 的上下文压缩器",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/logging.py",
-      "type": "file",
-      "name": "logging.py",
-      "filePath": "src/agentkit/core/logging.py",
-      "layer": "service",
-      "summary": "Structured logging configuration for AgentKit.",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/orchestrator.py",
-      "type": "file",
-      "name": "orchestrator.py",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator - 多 Agent 协作编排器",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/plan_checker.py",
-      "type": "file",
-      "name": "plan_checker.py",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker — 计划检查与复盘",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/plan_executor.py",
-      "type": "file",
-      "name": "plan_executor.py",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor — 执行计划执行器",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/plan_schema.py",
-      "type": "file",
-      "name": "plan_schema.py",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "Plan Schema — GoalPlanner 的执行计划数据模型",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/protocol.py",
-      "type": "file",
-      "name": "protocol.py",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "Agent 通信协议定义 - 统一消息格式",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/react.py",
-      "type": "file",
-      "name": "react.py",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReAct 推理-行动循环引擎",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/reflexion.py",
-      "type": "file",
-      "name": "reflexion.py",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "Reflexion 执行引擎",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/registry.py",
-      "type": "file",
-      "name": "registry.py",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "Agent 注册中心 - 管理 Agent 的注册、发现、状态",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/rewoo.py",
-      "type": "file",
-      "name": "rewoo.py",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOO (Reasoning Without Observation Others) 执行引擎",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/shared_workspace.py",
-      "type": "file",
-      "name": "shared_workspace.py",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace - Agent 间共享工作空间",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/standalone.py",
-      "type": "file",
-      "name": "standalone.py",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "Standalone Runner - 自动发现并启动配置驱动的 Agent",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/trace.py",
-      "type": "file",
-      "name": "trace.py",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "执行轨迹记录器",
-      "tags": [
-        "core"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evaluation/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/evaluation/__init__.py",
-      "layer": "service",
-      "summary": "Evaluation module - RAG quality assessment",
-      "tags": [
-        "evaluation"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/evaluation/ragas_evaluator.py",
-      "type": "file",
-      "name": "ragas_evaluator.py",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "Ragas Evaluator - RAG 质量评估管线",
-      "tags": [
-        "evaluation"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/evolution/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Evolution - 自我进化引擎",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/evolution/ab_tester.py",
-      "type": "file",
-      "name": "ab_tester.py",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester - A/B 测试框架",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "file",
-      "name": "evolution_store.py",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore - 进化日志存储",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/experience_schema.py",
-      "type": "file",
-      "name": "experience_schema.py",
-      "filePath": "src/agentkit/evolution/experience_schema.py",
-      "layer": "utility",
-      "summary": "Experience Schema - 任务经验数据模型",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/experience_store.py",
-      "type": "file",
-      "name": "experience_store.py",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "ExperienceStore - 任务经验存储",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/fitness.py",
-      "type": "file",
-      "name": "fitness.py",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "MultiObjectiveFitness - 多目标适应度评估",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/genetic.py",
-      "type": "file",
-      "name": "genetic.py",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPA - Genetic-Pareto Prompt Evolution",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/lifecycle.py",
-      "type": "file",
-      "name": "lifecycle.py",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin - 将进化引擎集成到 Agent 生命周期",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/llm_reflector.py",
-      "type": "file",
-      "name": "llm_reflector.py",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLMReflector - LLM 驱动的执行反思器",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/models.py",
-      "type": "file",
-      "name": "models.py",
-      "filePath": "src/agentkit/evolution/models.py",
-      "layer": "utility",
-      "summary": "SQLAlchemy ORM models for evolution persistence (SQLite-backed).",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/path_optimizer.py",
-      "type": "file",
-      "name": "path_optimizer.py",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "PathOptimizer - 执行路径优化器",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/pg_store.py",
-      "type": "file",
-      "name": "pg_store.py",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore - 基于 PostgreSQL 的异步进化存储",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/pitfall_detector.py",
-      "type": "file",
-      "name": "pitfall_detector.py",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "PitfallDetector - 任务避坑预警",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "file",
-      "name": "prompt_optimizer.py",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "PromptOptimizer - DSPy 风格的 Prompt 自动优化器",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/reflector.py",
-      "type": "file",
-      "name": "reflector.py",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "Reflector - 执行反思",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/evolution/strategy_tuner.py",
-      "type": "file",
-      "name": "strategy_tuner.py",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "StrategyTuner - 策略调优",
-      "tags": [
-        "evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/llm/__init__.py",
-      "layer": "service",
-      "summary": "LLM Gateway Module - 统一 LLM 调用",
-      "tags": [
-        "llm"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/llm/cache.py",
-      "type": "file",
-      "name": "cache.py",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "LLM Response Cache — Exact-match + Semantic-match dual cache for LLM responses.",
-      "tags": [
-        "llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/cache_key.py",
-      "type": "file",
-      "name": "cache_key.py",
-      "filePath": "src/agentkit/llm/cache_key.py",
-      "layer": "utility",
-      "summary": "LLM Cache Key Generation — Deterministic SHA-256 cache key from LLM request parameters.",
-      "tags": [
-        "llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/config.py",
-      "type": "file",
-      "name": "config.py",
-      "filePath": "src/agentkit/llm/config.py",
-      "layer": "utility",
-      "summary": "LLM Config - 配置加载",
-      "tags": [
-        "llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/gateway.py",
-      "type": "file",
-      "name": "gateway.py",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLM Gateway - 统一 LLM 调用入口",
-      "tags": [
-        "llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/protocol.py",
-      "type": "file",
-      "name": "protocol.py",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLM Protocol - 数据类与抽象基类",
-      "tags": [
-        "llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/llm/providers/__init__.py",
-      "layer": "utility",
-      "summary": "LLM Providers",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/anthropic.py",
-      "type": "file",
-      "name": "anthropic.py",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "Anthropic Provider - 原生 Anthropic Messages API 支持",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/doubao.py",
-      "type": "file",
-      "name": "doubao.py",
-      "filePath": "src/agentkit/llm/providers/doubao.py",
-      "layer": "utility",
-      "summary": "DoubaoProvider - 字节豆包 Provider",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/gemini.py",
-      "type": "file",
-      "name": "gemini.py",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "Gemini Provider - 原生 Google Gemini API 支持",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/openai.py",
-      "type": "file",
-      "name": "openai.py",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAI Compatible Provider - 支持 OpenAI/DeepSeek/Anthropic 等兼容 API",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/tracker.py",
-      "type": "file",
-      "name": "tracker.py",
-      "filePath": "src/agentkit/llm/providers/tracker.py",
-      "layer": "utility",
-      "summary": "Usage Tracker - 使用量追踪（委托给 UsageStore）",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/usage_store.py",
-      "type": "file",
-      "name": "usage_store.py",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "Usage Store — Persistent usage tracking with Redis Hash backend.",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/wenxin.py",
-      "type": "file",
-      "name": "wenxin.py",
-      "filePath": "src/agentkit/llm/providers/wenxin.py",
-      "layer": "utility",
-      "summary": "WenxinProvider - 百度文心 ERNIE Provider",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/providers/yuanbao.py",
-      "type": "file",
-      "name": "yuanbao.py",
-      "filePath": "src/agentkit/llm/providers/yuanbao.py",
-      "layer": "utility",
-      "summary": "YuanbaoProvider - 腾讯混元/元宝 Provider",
-      "tags": [
-        "llm",
-        "providers"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/llm/retry.py",
-      "type": "file",
-      "name": "retry.py",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "RetryPolicy and CircuitBreaker for LLM provider reliability",
-      "tags": [
-        "llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/marketplace/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/marketplace/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Marketplace - 拍卖机制与财富追踪",
-      "tags": [
-        "marketplace"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/marketplace/auction.py",
-      "type": "file",
-      "name": "auction.py",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "AuctionHouse - 拍卖机制，基于竞价选择 Agent",
-      "tags": [
-        "marketplace"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/marketplace/wealth.py",
-      "type": "file",
-      "name": "wealth.py",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker - Agent 财富追踪，用于拍卖机制",
-      "tags": [
-        "marketplace"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/mcp/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/mcp/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit MCP - Model Context Protocol 支持",
-      "tags": [
-        "mcp"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/mcp/client.py",
-      "type": "file",
-      "name": "client.py",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCP Client - 调用外部 MCP 工具服务器",
-      "tags": [
-        "mcp"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/mcp/manager.py",
-      "type": "file",
-      "name": "manager.py",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCP Manager - 管理 MCP Server 连接和工具发现",
-      "tags": [
-        "mcp"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/mcp/server.py",
-      "type": "file",
-      "name": "server.py",
-      "filePath": "src/agentkit/mcp/server.py",
-      "layer": "utility",
-      "summary": "MCP Server - 将 Agent 能力暴露为 MCP 工具",
-      "tags": [
-        "mcp"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/mcp/transport.py",
-      "type": "file",
-      "name": "transport.py",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "MCP Transport - 传输层抽象",
-      "tags": [
-        "mcp"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/memory/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Memory - 记忆系统",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/memory/adapters/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/memory/adapters/__init__.py",
-      "layer": "data",
-      "summary": "知识库适配器包",
-      "tags": [
-        "memory",
-        "adapters"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/memory/adapters/base.py",
-      "type": "file",
-      "name": "base.py",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter 抽象基类 - 知识库适配器的基础实现",
-      "tags": [
-        "memory",
-        "adapters"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/adapters/confluence.py",
-      "type": "file",
-      "name": "confluence.py",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter - Confluence 知识库适配器",
-      "tags": [
-        "memory",
-        "adapters"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/adapters/feishu.py",
-      "type": "file",
-      "name": "feishu.py",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter - 飞书知识库适配器",
-      "tags": [
-        "memory",
-        "adapters"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/adapters/generic_http.py",
-      "type": "file",
-      "name": "generic_http.py",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter - 通用 HTTP 知识库适配器",
-      "tags": [
-        "memory",
-        "adapters"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/base.py",
-      "type": "file",
-      "name": "base.py",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "Memory 抽象基类 - 统一记忆接口",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/chunking.py",
-      "type": "file",
-      "name": "chunking.py",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "Chunking - 文档分块策略",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/contextual_retrieval.py",
-      "type": "file",
-      "name": "contextual_retrieval.py",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunker - 上下文增强分块",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/document_loader.py",
-      "type": "file",
-      "name": "document_loader.py",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader - 多格式文档解析器",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/embedder.py",
-      "type": "file",
-      "name": "embedder.py",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "Embedder 接口与实现 - 文本向量化",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/episodic.py",
-      "type": "file",
-      "name": "episodic.py",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "Episodic Memory - 基于 pgvector + PostgreSQL 的任务经验记忆",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/http_rag.py",
-      "type": "file",
-      "name": "http_rag.py",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HTTP RAG Service - 通过 HTTP 调用业务系统知识库 API",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "file",
-      "name": "knowledge_base.py",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "KnowledgeBase 协议定义 - 外部知识库统一接口",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/local_rag.py",
-      "type": "file",
-      "name": "local_rag.py",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService - 本地文档 RAG 服务",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/models.py",
-      "type": "file",
-      "name": "models.py",
-      "filePath": "src/agentkit/memory/models.py",
-      "layer": "data",
-      "summary": "SQLAlchemy ORM models for episodic memory persistence (PostgreSQL + pgvector).",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/multi_source_retriever.py",
-      "type": "file",
-      "name": "multi_source_retriever.py",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever - 多源混合检索器",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/profile.py",
-      "type": "file",
-      "name": "profile.py",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "分层记忆系统 — SOUL/USER/MEMORY/DAILY 文件管理.",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/query_transformer.py",
-      "type": "file",
-      "name": "query_transformer.py",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "QueryTransformer - RAG 查询改写",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/rag_loop.py",
-      "type": "file",
-      "name": "rag_loop.py",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "RAGSelfCorrectionLoop - CRAG 自纠正循环",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
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-      "id": "file:src/agentkit/memory/relevance_scorer.py",
-      "type": "file",
-      "name": "relevance_scorer.py",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer - 检索结果相关性自动评估",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/retriever.py",
-      "type": "file",
-      "name": "retriever.py",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever - 混合检索器",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/semantic.py",
-      "type": "file",
-      "name": "semantic.py",
-      "filePath": "src/agentkit/memory/semantic.py",
-      "layer": "data",
-      "summary": "Semantic Memory - 知识库适配器",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/memory/working.py",
-      "type": "file",
-      "name": "working.py",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "Working Memory - 基于 Redis 的短期任务记忆",
-      "tags": [
-        "memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/orchestrator/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Orchestrator - 多 Agent 协同编排",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/compensation.py",
-      "type": "file",
-      "name": "compensation.py",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "Saga compensation pattern for Pipeline execution",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/dynamic_pipeline.py",
-      "type": "file",
-      "name": "dynamic_pipeline.py",
-      "filePath": "src/agentkit/orchestrator/dynamic_pipeline.py",
-      "layer": "service",
-      "summary": "DynamicPipeline - 动态 Pipeline 组合",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/handoff.py",
-      "type": "file",
-      "name": "handoff.py",
-      "filePath": "src/agentkit/orchestrator/handoff.py",
-      "layer": "service",
-      "summary": "HandoffManager - Agent 间任务转交",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "type": "file",
-      "name": "pipeline_engine.py",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "Pipeline Engine - DAG + 并行执行 + 步骤重试 + Saga 补偿",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/pipeline_loader.py",
-      "type": "file",
-      "name": "pipeline_loader.py",
-      "filePath": "src/agentkit/orchestrator/pipeline_loader.py",
-      "layer": "service",
-      "summary": "Pipeline Loader - YAML 加载器",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/pipeline_models.py",
-      "type": "file",
-      "name": "pipeline_models.py",
-      "filePath": "src/agentkit/orchestrator/pipeline_models.py",
-      "layer": "service",
-      "summary": "Pipeline execution ORM models for PostgreSQL persistence.",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "file",
-      "name": "pipeline_schema.py",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "Pipeline 数据模型",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/pipeline_state.py",
-      "type": "file",
-      "name": "pipeline_state.py",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "Pipeline execution state persistence — Redis hot state + PostgreSQL cold storage.",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/reflection.py",
-      "type": "file",
-      "name": "reflection.py",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "Pipeline 反思-重规划模块",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/retry.py",
-      "type": "file",
-      "name": "retry.py",
-      "filePath": "src/agentkit/orchestrator/retry.py",
-      "layer": "service",
-      "summary": "Step-level retry with exponential backoff for Pipeline execution",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "file",
-      "name": "workflow_schema.py",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "Workflow schema - extends Pipeline with workflow-specific fields",
-      "tags": [
-        "orchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/org/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/org/__init__.py",
-      "layer": "service",
-      "summary": "OrganizationContext - 组织上下文与 Agent 发现",
-      "tags": [
-        "org"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/org/context.py",
-      "type": "file",
-      "name": "context.py",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext - 组织上下文，管理 AgentProfile 与能力矩阵",
-      "tags": [
-        "org"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/org/discovery.py",
-      "type": "file",
-      "name": "discovery.py",
-      "filePath": "src/agentkit/org/discovery.py",
-      "layer": "unknown",
-      "summary": "AgentDiscovery - 基于 OrganizationContext 的 Agent 发现与推荐",
-      "tags": [
-        "org"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/prompts/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/prompts/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Prompts - Prompt 模板系统",
-      "tags": [
-        "prompts"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/prompts/section.py",
-      "type": "file",
-      "name": "section.py",
-      "filePath": "src/agentkit/prompts/section.py",
-      "layer": "utility",
-      "summary": "PromptSection - 模块化 Prompt 段落",
-      "tags": [
-        "prompts"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/prompts/template.py",
-      "type": "file",
-      "name": "template.py",
-      "filePath": "src/agentkit/prompts/template.py",
-      "layer": "utility",
-      "summary": "PromptTemplate - Prompt 模板渲染",
-      "tags": [
-        "prompts"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/quality/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/quality/__init__.py",
-      "layer": "service",
-      "summary": "Quality Gate & Output Standardizer",
-      "tags": [
-        "quality"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/quality/alignment.py",
-      "type": "file",
-      "name": "alignment.py",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard - 对齐守卫：约束注入 + 级联故障检测",
-      "tags": [
-        "quality"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/quality/cascade_detector.py",
-      "type": "file",
-      "name": "cascade_detector.py",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "CascadeDetector - 独立的级联故障检测工具（委托给 CascadeStateStore）",
-      "tags": [
-        "quality"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/quality/cascade_state_store.py",
-      "type": "file",
-      "name": "cascade_state_store.py",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "Cascade State Store — Persistent cascade detection state with Redis INCR backend.",
-      "tags": [
-        "quality"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/quality/gate.py",
-      "type": "file",
-      "name": "gate.py",
-      "filePath": "src/agentkit/quality/gate.py",
-      "layer": "utility",
-      "summary": "QualityGate - 产出质量管理",
-      "tags": [
-        "quality"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/quality/output.py",
-      "type": "file",
-      "name": "output.py",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "OutputStandardizer - 标准化输出",
-      "tags": [
-        "quality"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/router/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/router/__init__.py",
-      "layer": "service",
-      "summary": "Intent Router - 两级意图路由：关键词匹配 → LLM 分类",
-      "tags": [
-        "router"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/router/intent.py",
-      "type": "file",
-      "name": "intent.py",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter - 两级意图路由：关键词匹配 → LLM 分类",
-      "tags": [
-        "router"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/server/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Server - FastAPI REST API",
-      "tags": [
-        "server"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/server/client.py",
-      "type": "file",
-      "name": "client.py",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient - Python SDK for AgentKit Server",
-      "tags": [
-        "server"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/client_config.py",
-      "type": "file",
-      "name": "client_config.py",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "客户端配置管理：clients.yaml 使用 _deep_resolve 解析 ${VAR} 环境变量引用",
-      "tags": [
-        "server",
-        "config",
-        "dotenv"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/server/routes/__init__.py",
-      "layer": "api",
-      "summary": "Server route modules",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/agents.py",
-      "type": "file",
-      "name": "agents.py",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "Agent CRUD routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/evolution.py",
-      "type": "file",
-      "name": "evolution.py",
-      "filePath": "src/agentkit/server/routes/evolution.py",
-      "layer": "api",
-      "summary": "Evolution API routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "type": "file",
-      "name": "evolution_dashboard.py",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "Evolution Dashboard API routes - 自进化仪表盘",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/health.py",
-      "type": "file",
-      "name": "health.py",
-      "filePath": "src/agentkit/server/routes/health.py",
-      "layer": "api",
-      "summary": "Health check route",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/kb_management.py",
-      "type": "file",
-      "name": "kb_management.py",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "Knowledge Base Management API routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/llm.py",
-      "type": "file",
-      "name": "llm.py",
-      "filePath": "src/agentkit/server/routes/llm.py",
-      "layer": "api",
-      "summary": "LLM usage routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/memory.py",
-      "type": "file",
-      "name": "memory.py",
-      "filePath": "src/agentkit/server/routes/memory.py",
-      "layer": "api",
-      "summary": "Memory API routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/metrics.py",
-      "type": "file",
-      "name": "metrics.py",
-      "filePath": "src/agentkit/server/routes/metrics.py",
-      "layer": "api",
-      "summary": "Metrics route — /api/v1/metrics",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/portal.py",
-      "type": "file",
-      "name": "portal.py",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "服务器模块 - FastAPI HTTP/WebSocket服务",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/settings.py",
-      "type": "file",
-      "name": "settings.py",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "Settings API 路由：LLM/Skills/KB/General 配置的 CRUD，支持 ${VAR} 反向解析保留、.env 写入 API Key、ruamel.yaml 保留注释",
-      "tags": [
-        "server",
-        "routes",
-        "settings",
-        "dotenv"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/skill_management.py",
-      "type": "file",
-      "name": "skill_management.py",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "Skill Management API routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/skills.py",
-      "type": "file",
-      "name": "skills.py",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "Skill registration routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/tasks.py",
-      "type": "file",
-      "name": "tasks.py",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "Task submission routes",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/terminal.py",
-      "type": "file",
-      "name": "terminal.py",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "Terminal API routes — interactive PTY sessions with whitelist security.",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/workflows.py",
-      "type": "file",
-      "name": "workflows.py",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "Workflow API routes - CRUD, execution, approval, and real-time progress",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/ws.py",
-      "type": "file",
-      "name": "ws.py",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "WebSocket route for bidirectional real-time task communication.",
-      "tags": [
-        "server",
-        "routes"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/runner.py",
-      "type": "file",
-      "name": "runner.py",
-      "filePath": "src/agentkit/server/runner.py",
-      "layer": "api",
-      "summary": "BackgroundRunner - Async task execution with lifecycle management",
-      "tags": [
-        "server"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/server/task_store.py",
-      "type": "file",
-      "name": "task_store.py",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "TaskStore - Task state storage with TTL (InMemory / Redis backends)",
-      "tags": [
-        "server"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/session/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/session/__init__.py",
-      "layer": "service",
-      "summary": "Session management - multi-turn conversation support for AgentKit.",
-      "tags": [
-        "session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/session/manager.py",
-      "type": "file",
-      "name": "manager.py",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager — high-level API for conversation session management.",
-      "tags": [
-        "session"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/session/models.py",
-      "type": "file",
-      "name": "models.py",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Session and Message data models for multi-turn conversations.",
-      "tags": [
-        "session"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/session/store.py",
-      "type": "file",
-      "name": "store.py",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "Session store backends — InMemory and Redis.",
-      "tags": [
-        "session"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/skills/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/skills/__init__.py",
-      "layer": "service",
-      "summary": "Skill 系统 - 配置驱动的技能定义、注册与加载",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/skills/base.py",
-      "type": "file",
-      "name": "base.py",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill 基础类 - SkillConfig, IntentConfig, QualityGateConfig, Skill",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/skills/geo_pipeline.py",
-      "type": "file",
-      "name": "geo_pipeline.py",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline - GEO 端到端工作流编排",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/skills/loader.py",
-      "type": "file",
-      "name": "loader.py",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader - 从 YAML/SKILL.md 目录/Python 包批量加载 Skill",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/skills/pipeline.py",
-      "type": "file",
-      "name": "pipeline.py",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "SkillPipeline - 技能编排，将多个 Skill 串联为 Pipeline 执行",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/skills/registry.py",
-      "type": "file",
-      "name": "registry.py",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry - Skill 注册中心（v2: 版本管理、能力查询、依赖检查）",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/skills/schema.py",
-      "type": "file",
-      "name": "schema.py",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "SkillSpec - Skill 标准接口规范定义",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/skills/skill_md.py",
-      "type": "file",
-      "name": "skill_md.py",
-      "filePath": "src/agentkit/skills/skill_md.py",
-      "layer": "service",
-      "summary": "SKILL.md 解析器 - 从 Markdown 文件解析技能定义",
-      "tags": [
-        "skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/telemetry/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/telemetry/__init__.py",
-      "layer": "service",
-      "summary": "Telemetry module — OpenTelemetry integration (optional)",
-      "tags": [
-        "telemetry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/telemetry/metrics.py",
-      "type": "file",
-      "name": "metrics.py",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "Metric definitions — no-op when OTel not installed",
-      "tags": [
-        "telemetry"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/telemetry/setup.py",
-      "type": "file",
-      "name": "setup.py",
-      "filePath": "src/agentkit/telemetry/setup.py",
-      "layer": "utility",
-      "summary": "OTel initialization — called at app startup",
-      "tags": [
-        "telemetry"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/telemetry/tracer.py",
-      "type": "file",
-      "name": "tracer.py",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OpenTelemetry tracer integration with no-op fallback.",
-      "tags": [
-        "telemetry"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/telemetry/tracing.py",
-      "type": "file",
-      "name": "tracing.py",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "Tracing helpers — no-op when OTel not installed",
-      "tags": [
-        "telemetry"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/tools/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit Tools - 工具插件系统",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/tools/agent_tool.py",
-      "type": "file",
-      "name": "agent_tool.py",
-      "filePath": "src/agentkit/tools/agent_tool.py",
-      "layer": "utility",
-      "summary": "AgentTool - 将 Agent 包装为 Tool",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/ask_human.py",
-      "type": "file",
-      "name": "ask_human.py",
-      "filePath": "src/agentkit/tools/ask_human.py",
-      "layer": "utility",
-      "summary": "AskHumanTool — Human-in-the-Loop tool for Chat mode.",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/baidu_search.py",
-      "type": "file",
-      "name": "baidu_search.py",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool - 百度搜索工具，支持优雅降级",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/base.py",
-      "type": "file",
-      "name": "base.py",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool 抽象基类 - 统一工具接口",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/composition.py",
-      "type": "file",
-      "name": "composition.py",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "工具组合 - SequentialChain, ParallelFanOut, DynamicSelector",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/computer_use.py",
-      "type": "file",
-      "name": "computer_use.py",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool - Anthropic Computer Use API 集成",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/computer_use_recorder.py",
-      "type": "file",
-      "name": "computer_use_recorder.py",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder - Computer Use 操作录制与回放",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/computer_use_session.py",
-      "type": "file",
-      "name": "computer_use_session.py",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession - 虚拟桌面会话管理",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/function_tool.py",
-      "type": "file",
-      "name": "function_tool.py",
-      "filePath": "src/agentkit/tools/function_tool.py",
-      "layer": "utility",
-      "summary": "FunctionTool - 将普通 Python 函数包装为 Tool",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/headroom_retrieve.py",
-      "type": "file",
-      "name": "headroom_retrieve.py",
-      "filePath": "src/agentkit/tools/headroom_retrieve.py",
-      "layer": "utility",
-      "summary": "HeadroomRetrieveTool — CCR 可逆压缩检索工具",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/mcp_tool.py",
-      "type": "file",
-      "name": "mcp_tool.py",
-      "filePath": "src/agentkit/tools/mcp_tool.py",
-      "layer": "utility",
-      "summary": "MCPTool - 通过 MCP Client 调用远程工具",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/memory_tool.py",
-      "type": "file",
-      "name": "memory_tool.py",
-      "filePath": "src/agentkit/tools/memory_tool.py",
-      "layer": "utility",
-      "summary": "MemoryTool — Agent 可在对话中读写记忆的工具.",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/output_parser.py",
-      "type": "file",
-      "name": "output_parser.py",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "OutputParser - 结构化解析命令输出",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/pty_session.py",
-      "type": "file",
-      "name": "pty_session.py",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession - 伪终端会话，支持交互式命令",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/registry.py",
-      "type": "file",
-      "name": "registry.py",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry - 工具注册中心",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/schema_tools.py",
-      "type": "file",
-      "name": "schema_tools.py",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "Schema 工具集 - 结构化数据提取与生成",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/shell.py",
-      "type": "file",
-      "name": "shell.py",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool - Shell 命令执行工具",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/skill_install.py",
-      "type": "file",
-      "name": "skill_install.py",
-      "filePath": "src/agentkit/tools/skill_install.py",
-      "layer": "utility",
-      "summary": "SkillInstallTool - Agent 可调用的技能安装工具",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/terminal_session.py",
-      "type": "file",
-      "name": "terminal_session.py",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession - 终端会话状态管理",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/web_crawl.py",
-      "type": "file",
-      "name": "web_crawl.py",
-      "filePath": "src/agentkit/tools/web_crawl.py",
-      "layer": "utility",
-      "summary": "WebCrawlTool - 基于 Crawl4AI 的网页抓取工具，支持优雅降级",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/tools/web_search.py",
-      "type": "file",
-      "name": "web_search.py",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool — 通用网页搜索工具。",
-      "tags": [
-        "tools"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/utils/__init__.py",
-      "type": "file",
-      "name": "__init__.py",
-      "filePath": "src/agentkit/utils/__init__.py",
-      "layer": "service",
-      "summary": "AgentKit utility modules.",
-      "tags": [
-        "utils"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "file:src/agentkit/utils/security.py",
-      "type": "file",
-      "name": "security.py",
-      "filePath": "src/agentkit/utils/security.py",
-      "layer": "unknown",
-      "summary": "Security utilities for URL validation.",
-      "tags": [
-        "utils"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/utils/vector_math.py",
-      "type": "file",
-      "name": "vector_math.py",
-      "filePath": "src/agentkit/utils/vector_math.py",
-      "layer": "unknown",
-      "summary": "Shared vector math utilities.",
-      "tags": [
-        "utils"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "class:MessageBus",
-      "type": "class",
-      "name": "MessageBus",
-      "filePath": "src/agentkit/bus/interface.py",
-      "layer": "data",
-      "summary": "Agent 间消息总线抽象基类。",
-      "tags": [
-        "MessageBus"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:MessageBus.publish",
-      "type": "function",
-      "name": "publish",
-      "filePath": "src/agentkit/bus/interface.py",
-      "layer": "data",
-      "summary": "MessageBus.publish(message) 异步方法",
-      "tags": [
-        "MessageBus",
-        "publish"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.subscribe",
-      "type": "function",
-      "name": "subscribe",
-      "filePath": "src/agentkit/bus/interface.py",
-      "layer": "data",
-      "summary": "MessageBus.subscribe(agent_name, handler) 异步方法",
-      "tags": [
-        "MessageBus",
-        "subscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.unsubscribe",
-      "type": "function",
-      "name": "unsubscribe",
-      "filePath": "src/agentkit/bus/interface.py",
-      "layer": "data",
-      "summary": "MessageBus.unsubscribe(agent_name) 异步方法",
-      "tags": [
-        "MessageBus",
-        "unsubscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.request",
-      "type": "function",
-      "name": "request",
-      "filePath": "src/agentkit/bus/interface.py",
-      "layer": "data",
-      "summary": "MessageBus.request(message, timeout_seconds) 异步方法",
-      "tags": [
-        "MessageBus",
-        "request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryMessageBus",
-      "type": "class",
-      "name": "InMemoryMessageBus",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "基于 asyncio.Queue 的内存消息总线。",
-      "tags": [
-        "InMemoryMessageBus"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:InMemoryMessageBus.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.__init__(cascade_detector, alignment_guard) 方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus.publish",
-      "type": "function",
-      "name": "publish",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.publish(message) 异步方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "publish"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus.subscribe",
-      "type": "function",
-      "name": "subscribe",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.subscribe(agent_name, handler) 异步方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "subscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus._consume_queue",
-      "type": "function",
-      "name": "_consume_queue",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus._consume_queue(agent_name, handler) 异步方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "_consume_queue"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus._try_resolve_pending",
-      "type": "function",
-      "name": "_try_resolve_pending",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus._try_resolve_pending(message) 方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "_try_resolve_pending"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus.unsubscribe",
-      "type": "function",
-      "name": "unsubscribe",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.unsubscribe(agent_name) 异步方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "unsubscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus.request",
-      "type": "function",
-      "name": "request",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.request(message, timeout_seconds) 异步方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus.broadcast",
-      "type": "function",
-      "name": "broadcast",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.broadcast(message) 异步方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "broadcast"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.health_check() 异步方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryMessageBus.backend_type",
-      "type": "function",
-      "name": "backend_type",
-      "filePath": "src/agentkit/bus/memory_bus.py",
-      "layer": "data",
-      "summary": "InMemoryMessageBus.backend_type() 方法",
-      "tags": [
-        "InMemoryMessageBus",
-        "backend_type"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentMessage",
-      "type": "class",
-      "name": "AgentMessage",
-      "filePath": "src/agentkit/bus/message.py",
-      "layer": "data",
-      "summary": "Agent 间通信消息。",
-      "tags": [
-        "AgentMessage"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:AgentMessage.is_expired",
-      "type": "function",
-      "name": "is_expired",
-      "filePath": "src/agentkit/bus/message.py",
-      "layer": "data",
-      "summary": "AgentMessage.is_expired() 方法",
-      "tags": [
-        "AgentMessage",
-        "is_expired"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentMessage.is_broadcast",
-      "type": "function",
-      "name": "is_broadcast",
-      "filePath": "src/agentkit/bus/message.py",
-      "layer": "data",
-      "summary": "AgentMessage.is_broadcast() 方法",
-      "tags": [
-        "AgentMessage",
-        "is_broadcast"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentMessage.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/bus/message.py",
-      "layer": "data",
-      "summary": "AgentMessage.to_dict() 方法",
-      "tags": [
-        "AgentMessage",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentMessage.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/bus/message.py",
-      "layer": "data",
-      "summary": "AgentMessage.from_dict(cls, data) 方法",
-      "tags": [
-        "AgentMessage",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MessageBus",
-      "type": "class",
-      "name": "MessageBus",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "Agent 间通信总线协议。",
-      "tags": [
-        "MessageBus"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:MessageBus.publish",
-      "type": "function",
-      "name": "publish",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "MessageBus.publish(message) 异步方法",
-      "tags": [
-        "MessageBus",
-        "publish"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.subscribe",
-      "type": "function",
-      "name": "subscribe",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "MessageBus.subscribe(agent_name, handler) 异步方法",
-      "tags": [
-        "MessageBus",
-        "subscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.unsubscribe",
-      "type": "function",
-      "name": "unsubscribe",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "MessageBus.unsubscribe(agent_name) 异步方法",
-      "tags": [
-        "MessageBus",
-        "unsubscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.request",
-      "type": "function",
-      "name": "request",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "MessageBus.request(message, timeout) 异步方法",
-      "tags": [
-        "MessageBus",
-        "request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.broadcast",
-      "type": "function",
-      "name": "broadcast",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "MessageBus.broadcast(message) 异步方法",
-      "tags": [
-        "MessageBus",
-        "broadcast"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MessageBus.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/bus/protocol.py",
-      "layer": "data",
-      "summary": "MessageBus.health_check() 异步方法",
-      "tags": [
-        "MessageBus",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RedisMessageBus",
-      "type": "class",
-      "name": "RedisMessageBus",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "基于 Redis Streams 的消息总线。",
-      "tags": [
-        "RedisMessageBus"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:RedisMessageBus.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.__init__(redis_url, consumer_group, max_retries) 方法",
-      "tags": [
-        "RedisMessageBus",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus._get_redis",
-      "type": "function",
-      "name": "_get_redis",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus._get_redis() 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "_get_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus._stream_key",
-      "type": "function",
-      "name": "_stream_key",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus._stream_key(agent_name) 方法",
-      "tags": [
-        "RedisMessageBus",
-        "_stream_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus._dead_letter_key",
-      "type": "function",
-      "name": "_dead_letter_key",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus._dead_letter_key(agent_name) 方法",
-      "tags": [
-        "RedisMessageBus",
-        "_dead_letter_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus.publish",
-      "type": "function",
-      "name": "publish",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.publish(message) 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "publish"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus.subscribe",
-      "type": "function",
-      "name": "subscribe",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.subscribe(agent_name, handler) 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "subscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus._consume_stream",
-      "type": "function",
-      "name": "_consume_stream",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus._consume_stream(agent_name) 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "_consume_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus._handle_failed_message",
-      "type": "function",
-      "name": "_handle_failed_message",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus._handle_failed_message(redis, stream_key, msg_id, fields, agent_name) 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "_handle_failed_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus.unsubscribe",
-      "type": "function",
-      "name": "unsubscribe",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.unsubscribe(agent_name) 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "unsubscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus.request",
-      "type": "function",
-      "name": "request",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.request(message, timeout) 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus.broadcast",
-      "type": "function",
-      "name": "broadcast",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.broadcast(message) 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "broadcast"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.health_check() 异步方法",
-      "tags": [
-        "RedisMessageBus",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisMessageBus.backend_type",
-      "type": "function",
-      "name": "backend_type",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "RedisMessageBus.backend_type() 方法",
-      "tags": [
-        "RedisMessageBus",
-        "backend_type"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SemanticRouteResult",
-      "type": "class",
-      "name": "SemanticRouteResult",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "Result of semantic routing.",
-      "tags": [
-        "SemanticRouteResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillEmbeddingIndex",
-      "type": "class",
-      "name": "SkillEmbeddingIndex",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "Pre-computed embedding index for registered skills.",
-      "tags": [
-        "SkillEmbeddingIndex"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SkillEmbeddingIndex.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SkillEmbeddingIndex.__init__(embedder) 方法",
-      "tags": [
-        "SkillEmbeddingIndex",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillEmbeddingIndex.build",
-      "type": "function",
-      "name": "build",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SkillEmbeddingIndex.build(skill_registry) 异步方法",
-      "tags": [
-        "SkillEmbeddingIndex",
-        "build"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillEmbeddingIndex.update_skill",
-      "type": "function",
-      "name": "update_skill",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SkillEmbeddingIndex.update_skill(skill_name, skill) 异步方法",
-      "tags": [
-        "SkillEmbeddingIndex",
-        "update_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillEmbeddingIndex.remove_skill",
-      "type": "function",
-      "name": "remove_skill",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SkillEmbeddingIndex.remove_skill(skill_name) 方法",
-      "tags": [
-        "SkillEmbeddingIndex",
-        "remove_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillEmbeddingIndex.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SkillEmbeddingIndex.search(query_embedding, top_k) 异步方法",
-      "tags": [
-        "SkillEmbeddingIndex",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillEmbeddingIndex._build_source_text",
-      "type": "function",
-      "name": "_build_source_text",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SkillEmbeddingIndex._build_source_text(skill) 方法",
-      "tags": [
-        "SkillEmbeddingIndex",
-        "_build_source_text"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillEmbeddingIndex.size",
-      "type": "function",
-      "name": "size",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SkillEmbeddingIndex.size() 方法",
-      "tags": [
-        "SkillEmbeddingIndex",
-        "size"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SemanticRouter",
-      "type": "class",
-      "name": "SemanticRouter",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "Embedding-based semantic routing as Layer 1.5.",
-      "tags": [
-        "SemanticRouter"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SemanticRouter.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SemanticRouter.__init__(embedder, similarity_high, similarity_low) 方法",
-      "tags": [
-        "SemanticRouter",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticRouter.build_index",
-      "type": "function",
-      "name": "build_index",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SemanticRouter.build_index(skill_registry) 异步方法",
-      "tags": [
-        "SemanticRouter",
-        "build_index"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticRouter.update_skill",
-      "type": "function",
-      "name": "update_skill",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SemanticRouter.update_skill(skill_name, skill) 异步方法",
-      "tags": [
-        "SemanticRouter",
-        "update_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticRouter.remove_skill",
-      "type": "function",
-      "name": "remove_skill",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SemanticRouter.remove_skill(skill_name) 方法",
-      "tags": [
-        "SemanticRouter",
-        "remove_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticRouter.route",
-      "type": "function",
-      "name": "route",
-      "filePath": "src/agentkit/chat/semantic_router.py",
-      "layer": "unknown",
-      "summary": "SemanticRouter.route(query) 异步方法",
-      "tags": [
-        "SemanticRouter",
-        "route"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentPool",
-      "type": "class",
-      "name": "AgentPool",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "运行时 Agent 实例池，管理 Agent 的创建、获取、删除",
-      "tags": [
-        "AgentPool"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:AgentPool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "AgentPool.__init__(llm_gateway, skill_registry, tool_registry, compressor, message_bus) 方法",
-      "tags": [
-        "AgentPool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentPool.create_agent",
-      "type": "function",
-      "name": "create_agent",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "AgentPool.create_agent(config) 异步方法",
-      "tags": [
-        "AgentPool",
-        "create_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentPool.remove_agent",
-      "type": "function",
-      "name": "remove_agent",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "AgentPool.remove_agent(name) 异步方法",
-      "tags": [
-        "AgentPool",
-        "remove_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentPool.get_agent",
-      "type": "function",
-      "name": "get_agent",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "AgentPool.get_agent(name) 方法",
-      "tags": [
-        "AgentPool",
-        "get_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentPool.list_agents",
-      "type": "function",
-      "name": "list_agents",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "AgentPool.list_agents() 方法",
-      "tags": [
-        "AgentPool",
-        "list_agents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentPool.create_agent_from_skill",
-      "type": "function",
-      "name": "create_agent_from_skill",
-      "filePath": "src/agentkit/core/agent_pool.py",
-      "layer": "service",
-      "summary": "AgentPool.create_agent_from_skill(skill_name) 异步方法",
-      "tags": [
-        "AgentPool",
-        "create_agent_from_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:BaseAgent",
-      "type": "class",
-      "name": "BaseAgent",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "所有 Agent 的基类，定义标准生命周期。",
-      "tags": [
-        "BaseAgent"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:BaseAgent.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.__init__(name, agent_type, version) 方法",
-      "tags": [
-        "BaseAgent",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.status",
-      "type": "function",
-      "name": "status",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.status() 方法",
-      "tags": [
-        "BaseAgent",
-        "status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.config_version",
-      "type": "function",
-      "name": "config_version",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.config_version() 方法",
-      "tags": [
-        "BaseAgent",
-        "config_version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.is_distributed",
-      "type": "function",
-      "name": "is_distributed",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.is_distributed() 方法",
-      "tags": [
-        "BaseAgent",
-        "is_distributed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._acquire_status_lock",
-      "type": "function",
-      "name": "_acquire_status_lock",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._acquire_status_lock() 异步方法",
-      "tags": [
-        "BaseAgent",
-        "_acquire_status_lock"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._release_status_lock",
-      "type": "function",
-      "name": "_release_status_lock",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._release_status_lock() 方法",
-      "tags": [
-        "BaseAgent",
-        "_release_status_lock"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.tools",
-      "type": "function",
-      "name": "tools",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.tools() 方法",
-      "tags": [
-        "BaseAgent",
-        "tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.memory",
-      "type": "function",
-      "name": "memory",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.memory() 方法",
-      "tags": [
-        "BaseAgent",
-        "memory"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.llm_gateway",
-      "type": "function",
-      "name": "llm_gateway",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.llm_gateway() 方法",
-      "tags": [
-        "BaseAgent",
-        "llm_gateway"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.llm_gateway",
-      "type": "function",
-      "name": "llm_gateway",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.llm_gateway(gateway) 方法",
-      "tags": [
-        "BaseAgent",
-        "llm_gateway"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.skill",
-      "type": "function",
-      "name": "skill",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.skill() 方法",
-      "tags": [
-        "BaseAgent",
-        "skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.skill",
-      "type": "function",
-      "name": "skill",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.skill(skill) 方法",
-      "tags": [
-        "BaseAgent",
-        "skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.quality_gate",
-      "type": "function",
-      "name": "quality_gate",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.quality_gate() 方法",
-      "tags": [
-        "BaseAgent",
-        "quality_gate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.handle_task",
-      "type": "function",
-      "name": "handle_task",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.handle_task(task) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "handle_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.get_capabilities",
-      "type": "function",
-      "name": "get_capabilities",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.get_capabilities() 方法",
-      "tags": [
-        "BaseAgent",
-        "get_capabilities"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.on_task_start",
-      "type": "function",
-      "name": "on_task_start",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.on_task_start(task) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "on_task_start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.on_task_complete",
-      "type": "function",
-      "name": "on_task_complete",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.on_task_complete(task, output) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "on_task_complete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.on_task_failed",
-      "type": "function",
-      "name": "on_task_failed",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.on_task_failed(task, error) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "on_task_failed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.handle_task_with_feedback",
-      "type": "function",
-      "name": "handle_task_with_feedback",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.handle_task_with_feedback(task, feedback) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "handle_task_with_feedback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._build_quality_feedback",
-      "type": "function",
-      "name": "_build_quality_feedback",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._build_quality_feedback(quality_result) 方法",
-      "tags": [
-        "BaseAgent",
-        "_build_quality_feedback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.use_tool",
-      "type": "function",
-      "name": "use_tool",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.use_tool(tool) 方法",
-      "tags": [
-        "BaseAgent",
-        "use_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.use_memory",
-      "type": "function",
-      "name": "use_memory",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.use_memory(memory) 方法",
-      "tags": [
-        "BaseAgent",
-        "use_memory"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.use_memory_retriever",
-      "type": "function",
-      "name": "use_memory_retriever",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.use_memory_retriever(retriever) 方法",
-      "tags": [
-        "BaseAgent",
-        "use_memory_retriever"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.set_registry",
-      "type": "function",
-      "name": "set_registry",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.set_registry(registry) 方法",
-      "tags": [
-        "BaseAgent",
-        "set_registry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.set_dispatcher",
-      "type": "function",
-      "name": "set_dispatcher",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.set_dispatcher(dispatcher) 方法",
-      "tags": [
-        "BaseAgent",
-        "set_dispatcher"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.start",
-      "type": "function",
-      "name": "start",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.start(redis_url) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.stop",
-      "type": "function",
-      "name": "stop",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.stop() 异步方法",
-      "tags": [
-        "BaseAgent",
-        "stop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.execute(task) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.cancel_task",
-      "type": "function",
-      "name": "cancel_task",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.cancel_task(task_id) 方法",
-      "tags": [
-        "BaseAgent",
-        "cancel_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.handoff",
-      "type": "function",
-      "name": "handoff",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.handoff(target_agent, task, reason, context) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "handoff"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.report_progress",
-      "type": "function",
-      "name": "report_progress",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.report_progress(task_id, progress, message) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "report_progress"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent.heartbeat",
-      "type": "function",
-      "name": "heartbeat",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent.heartbeat() 异步方法",
-      "tags": [
-        "BaseAgent",
-        "heartbeat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._heartbeat_loop",
-      "type": "function",
-      "name": "_heartbeat_loop",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._heartbeat_loop() 异步方法",
-      "tags": [
-        "BaseAgent",
-        "_heartbeat_loop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._listen_for_tasks",
-      "type": "function",
-      "name": "_listen_for_tasks",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._listen_for_tasks() 异步方法",
-      "tags": [
-        "BaseAgent",
-        "_listen_for_tasks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._execute_task_with_semaphore",
-      "type": "function",
-      "name": "_execute_task_with_semaphore",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._execute_task_with_semaphore(task) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "_execute_task_with_semaphore"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._execute_task",
-      "type": "function",
-      "name": "_execute_task",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._execute_task(task) 异步方法",
-      "tags": [
-        "BaseAgent",
-        "_execute_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaseAgent._validate_input",
-      "type": "function",
-      "name": "_validate_input",
-      "filePath": "src/agentkit/core/base.py",
-      "layer": "service",
-      "summary": "BaseAgent._validate_input(data, schema) 方法",
-      "tags": [
-        "BaseAgent",
-        "_validate_input"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CompressionStrategy",
-      "type": "class",
-      "name": "CompressionStrategy",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "压缩策略协议 — 所有压缩器必须实现此接口",
-      "tags": [
-        "CompressionStrategy"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CompressionStrategy.compress",
-      "type": "function",
-      "name": "compress",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "CompressionStrategy.compress(messages) 异步方法",
-      "tags": [
-        "CompressionStrategy",
-        "compress"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CompressionStrategy.compress_tool_result",
-      "type": "function",
-      "name": "compress_tool_result",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "CompressionStrategy.compress_tool_result(tool_name, result) 异步方法",
-      "tags": [
-        "CompressionStrategy",
-        "compress_tool_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CompressionStrategy.is_available",
-      "type": "function",
-      "name": "is_available",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "CompressionStrategy.is_available() 方法",
-      "tags": [
-        "CompressionStrategy",
-        "is_available"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ContextCompressor",
-      "type": "class",
-      "name": "ContextCompressor",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "Compress long conversation histories to stay within token budgets",
-      "tags": [
-        "ContextCompressor"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ContextCompressor.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor.__init__(llm_gateway, max_tokens, keep_recent, model) 方法",
-      "tags": [
-        "ContextCompressor",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor.estimate_tokens",
-      "type": "function",
-      "name": "estimate_tokens",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor.estimate_tokens(messages) 方法",
-      "tags": [
-        "ContextCompressor",
-        "estimate_tokens"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor.compress",
-      "type": "function",
-      "name": "compress",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor.compress(messages, _compression_depth) 异步方法",
-      "tags": [
-        "ContextCompressor",
-        "compress"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor._summarize",
-      "type": "function",
-      "name": "_summarize",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor._summarize(messages, max_input_tokens) 异步方法",
-      "tags": [
-        "ContextCompressor",
-        "_summarize"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor._simple_summary",
-      "type": "function",
-      "name": "_simple_summary",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor._simple_summary(messages) 方法",
-      "tags": [
-        "ContextCompressor",
-        "_simple_summary"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor._compress_aggressive",
-      "type": "function",
-      "name": "_compress_aggressive",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor._compress_aggressive(messages, _compression_depth) 异步方法",
-      "tags": [
-        "ContextCompressor",
-        "_compress_aggressive"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor._truncate",
-      "type": "function",
-      "name": "_truncate",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor._truncate(messages) 方法",
-      "tags": [
-        "ContextCompressor",
-        "_truncate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor.compress_tool_result",
-      "type": "function",
-      "name": "compress_tool_result",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor.compress_tool_result(tool_name, result) 异步方法",
-      "tags": [
-        "ContextCompressor",
-        "compress_tool_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextCompressor.is_available",
-      "type": "function",
-      "name": "is_available",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "ContextCompressor.is_available() 方法",
-      "tags": [
-        "ContextCompressor",
-        "is_available"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentConfig",
-      "type": "class",
-      "name": "AgentConfig",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "Agent 配置模型，从 YAML 或 Dict 构建",
-      "tags": [
-        "AgentConfig"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:AgentConfig.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "AgentConfig.__init__(name, agent_type, version, description, task_mode, supported_tasks, max_concurrency, input_schema, output_schema, prompt, llm, tools, memory, custom_handler) 方法",
-      "tags": [
-        "AgentConfig",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentConfig._validate",
-      "type": "function",
-      "name": "_validate",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "AgentConfig._validate() 方法",
-      "tags": [
-        "AgentConfig",
-        "_validate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentConfig.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "AgentConfig.from_dict(cls, data) 方法",
-      "tags": [
-        "AgentConfig",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentConfig.from_yaml",
-      "type": "function",
-      "name": "from_yaml",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "AgentConfig.from_yaml(cls, path) 方法",
-      "tags": [
-        "AgentConfig",
-        "from_yaml"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentConfig.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "AgentConfig.to_dict() 方法",
-      "tags": [
-        "AgentConfig",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ConfigDrivenAgent",
-      "type": "class",
-      "name": "ConfigDrivenAgent",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "配置驱动的 Agent",
-      "tags": [
-        "ConfigDrivenAgent"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.__init__(config, tool_registry, llm_client, custom_handlers, llm_gateway, mcp_servers, compressor) 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.get_tools",
-      "type": "function",
-      "name": "get_tools",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.get_tools() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "get_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.get_model",
-      "type": "function",
-      "name": "get_model",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.get_model() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "get_model"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.get_system_prompt",
-      "type": "function",
-      "name": "get_system_prompt",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.get_system_prompt() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "get_system_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._build_tools_description",
-      "type": "function",
-      "name": "_build_tools_description",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._build_tools_description(tools) 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_build_tools_description"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.get_react_config",
-      "type": "function",
-      "name": "get_react_config",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.get_react_config() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "get_react_config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.config",
-      "type": "function",
-      "name": "config",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.config() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.prompt_template",
-      "type": "function",
-      "name": "prompt_template",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.prompt_template() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "prompt_template"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.on_task_complete",
-      "type": "function",
-      "name": "on_task_complete",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.on_task_complete(task, output) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "on_task_complete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.on_task_failed",
-      "type": "function",
-      "name": "on_task_failed",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.on_task_failed(task, error) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "on_task_failed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._bind_tools",
-      "type": "function",
-      "name": "_bind_tools",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._bind_tools() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_bind_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._auto_set_current_module",
-      "type": "function",
-      "name": "_auto_set_current_module",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._auto_set_current_module() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_auto_set_current_module"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._register_mcp_tools",
-      "type": "function",
-      "name": "_register_mcp_tools",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._register_mcp_tools() 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_register_mcp_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.get_capabilities",
-      "type": "function",
-      "name": "get_capabilities",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.get_capabilities() 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "get_capabilities"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.handle_task",
-      "type": "function",
-      "name": "handle_task",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.handle_task(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "handle_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_react",
-      "type": "function",
-      "name": "_handle_react",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_react(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_react"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_rewoo",
-      "type": "function",
-      "name": "_handle_rewoo",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_rewoo(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_rewoo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_plan_exec",
-      "type": "function",
-      "name": "_handle_plan_exec",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_plan_exec(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_plan_exec"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_reflexion",
-      "type": "function",
-      "name": "_handle_reflexion",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_reflexion(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_reflexion"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_direct",
-      "type": "function",
-      "name": "_handle_direct",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_direct(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_direct"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent.handle_task_with_feedback",
-      "type": "function",
-      "name": "handle_task_with_feedback",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent.handle_task_with_feedback(task, feedback) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "handle_task_with_feedback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._wrap_llm_client",
-      "type": "function",
-      "name": "_wrap_llm_client",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._wrap_llm_client(llm_client) 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_wrap_llm_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_llm_generate",
-      "type": "function",
-      "name": "_handle_llm_generate",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_llm_generate(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_llm_generate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_tool_call",
-      "type": "function",
-      "name": "_handle_tool_call",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_tool_call(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_tool_call"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._handle_custom",
-      "type": "function",
-      "name": "_handle_custom",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._handle_custom(task) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_handle_custom"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._resolve_tool",
-      "type": "function",
-      "name": "_resolve_tool",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._resolve_tool(task) 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_resolve_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._call_llm",
-      "type": "function",
-      "name": "_call_llm",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._call_llm(messages) 异步方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_call_llm"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._parse_llm_response",
-      "type": "function",
-      "name": "_parse_llm_response",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._parse_llm_response(response) 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_parse_llm_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigDrivenAgent._import_handler",
-      "type": "function",
-      "name": "_import_handler",
-      "filePath": "src/agentkit/core/config_driven.py",
-      "layer": "service",
-      "summary": "ConfigDrivenAgent._import_handler(dotted_path) 方法",
-      "tags": [
-        "ConfigDrivenAgent",
-        "_import_handler"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskDispatcher",
-      "type": "class",
-      "name": "TaskDispatcher",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "任务分发器，通过 Redis Queue 将任务分发给 Agent",
-      "tags": [
-        "TaskDispatcher"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:TaskDispatcher.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher.__init__(redis_factory, session_factory, agent_model, task_model, task_log_model) 方法",
-      "tags": [
-        "TaskDispatcher",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher._get_redis",
-      "type": "function",
-      "name": "_get_redis",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher._get_redis() 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "_get_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher.dispatch",
-      "type": "function",
-      "name": "dispatch",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher.dispatch(task, organization_id, created_by) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "dispatch"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher.cancel_task",
-      "type": "function",
-      "name": "cancel_task",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher.cancel_task(task_id) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "cancel_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher.get_task_status",
-      "type": "function",
-      "name": "get_task_status",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher.get_task_status(task_id) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "get_task_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher.handle_result",
-      "type": "function",
-      "name": "handle_result",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher.handle_result(result) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "handle_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher.handle_progress",
-      "type": "function",
-      "name": "handle_progress",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher.handle_progress(progress) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "handle_progress"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher.retry_failed_tasks",
-      "type": "function",
-      "name": "retry_failed_tasks",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher.retry_failed_tasks(max_retries) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "retry_failed_tasks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher._write_log",
-      "type": "function",
-      "name": "_write_log",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher._write_log(db, task_id, agent_id, log_level, message, extra_metadata) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "_write_log"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher._trigger_callback",
-      "type": "function",
-      "name": "_trigger_callback",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher._trigger_callback(callback_url, result) 异步方法",
-      "tags": [
-        "TaskDispatcher",
-        "_trigger_callback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatcher._task_to_dict",
-      "type": "function",
-      "name": "_task_to_dict",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "TaskDispatcher._task_to_dict(task) 方法",
-      "tags": [
-        "TaskDispatcher",
-        "_task_to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentFrameworkError",
-      "type": "class",
-      "name": "AgentFrameworkError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "Agent 框架基础异常",
-      "tags": [
-        "AgentFrameworkError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentFrameworkError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentFrameworkError.__init__(message) 方法",
-      "tags": [
-        "AgentFrameworkError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentNotFoundError",
-      "type": "class",
-      "name": "AgentNotFoundError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentNotFoundError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "AgentNotFoundError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentNotFoundError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentNotFoundError.__init__(agent_name) 方法",
-      "tags": [
-        "AgentNotFoundError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentAlreadyRegisteredError",
-      "type": "class",
-      "name": "AgentAlreadyRegisteredError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentAlreadyRegisteredError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "AgentAlreadyRegisteredError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentAlreadyRegisteredError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentAlreadyRegisteredError.__init__(agent_name) 方法",
-      "tags": [
-        "AgentAlreadyRegisteredError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentUnavailableError",
-      "type": "class",
-      "name": "AgentUnavailableError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentUnavailableError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "AgentUnavailableError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentUnavailableError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentUnavailableError.__init__(agent_name, status) 方法",
-      "tags": [
-        "AgentUnavailableError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskNotFoundError",
-      "type": "class",
-      "name": "TaskNotFoundError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskNotFoundError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "TaskNotFoundError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskNotFoundError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskNotFoundError.__init__(task_id) 方法",
-      "tags": [
-        "TaskNotFoundError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskDispatchError",
-      "type": "class",
-      "name": "TaskDispatchError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskDispatchError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "TaskDispatchError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskDispatchError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskDispatchError.__init__(task_id, reason) 方法",
-      "tags": [
-        "TaskDispatchError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskExecutionError",
-      "type": "class",
-      "name": "TaskExecutionError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskExecutionError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "TaskExecutionError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskExecutionError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskExecutionError.__init__(task_id, agent_name, reason) 方法",
-      "tags": [
-        "TaskExecutionError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskTimeoutError",
-      "type": "class",
-      "name": "TaskTimeoutError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskTimeoutError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "TaskTimeoutError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskTimeoutError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskTimeoutError.__init__(task_id, timeout_seconds) 方法",
-      "tags": [
-        "TaskTimeoutError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskCancelledError",
-      "type": "class",
-      "name": "TaskCancelledError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskCancelledError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "TaskCancelledError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskCancelledError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "TaskCancelledError.__init__(task_id) 方法",
-      "tags": [
-        "TaskCancelledError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:NoAvailableAgentError",
-      "type": "class",
-      "name": "NoAvailableAgentError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "NoAvailableAgentError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "NoAvailableAgentError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoAvailableAgentError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "NoAvailableAgentError.__init__(task_type) 方法",
-      "tags": [
-        "NoAvailableAgentError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ConfigValidationError",
-      "type": "class",
-      "name": "ConfigValidationError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "ConfigValidationError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "ConfigValidationError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfigValidationError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "ConfigValidationError.__init__(agent_name, key, reason) 方法",
-      "tags": [
-        "ConfigValidationError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentNotReadyError",
-      "type": "class",
-      "name": "AgentNotReadyError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentNotReadyError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "AgentNotReadyError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentNotReadyError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "AgentNotReadyError.__init__(agent_name) 方法",
-      "tags": [
-        "AgentNotReadyError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillNotFoundError",
-      "type": "class",
-      "name": "SkillNotFoundError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "SkillNotFoundError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "SkillNotFoundError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillNotFoundError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "SkillNotFoundError.__init__(skill_name) 方法",
-      "tags": [
-        "SkillNotFoundError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ToolNotFoundError",
-      "type": "class",
-      "name": "ToolNotFoundError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "ToolNotFoundError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "ToolNotFoundError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolNotFoundError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "ToolNotFoundError.__init__(tool_name) 方法",
-      "tags": [
-        "ToolNotFoundError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ToolExecutionError",
-      "type": "class",
-      "name": "ToolExecutionError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "ToolExecutionError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "ToolExecutionError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolExecutionError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "ToolExecutionError.__init__(tool_name, reason) 方法",
-      "tags": [
-        "ToolExecutionError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SchemaValidationError",
-      "type": "class",
-      "name": "SchemaValidationError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "SchemaValidationError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "SchemaValidationError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaValidationError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "SchemaValidationError.__init__(agent_name, detail) 方法",
-      "tags": [
-        "SchemaValidationError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HandoffError",
-      "type": "class",
-      "name": "HandoffError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "HandoffError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "HandoffError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HandoffError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "HandoffError.__init__(source, target, reason) 方法",
-      "tags": [
-        "HandoffError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionError",
-      "type": "class",
-      "name": "EvolutionError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "EvolutionError类，继承自AgentFrameworkError，包含方法: __init__",
-      "tags": [
-        "EvolutionError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "EvolutionError.__init__(agent_name, reason) 方法",
-      "tags": [
-        "EvolutionError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMError",
-      "type": "class",
-      "name": "LLMError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "LLM 基础异常",
-      "tags": [
-        "LLMError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "LLMError.__init__(message) 方法",
-      "tags": [
-        "LLMError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMProviderError",
-      "type": "class",
-      "name": "LLMProviderError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "LLM Provider 特定异常",
-      "tags": [
-        "LLMProviderError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMProviderError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "LLMProviderError.__init__(provider, reason) 方法",
-      "tags": [
-        "LLMProviderError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ModelNotFoundError",
-      "type": "class",
-      "name": "ModelNotFoundError",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "模型别名未找到异常",
-      "tags": [
-        "ModelNotFoundError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ModelNotFoundError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/exceptions.py",
-      "layer": "service",
-      "summary": "ModelNotFoundError.__init__(model) 方法",
-      "tags": [
-        "ModelNotFoundError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HeadroomCompressor",
-      "type": "class",
-      "name": "HeadroomCompressor",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "基于 headroom-ai 的上下文压缩器",
-      "tags": [
-        "HeadroomCompressor"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:HeadroomCompressor.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor.__init__(config) 方法",
-      "tags": [
-        "HeadroomCompressor",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor.is_available",
-      "type": "function",
-      "name": "is_available",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor.is_available() 方法",
-      "tags": [
-        "HeadroomCompressor",
-        "is_available"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor.compress",
-      "type": "function",
-      "name": "compress",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor.compress(messages) 异步方法",
-      "tags": [
-        "HeadroomCompressor",
-        "compress"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor.compress_tool_result",
-      "type": "function",
-      "name": "compress_tool_result",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor.compress_tool_result(tool_name, result) 异步方法",
-      "tags": [
-        "HeadroomCompressor",
-        "compress_tool_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor._detect_content_type",
-      "type": "function",
-      "name": "_detect_content_type",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor._detect_content_type(content) 方法",
-      "tags": [
-        "HeadroomCompressor",
-        "_detect_content_type"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor._compress_with_headroom",
-      "type": "function",
-      "name": "_compress_with_headroom",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor._compress_with_headroom(content, compressor) 方法",
-      "tags": [
-        "HeadroomCompressor",
-        "_compress_with_headroom"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor._store_ccr",
-      "type": "function",
-      "name": "_store_ccr",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor._store_ccr(original) 方法",
-      "tags": [
-        "HeadroomCompressor",
-        "_store_ccr"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor._evict_expired",
-      "type": "function",
-      "name": "_evict_expired",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor._evict_expired() 方法",
-      "tags": [
-        "HeadroomCompressor",
-        "_evict_expired"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomCompressor.retrieve",
-      "type": "function",
-      "name": "retrieve",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "HeadroomCompressor.retrieve(ccr_hash, query) 方法",
-      "tags": [
-        "HeadroomCompressor",
-        "retrieve"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StructuredFormatter",
-      "type": "class",
-      "name": "StructuredFormatter",
-      "filePath": "src/agentkit/core/logging.py",
-      "layer": "service",
-      "summary": "JSON structured log formatter.",
-      "tags": [
-        "StructuredFormatter"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StructuredFormatter.format",
-      "type": "function",
-      "name": "format",
-      "filePath": "src/agentkit/core/logging.py",
-      "layer": "service",
-      "summary": "StructuredFormatter.format(record) 方法",
-      "tags": [
-        "StructuredFormatter",
-        "format"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentRole",
-      "type": "class",
-      "name": "AgentRole",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Agent 角色枚举",
-      "tags": [
-        "AgentRole"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SubTaskStatus",
-      "type": "class",
-      "name": "SubTaskStatus",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "子任务状态",
-      "tags": [
-        "SubTaskStatus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SubTask",
-      "type": "class",
-      "name": "SubTask",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "子任务定义",
-      "tags": [
-        "SubTask"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OrchestrationPlan",
-      "type": "class",
-      "name": "OrchestrationPlan",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "编排计划",
-      "tags": [
-        "OrchestrationPlan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OrchestrationResult",
-      "type": "class",
-      "name": "OrchestrationResult",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "编排结果",
-      "tags": [
-        "OrchestrationResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OrchestratorConfig",
-      "type": "class",
-      "name": "OrchestratorConfig",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator 配置",
-      "tags": [
-        "OrchestratorConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Orchestrator",
-      "type": "class",
-      "name": "Orchestrator",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "多 Agent 协作编排器",
-      "tags": [
-        "Orchestrator"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:Orchestrator.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator.__init__(agent_pool, workspace, llm_gateway, max_parallel, subtask_timeout, goal_planner, plan_executor, plan_checker, config, message_bus) 方法",
-      "tags": [
-        "Orchestrator",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator.execute(task) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._decompose_task",
-      "type": "function",
-      "name": "_decompose_task",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._decompose_task(task) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_decompose_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._llm_decompose",
-      "type": "function",
-      "name": "_llm_decompose",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._llm_decompose(task) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_llm_decompose"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._build_parallel_groups",
-      "type": "function",
-      "name": "_build_parallel_groups",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._build_parallel_groups(subtasks) 方法",
-      "tags": [
-        "Orchestrator",
-        "_build_parallel_groups"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._execute_plan",
-      "type": "function",
-      "name": "_execute_plan",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._execute_plan(plan, original_task) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_execute_plan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._execute_subtask",
-      "type": "function",
-      "name": "_execute_subtask",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._execute_subtask(subtask, input_data, original_task) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_execute_subtask"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._inject_dependency_results",
-      "type": "function",
-      "name": "_inject_dependency_results",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._inject_dependency_results(subtask, subtask_results) 方法",
-      "tags": [
-        "Orchestrator",
-        "_inject_dependency_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._aggregate_results",
-      "type": "function",
-      "name": "_aggregate_results",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._aggregate_results(plan, subtask_results, original_task) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_aggregate_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._get_available_skill_names",
-      "type": "function",
-      "name": "_get_available_skill_names",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._get_available_skill_names() 方法",
-      "tags": [
-        "Orchestrator",
-        "_get_available_skill_names"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._convert_execution_plan_to_subtasks",
-      "type": "function",
-      "name": "_convert_execution_plan_to_subtasks",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._convert_execution_plan_to_subtasks(execution_plan, parent_task_id, default_agent, default_task_type, original_input) 方法",
-      "tags": [
-        "Orchestrator",
-        "_convert_execution_plan_to_subtasks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._match_agent_for_skills",
-      "type": "function",
-      "name": "_match_agent_for_skills",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._match_agent_for_skills(required_skills) 方法",
-      "tags": [
-        "Orchestrator",
-        "_match_agent_for_skills"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator.execute_adaptive",
-      "type": "function",
-      "name": "execute_adaptive",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator.execute_adaptive(task) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "execute_adaptive"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._evaluate_quality",
-      "type": "function",
-      "name": "_evaluate_quality",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._evaluate_quality(task, result) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_evaluate_quality"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._rule_based_evaluate",
-      "type": "function",
-      "name": "_rule_based_evaluate",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._rule_based_evaluate(result) 方法",
-      "tags": [
-        "Orchestrator",
-        "_rule_based_evaluate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._llm_evaluate",
-      "type": "function",
-      "name": "_llm_evaluate",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._llm_evaluate(task, result) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_llm_evaluate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Orchestrator._reexecute_failed",
-      "type": "function",
-      "name": "_reexecute_failed",
-      "filePath": "src/agentkit/core/orchestrator.py",
-      "layer": "service",
-      "summary": "Orchestrator._reexecute_failed(task, previous_result, quality) 异步方法",
-      "tags": [
-        "Orchestrator",
-        "_reexecute_failed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CheckStatus",
-      "type": "class",
-      "name": "CheckStatus",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "检查结果状态",
-      "tags": [
-        "CheckStatus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CheckResult",
-      "type": "class",
-      "name": "CheckResult",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "单步检查结果",
-      "tags": [
-        "CheckResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReviewReport",
-      "type": "class",
-      "name": "ReviewReport",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "复盘报告",
-      "tags": [
-        "ReviewReport"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReviewReport.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "ReviewReport.to_dict() 方法",
-      "tags": [
-        "ReviewReport",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:QualityGate",
-      "type": "class",
-      "name": "QualityGate",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "质量门控",
-      "tags": [
-        "QualityGate"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:QualityGate.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "QualityGate.__init__(config, custom_validator) 方法",
-      "tags": [
-        "QualityGate",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QualityGate.check",
-      "type": "function",
-      "name": "check",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "QualityGate.check(step, exec_result) 方法",
-      "tags": [
-        "QualityGate",
-        "check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QualityGate._check_required_fields",
-      "type": "function",
-      "name": "_check_required_fields",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "QualityGate._check_required_fields(result) 方法",
-      "tags": [
-        "QualityGate",
-        "_check_required_fields"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QualityGate._check_min_word_count",
-      "type": "function",
-      "name": "_check_min_word_count",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "QualityGate._check_min_word_count(result) 方法",
-      "tags": [
-        "QualityGate",
-        "_check_min_word_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QualityGate._check_custom",
-      "type": "function",
-      "name": "_check_custom",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "QualityGate._check_custom(result) 方法",
-      "tags": [
-        "QualityGate",
-        "_check_custom"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QualityGate._compute_quality_score",
-      "type": "function",
-      "name": "_compute_quality_score",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "QualityGate._compute_quality_score(failure_count) 方法",
-      "tags": [
-        "QualityGate",
-        "_compute_quality_score"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RuleBasedStepReflector",
-      "type": "class",
-      "name": "RuleBasedStepReflector",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "基于规则的步骤反思器",
-      "tags": [
-        "RuleBasedStepReflector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleBasedStepReflector.reflect_step",
-      "type": "function",
-      "name": "reflect_step",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "RuleBasedStepReflector.reflect_step(step, exec_result) 异步方法",
-      "tags": [
-        "RuleBasedStepReflector",
-        "reflect_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PlanChecker",
-      "type": "class",
-      "name": "PlanChecker",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "计划检查器",
-      "tags": [
-        "PlanChecker"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PlanChecker.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker.__init__(quality_gate, quality_gate_config, custom_validator, reflector, experience_store, max_check_retries, quality_threshold, step_quality_configs) 方法",
-      "tags": [
-        "PlanChecker",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker.check_step",
-      "type": "function",
-      "name": "check_step",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker.check_step(step, exec_result) 异步方法",
-      "tags": [
-        "PlanChecker",
-        "check_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker.review_plan",
-      "type": "function",
-      "name": "review_plan",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker.review_plan(plan, plan_result, task_type, goal) 异步方法",
-      "tags": [
-        "PlanChecker",
-        "review_plan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker.should_retry",
-      "type": "function",
-      "name": "should_retry",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker.should_retry(check_result, retry_count) 方法",
-      "tags": [
-        "PlanChecker",
-        "should_retry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker.should_request_human",
-      "type": "function",
-      "name": "should_request_human",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker.should_request_human(check_result, retry_count) 方法",
-      "tags": [
-        "PlanChecker",
-        "should_request_human"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker.make_step_complete_callback",
-      "type": "function",
-      "name": "make_step_complete_callback",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker.make_step_complete_callback() 方法",
-      "tags": [
-        "PlanChecker",
-        "make_step_complete_callback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker._collect_failure_reasons",
-      "type": "function",
-      "name": "_collect_failure_reasons",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker._collect_failure_reasons(plan_result) 方法",
-      "tags": [
-        "PlanChecker",
-        "_collect_failure_reasons"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker._determine_outcome",
-      "type": "function",
-      "name": "_determine_outcome",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker._determine_outcome(plan_result) 方法",
-      "tags": [
-        "PlanChecker",
-        "_determine_outcome"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker._generate_optimization_tips",
-      "type": "function",
-      "name": "_generate_optimization_tips",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker._generate_optimization_tips(plan_result, quality_scores) 方法",
-      "tags": [
-        "PlanChecker",
-        "_generate_optimization_tips"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker._write_experience",
-      "type": "function",
-      "name": "_write_experience",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker._write_experience(report, plan, plan_result, task_type, goal) 异步方法",
-      "tags": [
-        "PlanChecker",
-        "_write_experience"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanChecker.reset",
-      "type": "function",
-      "name": "reset",
-      "filePath": "src/agentkit/core/plan_checker.py",
-      "layer": "service",
-      "summary": "PlanChecker.reset() 方法",
-      "tags": [
-        "PlanChecker",
-        "reset"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:FailureAction",
-      "type": "class",
-      "name": "FailureAction",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "步骤失败后的处理策略",
-      "tags": [
-        "FailureAction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StepExecutionResult",
-      "type": "class",
-      "name": "StepExecutionResult",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "单个步骤的执行结果",
-      "tags": [
-        "StepExecutionResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PlanExecutionResult",
-      "type": "class",
-      "name": "PlanExecutionResult",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "整个计划的执行结果",
-      "tags": [
-        "PlanExecutionResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutionResult.completed_steps",
-      "type": "function",
-      "name": "completed_steps",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutionResult.completed_steps() 方法",
-      "tags": [
-        "PlanExecutionResult",
-        "completed_steps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutionResult.failed_steps",
-      "type": "function",
-      "name": "failed_steps",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutionResult.failed_steps() 方法",
-      "tags": [
-        "PlanExecutionResult",
-        "failed_steps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutionResult.skipped_steps",
-      "type": "function",
-      "name": "skipped_steps",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutionResult.skipped_steps() 方法",
-      "tags": [
-        "PlanExecutionResult",
-        "skipped_steps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PlanExecutor",
-      "type": "class",
-      "name": "PlanExecutor",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "执行计划执行器",
-      "tags": [
-        "PlanExecutor"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PlanExecutor.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor.__init__(agent_pool, max_retries, step_timeout, max_parallel, base_retry_delay, max_retry_delay, on_step_complete, on_step_failed, on_human_intervention) 方法",
-      "tags": [
-        "PlanExecutor",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor.execute(plan, original_task) 异步方法",
-      "tags": [
-        "PlanExecutor",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._execute_step_with_retry",
-      "type": "function",
-      "name": "_execute_step_with_retry",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._execute_step_with_retry(step, input_data, original_task) 异步方法",
-      "tags": [
-        "PlanExecutor",
-        "_execute_step_with_retry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._execute_step_once",
-      "type": "function",
-      "name": "_execute_step_once",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._execute_step_once(step, input_data, original_task) 异步方法",
-      "tags": [
-        "PlanExecutor",
-        "_execute_step_once"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._handle_step_failure",
-      "type": "function",
-      "name": "_handle_step_failure",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._handle_step_failure(step, exec_result, step_map, step_results, plan) 异步方法",
-      "tags": [
-        "PlanExecutor",
-        "_handle_step_failure"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._default_failure_action",
-      "type": "function",
-      "name": "_default_failure_action",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._default_failure_action(step, exec_result) 方法",
-      "tags": [
-        "PlanExecutor",
-        "_default_failure_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._skip_dependent_steps",
-      "type": "function",
-      "name": "_skip_dependent_steps",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._skip_dependent_steps(failed_step_id, step_map, step_results, plan) 方法",
-      "tags": [
-        "PlanExecutor",
-        "_skip_dependent_steps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._abort_remaining_steps",
-      "type": "function",
-      "name": "_abort_remaining_steps",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._abort_remaining_steps(step_map, step_results, plan) 方法",
-      "tags": [
-        "PlanExecutor",
-        "_abort_remaining_steps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._inject_dependency_results",
-      "type": "function",
-      "name": "_inject_dependency_results",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._inject_dependency_results(step, step_results) 方法",
-      "tags": [
-        "PlanExecutor",
-        "_inject_dependency_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanExecutor._determine_overall_status",
-      "type": "function",
-      "name": "_determine_overall_status",
-      "filePath": "src/agentkit/core/plan_executor.py",
-      "layer": "service",
-      "summary": "PlanExecutor._determine_overall_status(plan, step_results) 方法",
-      "tags": [
-        "PlanExecutor",
-        "_determine_overall_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PlanStepStatus",
-      "type": "class",
-      "name": "PlanStepStatus",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "计划步骤状态",
-      "tags": [
-        "PlanStepStatus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillGapLevel",
-      "type": "class",
-      "name": "SkillGapLevel",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "能力缺口严重程度",
-      "tags": [
-        "SkillGapLevel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillGap",
-      "type": "class",
-      "name": "SkillGap",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "能力缺口：某个步骤需要的 Skill 不可用",
-      "tags": [
-        "SkillGap"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PlanStep",
-      "type": "class",
-      "name": "PlanStep",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "计划步骤",
-      "tags": [
-        "PlanStep"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PlanStep.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "PlanStep.to_dict() 方法",
-      "tags": [
-        "PlanStep",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExecutionPlan",
-      "type": "class",
-      "name": "ExecutionPlan",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "执行计划",
-      "tags": [
-        "ExecutionPlan"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ExecutionPlan.has_skill_gaps",
-      "type": "function",
-      "name": "has_skill_gaps",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "ExecutionPlan.has_skill_gaps() 方法",
-      "tags": [
-        "ExecutionPlan",
-        "has_skill_gaps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExecutionPlan.get_step",
-      "type": "function",
-      "name": "get_step",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "ExecutionPlan.get_step(step_id) 方法",
-      "tags": [
-        "ExecutionPlan",
-        "get_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExecutionPlan.to_readable",
-      "type": "function",
-      "name": "to_readable",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "ExecutionPlan.to_readable() 方法",
-      "tags": [
-        "ExecutionPlan",
-        "to_readable"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExecutionPlan.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/plan_schema.py",
-      "layer": "service",
-      "summary": "ExecutionPlan.to_dict() 方法",
-      "tags": [
-        "ExecutionPlan",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskStatus",
-      "type": "class",
-      "name": "TaskStatus",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "任务状态枚举",
-      "tags": [
-        "TaskStatus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentStatus",
-      "type": "class",
-      "name": "AgentStatus",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "Agent 状态枚举",
-      "tags": [
-        "AgentStatus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentCapability",
-      "type": "class",
-      "name": "AgentCapability",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "Agent 能力声明",
-      "tags": [
-        "AgentCapability"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentCapability.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "AgentCapability.to_dict() 方法",
-      "tags": [
-        "AgentCapability",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentCapability.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "AgentCapability.from_dict(cls, data) 方法",
-      "tags": [
-        "AgentCapability",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskMessage",
-      "type": "class",
-      "name": "TaskMessage",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "任务消息 - 从调度器发往 Agent",
-      "tags": [
-        "TaskMessage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskMessage.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "TaskMessage.to_dict() 方法",
-      "tags": [
-        "TaskMessage",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskMessage.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "TaskMessage.from_dict(cls, data) 方法",
-      "tags": [
-        "TaskMessage",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskResult",
-      "type": "class",
-      "name": "TaskResult",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "任务结果 - 从 Agent 返回",
-      "tags": [
-        "TaskResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskResult.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "TaskResult.to_dict() 方法",
-      "tags": [
-        "TaskResult",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskResult.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "TaskResult.from_dict(cls, data) 方法",
-      "tags": [
-        "TaskResult",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskProgress",
-      "type": "class",
-      "name": "TaskProgress",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "进度上报 - Agent 执行过程中上报",
-      "tags": [
-        "TaskProgress"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskProgress.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "TaskProgress.to_dict() 方法",
-      "tags": [
-        "TaskProgress",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskProgress.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "TaskProgress.from_dict(cls, data) 方法",
-      "tags": [
-        "TaskProgress",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HandoffMessage",
-      "type": "class",
-      "name": "HandoffMessage",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "任务转交消息 - Agent 间 Handoff",
-      "tags": [
-        "HandoffMessage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HandoffMessage.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "HandoffMessage.to_dict() 方法",
-      "tags": [
-        "HandoffMessage",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HandoffMessage.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "HandoffMessage.from_dict(cls, data) 方法",
-      "tags": [
-        "HandoffMessage",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionEvent",
-      "type": "class",
-      "name": "EvolutionEvent",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "进化事件 - 记录 Agent 的自我进化变更",
-      "tags": [
-        "EvolutionEvent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionEvent.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "EvolutionEvent.to_dict() 方法",
-      "tags": [
-        "EvolutionEvent",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CancellationToken",
-      "type": "class",
-      "name": "CancellationToken",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "协作式取消令牌，用于通知 ReAct 循环和 Agent 停止执行。",
-      "tags": [
-        "CancellationToken"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CancellationToken.cancel",
-      "type": "function",
-      "name": "cancel",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "CancellationToken.cancel() 方法",
-      "tags": [
-        "CancellationToken",
-        "cancel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CancellationToken.is_cancelled",
-      "type": "function",
-      "name": "is_cancelled",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "CancellationToken.is_cancelled() 方法",
-      "tags": [
-        "CancellationToken",
-        "is_cancelled"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CancellationToken.check",
-      "type": "function",
-      "name": "check",
-      "filePath": "src/agentkit/core/protocol.py",
-      "layer": "service",
-      "summary": "CancellationToken.check() 方法",
-      "tags": [
-        "CancellationToken",
-        "check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReActStep",
-      "type": "class",
-      "name": "ReActStep",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReAct 单步记录",
-      "tags": [
-        "ReActStep"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReActResult",
-      "type": "class",
-      "name": "ReActResult",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReAct 执行结果",
-      "tags": [
-        "ReActResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReActEvent",
-      "type": "class",
-      "name": "ReActEvent",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReAct 执行事件",
-      "tags": [
-        "ReActEvent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReActEngine",
-      "type": "class",
-      "name": "ReActEngine",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReAct 推理-行动循环引擎",
-      "tags": [
-        "ReActEngine"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ReActEngine.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine.__init__(llm_gateway, max_steps, default_timeout, parallel_tools) 方法",
-      "tags": [
-        "ReActEngine",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine.reset",
-      "type": "function",
-      "name": "reset",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine.reset() 方法",
-      "tags": [
-        "ReActEngine",
-        "reset"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine.execute(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, timeout_seconds, confirmation_handler) 异步方法",
-      "tags": [
-        "ReActEngine",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._execute_loop",
-      "type": "function",
-      "name": "_execute_loop",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._execute_loop(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, confirmation_handler) 异步方法",
-      "tags": [
-        "ReActEngine",
-        "_execute_loop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine.execute_stream",
-      "type": "function",
-      "name": "execute_stream",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine.execute_stream(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, timeout_seconds, confirmation_handler) 异步方法",
-      "tags": [
-        "ReActEngine",
-        "execute_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._build_tool_schemas",
-      "type": "function",
-      "name": "_build_tool_schemas",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._build_tool_schemas(tools) 方法",
-      "tags": [
-        "ReActEngine",
-        "_build_tool_schemas"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._build_response_from_stream",
-      "type": "function",
-      "name": "_build_response_from_stream",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._build_response_from_stream(content, tool_calls, usage, model) 方法",
-      "tags": [
-        "ReActEngine",
-        "_build_response_from_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._find_tool",
-      "type": "function",
-      "name": "_find_tool",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._find_tool(name, tools) 方法",
-      "tags": [
-        "ReActEngine",
-        "_find_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._should_compress",
-      "type": "function",
-      "name": "_should_compress",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._should_compress(conversation, compressor) 方法",
-      "tags": [
-        "ReActEngine",
-        "_should_compress"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._build_tool_result_message",
-      "type": "function",
-      "name": "_build_tool_result_message",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._build_tool_result_message(tool_call_id, result, compressor, tool_name) 异步方法",
-      "tags": [
-        "ReActEngine",
-        "_build_tool_result_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._execute_tool",
-      "type": "function",
-      "name": "_execute_tool",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._execute_tool(tool_name, arguments, tools) 异步方法",
-      "tags": [
-        "ReActEngine",
-        "_execute_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._execute_tool_with_confirmation",
-      "type": "function",
-      "name": "_execute_tool_with_confirmation",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._execute_tool_with_confirmation(tc, tools, step, confirmation_handler) 异步方法",
-      "tags": [
-        "ReActEngine",
-        "_execute_tool_with_confirmation"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._should_execute_parallel",
-      "type": "function",
-      "name": "_should_execute_parallel",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._should_execute_parallel(tool_calls) 方法",
-      "tags": [
-        "ReActEngine",
-        "_should_execute_parallel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._get_parallelizable_indices",
-      "type": "function",
-      "name": "_get_parallelizable_indices",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._get_parallelizable_indices(tool_calls) 方法",
-      "tags": [
-        "ReActEngine",
-        "_get_parallelizable_indices"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReActEngine._parse_text_tool_calls",
-      "type": "function",
-      "name": "_parse_text_tool_calls",
-      "filePath": "src/agentkit/core/react.py",
-      "layer": "service",
-      "summary": "ReActEngine._parse_text_tool_calls(content) 方法",
-      "tags": [
-        "ReActEngine",
-        "_parse_text_tool_calls"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReflexionReflection",
-      "type": "class",
-      "name": "ReflexionReflection",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "单次反思记录",
-      "tags": [
-        "ReflexionReflection"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReflexionResult",
-      "type": "class",
-      "name": "ReflexionResult",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "Reflexion 执行结果",
-      "tags": [
-        "ReflexionResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReflexionEngine",
-      "type": "class",
-      "name": "ReflexionEngine",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "Reflexion 执行引擎",
-      "tags": [
-        "ReflexionEngine"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ReflexionEngine.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine.__init__(llm_gateway, max_steps, max_reflections, quality_threshold, default_timeout) 方法",
-      "tags": [
-        "ReflexionEngine",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReflexionEngine.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine.execute(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, timeout_seconds, evaluate_model, reflect_model) 异步方法",
-      "tags": [
-        "ReflexionEngine",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReflexionEngine._execute_loop",
-      "type": "function",
-      "name": "_execute_loop",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine._execute_loop(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, evaluate_model, reflect_model) 异步方法",
-      "tags": [
-        "ReflexionEngine",
-        "_execute_loop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReflexionEngine.execute_stream",
-      "type": "function",
-      "name": "execute_stream",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine.execute_stream(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, timeout_seconds, evaluate_model, reflect_model) 异步方法",
-      "tags": [
-        "ReflexionEngine",
-        "execute_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReflexionEngine._evaluate",
-      "type": "function",
-      "name": "_evaluate",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine._evaluate(react_result, messages, evaluate_model, agent_name, task_type) 异步方法",
-      "tags": [
-        "ReflexionEngine",
-        "_evaluate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReflexionEngine._parse_evaluation_score",
-      "type": "function",
-      "name": "_parse_evaluation_score",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine._parse_evaluation_score(content) 方法",
-      "tags": [
-        "ReflexionEngine",
-        "_parse_evaluation_score"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReflexionEngine._reflect",
-      "type": "function",
-      "name": "_reflect",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine._reflect(react_result, score, messages, reflect_model, agent_name, task_type) 异步方法",
-      "tags": [
-        "ReflexionEngine",
-        "_reflect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReflexionEngine._build_reflection_prompt",
-      "type": "function",
-      "name": "_build_reflection_prompt",
-      "filePath": "src/agentkit/core/reflexion.py",
-      "layer": "service",
-      "summary": "ReflexionEngine._build_reflection_prompt(original_prompt, reflection_text, attempt) 方法",
-      "tags": [
-        "ReflexionEngine",
-        "_build_reflection_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentRegistry",
-      "type": "class",
-      "name": "AgentRegistry",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "Agent 注册中心，管理 Agent 的注册、发现、状态",
-      "tags": [
-        "AgentRegistry"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:AgentRegistry.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.__init__(session_factory, agent_model, load_balancer) 方法",
-      "tags": [
-        "AgentRegistry",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry.register",
-      "type": "function",
-      "name": "register",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.register(capability, endpoint) 异步方法",
-      "tags": [
-        "AgentRegistry",
-        "register"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry.unregister",
-      "type": "function",
-      "name": "unregister",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.unregister(agent_name) 异步方法",
-      "tags": [
-        "AgentRegistry",
-        "unregister"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry.update_heartbeat",
-      "type": "function",
-      "name": "update_heartbeat",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.update_heartbeat(agent_name) 异步方法",
-      "tags": [
-        "AgentRegistry",
-        "update_heartbeat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry.get_agent",
-      "type": "function",
-      "name": "get_agent",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.get_agent(agent_name) 异步方法",
-      "tags": [
-        "AgentRegistry",
-        "get_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry.list_agents",
-      "type": "function",
-      "name": "list_agents",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.list_agents(agent_type, status) 异步方法",
-      "tags": [
-        "AgentRegistry",
-        "list_agents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry.get_available_agent",
-      "type": "function",
-      "name": "get_available_agent",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.get_available_agent(task_type) 异步方法",
-      "tags": [
-        "AgentRegistry",
-        "get_available_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry.check_health",
-      "type": "function",
-      "name": "check_health",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry.check_health() 异步方法",
-      "tags": [
-        "AgentRegistry",
-        "check_health"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentRegistry._agent_to_dict",
-      "type": "function",
-      "name": "_agent_to_dict",
-      "filePath": "src/agentkit/core/registry.py",
-      "layer": "service",
-      "summary": "AgentRegistry._agent_to_dict(agent) 方法",
-      "tags": [
-        "AgentRegistry",
-        "_agent_to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_FallbackFailedError",
-      "type": "class",
-      "name": "_FallbackFailedError",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "Internal signal: a fallback strategy failed, try the next one.",
-      "tags": [
-        "_FallbackFailedError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_FallbackFailedError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "_FallbackFailedError.__init__(strategy) 方法",
-      "tags": [
-        "_FallbackFailedError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReWOOPlanStep",
-      "type": "class",
-      "name": "ReWOOPlanStep",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOO 计划中的单步",
-      "tags": [
-        "ReWOOPlanStep"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReWOOPlan",
-      "type": "class",
-      "name": "ReWOOPlan",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOO 执行计划",
-      "tags": [
-        "ReWOOPlan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReWOOStep",
-      "type": "class",
-      "name": "ReWOOStep",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOO 执行步骤，扩展 ReActStep 增加 plan_step_id",
-      "tags": [
-        "ReWOOStep"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReWOOEngine",
-      "type": "class",
-      "name": "ReWOOEngine",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOO (Reasoning Without Observation Others) 执行引擎",
-      "tags": [
-        "ReWOOEngine"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ReWOOEngine.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine.__init__(llm_gateway, max_plan_steps, default_timeout, fallback_strategies) 方法",
-      "tags": [
-        "ReWOOEngine",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine.execute(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, timeout_seconds, confirmation_handler) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._execute_rewoo",
-      "type": "function",
-      "name": "_execute_rewoo",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._execute_rewoo(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, confirmation_handler) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_execute_rewoo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine.execute_stream",
-      "type": "function",
-      "name": "execute_stream",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine.execute_stream(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, timeout_seconds, confirmation_handler) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "execute_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._try_fallback_strategies_stream",
-      "type": "function",
-      "name": "_try_fallback_strategies_stream",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._try_fallback_strategies_stream(strategies, messages, tools, model, agent_name, task_type, system_prompt, effective_system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, total_tokens, confirmation_handler) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_try_fallback_strategies_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_simplified_rewoo_stream",
-      "type": "function",
-      "name": "_fallback_simplified_rewoo_stream",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_simplified_rewoo_stream(messages, tools, model, agent_name, task_type, effective_system_prompt, compressor, cancellation_token) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_simplified_rewoo_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_react_stream",
-      "type": "function",
-      "name": "_fallback_react_stream",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_react_stream(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, confirmation_handler) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_react_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_direct_stream",
-      "type": "function",
-      "name": "_fallback_direct_stream",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_direct_stream(messages, model, agent_name, task_type, effective_system_prompt, compressor, total_tokens) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_direct_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_plan_exec_stream",
-      "type": "function",
-      "name": "_fallback_plan_exec_stream",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_plan_exec_stream(messages, tools, model, agent_name, task_type, effective_system_prompt, compressor, cancellation_token) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_plan_exec_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._try_fallback_strategies",
-      "type": "function",
-      "name": "_try_fallback_strategies",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._try_fallback_strategies(strategies, messages, tools, model, agent_name, task_type, system_prompt, effective_system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, trajectory, total_tokens, confirmation_handler) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_try_fallback_strategies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_simplified_rewoo",
-      "type": "function",
-      "name": "_fallback_simplified_rewoo",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_simplified_rewoo(messages, tools, model, agent_name, task_type, effective_system_prompt, compressor, cancellation_token) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_simplified_rewoo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_react",
-      "type": "function",
-      "name": "_fallback_react",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_react(messages, tools, model, agent_name, task_type, system_prompt, trace_recorder, memory_retriever, task_id, compressor, retrieval_config, cancellation_token, confirmation_handler) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_react"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_direct",
-      "type": "function",
-      "name": "_fallback_direct",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_direct(messages, model, agent_name, task_type, effective_system_prompt, compressor, cancellation_token, trajectory, total_tokens, trace_recorder) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_direct"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._fallback_plan_exec",
-      "type": "function",
-      "name": "_fallback_plan_exec",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._fallback_plan_exec(messages, tools, model, agent_name, task_type, effective_system_prompt, compressor, cancellation_token) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_fallback_plan_exec"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._plan_phase",
-      "type": "function",
-      "name": "_plan_phase",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._plan_phase(messages, tools, tool_schemas, model, agent_name, task_type, system_prompt, compressor, cancellation_token, max_steps) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_plan_phase"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._synthesis_phase",
-      "type": "function",
-      "name": "_synthesis_phase",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._synthesis_phase(messages, tool_results, model, agent_name, task_type, system_prompt, compressor, cancellation_token) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_synthesis_phase"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._build_tool_schemas",
-      "type": "function",
-      "name": "_build_tool_schemas",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._build_tool_schemas(tools) 方法",
-      "tags": [
-        "ReWOOEngine",
-        "_build_tool_schemas"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._build_tool_descriptions",
-      "type": "function",
-      "name": "_build_tool_descriptions",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._build_tool_descriptions(tools) 方法",
-      "tags": [
-        "ReWOOEngine",
-        "_build_tool_descriptions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._parse_plan",
-      "type": "function",
-      "name": "_parse_plan",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._parse_plan(content) 方法",
-      "tags": [
-        "ReWOOEngine",
-        "_parse_plan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._find_tool",
-      "type": "function",
-      "name": "_find_tool",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._find_tool(name, tools) 方法",
-      "tags": [
-        "ReWOOEngine",
-        "_find_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ReWOOEngine._execute_tool",
-      "type": "function",
-      "name": "_execute_tool",
-      "filePath": "src/agentkit/core/rewoo.py",
-      "layer": "service",
-      "summary": "ReWOOEngine._execute_tool(tool_name, arguments, tools) 异步方法",
-      "tags": [
-        "ReWOOEngine",
-        "_execute_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SharedWorkspace",
-      "type": "class",
-      "name": "SharedWorkspace",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "Agent 间共享工作空间",
-      "tags": [
-        "SharedWorkspace"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:SharedWorkspace.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace.__init__(redis_client, prefix) 方法",
-      "tags": [
-        "SharedWorkspace",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace._make_key",
-      "type": "function",
-      "name": "_make_key",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace._make_key(key) 方法",
-      "tags": [
-        "SharedWorkspace",
-        "_make_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace.write",
-      "type": "function",
-      "name": "write",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace.write(key, value, agent_id, ttl) 异步方法",
-      "tags": [
-        "SharedWorkspace",
-        "write"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace.read",
-      "type": "function",
-      "name": "read",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace.read(key) 异步方法",
-      "tags": [
-        "SharedWorkspace",
-        "read"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace.delete",
-      "type": "function",
-      "name": "delete",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace.delete(key) 异步方法",
-      "tags": [
-        "SharedWorkspace",
-        "delete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace.lock",
-      "type": "function",
-      "name": "lock",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace.lock(key, agent_id, timeout) 异步方法",
-      "tags": [
-        "SharedWorkspace",
-        "lock"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace.unlock",
-      "type": "function",
-      "name": "unlock",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace.unlock(key, agent_id) 异步方法",
-      "tags": [
-        "SharedWorkspace",
-        "unlock"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace._get_version",
-      "type": "function",
-      "name": "_get_version",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace._get_version(key) 异步方法",
-      "tags": [
-        "SharedWorkspace",
-        "_get_version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SharedWorkspace.list_keys",
-      "type": "function",
-      "name": "list_keys",
-      "filePath": "src/agentkit/core/shared_workspace.py",
-      "layer": "service",
-      "summary": "SharedWorkspace.list_keys() 异步方法",
-      "tags": [
-        "SharedWorkspace",
-        "list_keys"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StandaloneRunner",
-      "type": "class",
-      "name": "StandaloneRunner",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "自动发现并启动配置驱动的 Agent",
-      "tags": [
-        "StandaloneRunner"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:StandaloneRunner.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.__init__(config_dir, tool_registry, llm_client, custom_handlers) 方法",
-      "tags": [
-        "StandaloneRunner",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.agents",
-      "type": "function",
-      "name": "agents",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.agents() 方法",
-      "tags": [
-        "StandaloneRunner",
-        "agents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.add_tool",
-      "type": "function",
-      "name": "add_tool",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.add_tool(tool) 方法",
-      "tags": [
-        "StandaloneRunner",
-        "add_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.add_custom_handler",
-      "type": "function",
-      "name": "add_custom_handler",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.add_custom_handler(name, handler) 方法",
-      "tags": [
-        "StandaloneRunner",
-        "add_custom_handler"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.discover_configs",
-      "type": "function",
-      "name": "discover_configs",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.discover_configs() 方法",
-      "tags": [
-        "StandaloneRunner",
-        "discover_configs"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.build_agents",
-      "type": "function",
-      "name": "build_agents",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.build_agents() 方法",
-      "tags": [
-        "StandaloneRunner",
-        "build_agents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.start_all",
-      "type": "function",
-      "name": "start_all",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.start_all(redis_url) 异步方法",
-      "tags": [
-        "StandaloneRunner",
-        "start_all"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.stop_all",
-      "type": "function",
-      "name": "stop_all",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.stop_all() 异步方法",
-      "tags": [
-        "StandaloneRunner",
-        "stop_all"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StandaloneRunner.execute_task",
-      "type": "function",
-      "name": "execute_task",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "StandaloneRunner.execute_task(agent_name, task) 异步方法",
-      "tags": [
-        "StandaloneRunner",
-        "execute_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TraceStep",
-      "type": "class",
-      "name": "TraceStep",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "单步执行轨迹",
-      "tags": [
-        "TraceStep"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TraceStep.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceStep.to_dict() 方法",
-      "tags": [
-        "TraceStep",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExecutionTrace",
-      "type": "class",
-      "name": "ExecutionTrace",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "完整执行轨迹",
-      "tags": [
-        "ExecutionTrace"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExecutionTrace.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "ExecutionTrace.to_dict() 方法",
-      "tags": [
-        "ExecutionTrace",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TraceRecorder",
-      "type": "class",
-      "name": "TraceRecorder",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "执行轨迹记录器",
-      "tags": [
-        "TraceRecorder"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:TraceRecorder.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceRecorder.__init__(task_id, agent_name, skill_name, on_trace_complete) 方法",
-      "tags": [
-        "TraceRecorder",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TraceRecorder.start_trace",
-      "type": "function",
-      "name": "start_trace",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceRecorder.start_trace(task_id, agent_name, skill_name) 方法",
-      "tags": [
-        "TraceRecorder",
-        "start_trace"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TraceRecorder.record_step",
-      "type": "function",
-      "name": "record_step",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceRecorder.record_step(step, action, tool_name, input_data, output_data, duration_ms, tokens_used, error) 方法",
-      "tags": [
-        "TraceRecorder",
-        "record_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TraceRecorder.end_trace",
-      "type": "function",
-      "name": "end_trace",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceRecorder.end_trace(outcome, quality_score) 方法",
-      "tags": [
-        "TraceRecorder",
-        "end_trace"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TraceRecorder.get_trace",
-      "type": "function",
-      "name": "get_trace",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceRecorder.get_trace() 方法",
-      "tags": [
-        "TraceRecorder",
-        "get_trace"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TraceRecorder.start_step_timer",
-      "type": "function",
-      "name": "start_step_timer",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceRecorder.start_step_timer() 方法",
-      "tags": [
-        "TraceRecorder",
-        "start_step_timer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TraceRecorder.elapsed_ms",
-      "type": "function",
-      "name": "elapsed_ms",
-      "filePath": "src/agentkit/core/trace.py",
-      "layer": "service",
-      "summary": "TraceRecorder.elapsed_ms() 方法",
-      "tags": [
-        "TraceRecorder",
-        "elapsed_ms"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvalSample",
-      "type": "class",
-      "name": "EvalSample",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "评估样本",
-      "tags": [
-        "EvalSample"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvalMetrics",
-      "type": "class",
-      "name": "EvalMetrics",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "评估指标",
-      "tags": [
-        "EvalMetrics"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvalMetrics.average",
-      "type": "function",
-      "name": "average",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "EvalMetrics.average() 方法",
-      "tags": [
-        "EvalMetrics",
-        "average"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvalMetrics.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "EvalMetrics.to_dict() 方法",
-      "tags": [
-        "EvalMetrics",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvalResult",
-      "type": "class",
-      "name": "EvalResult",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "评估结果",
-      "tags": [
-        "EvalResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvalDatasetBuilder",
-      "type": "class",
-      "name": "EvalDatasetBuilder",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "评估数据集构建器",
-      "tags": [
-        "EvalDatasetBuilder"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvalDatasetBuilder.from_traces",
-      "type": "function",
-      "name": "from_traces",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "EvalDatasetBuilder.from_traces(traces) 方法",
-      "tags": [
-        "EvalDatasetBuilder",
-        "from_traces"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvalDatasetBuilder.from_dict_list",
-      "type": "function",
-      "name": "from_dict_list",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "EvalDatasetBuilder.from_dict_list(data) 方法",
-      "tags": [
-        "EvalDatasetBuilder",
-        "from_dict_list"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RagasEvaluator",
-      "type": "class",
-      "name": "RagasEvaluator",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "Ragas 评估器",
-      "tags": [
-        "RagasEvaluator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:RagasEvaluator.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "RagasEvaluator.__init__(llm_gateway, use_ragas_lib) 方法",
-      "tags": [
-        "RagasEvaluator",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RagasEvaluator.evaluate",
-      "type": "function",
-      "name": "evaluate",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "RagasEvaluator.evaluate(samples, metrics) 异步方法",
-      "tags": [
-        "RagasEvaluator",
-        "evaluate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RagasEvaluator._evaluate_with_ragas",
-      "type": "function",
-      "name": "_evaluate_with_ragas",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "RagasEvaluator._evaluate_with_ragas(samples, metrics) 异步方法",
-      "tags": [
-        "RagasEvaluator",
-        "_evaluate_with_ragas"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RagasEvaluator._evaluate_builtin",
-      "type": "function",
-      "name": "_evaluate_builtin",
-      "filePath": "src/agentkit/evaluation/ragas_evaluator.py",
-      "layer": "utility",
-      "summary": "RagasEvaluator._evaluate_builtin(samples, metrics) 异步方法",
-      "tags": [
-        "RagasEvaluator",
-        "_evaluate_builtin"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ABTestConfig",
-      "type": "class",
-      "name": "ABTestConfig",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "A/B 测试配置",
-      "tags": [
-        "ABTestConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ABTestResult",
-      "type": "class",
-      "name": "ABTestResult",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "A/B 测试结果",
-      "tags": [
-        "ABTestResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ABTester",
-      "type": "class",
-      "name": "ABTester",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "A/B 测试框架",
-      "tags": [
-        "ABTester"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ABTester.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester.__init__(evolution_store, min_samples) 方法",
-      "tags": [
-        "ABTester",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ABTester.create_test",
-      "type": "function",
-      "name": "create_test",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester.create_test(config) 方法",
-      "tags": [
-        "ABTester",
-        "create_test"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ABTester.assign_group",
-      "type": "function",
-      "name": "assign_group",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester.assign_group(test_id, task_id) 方法",
-      "tags": [
-        "ABTester",
-        "assign_group"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ABTester.record_result",
-      "type": "function",
-      "name": "record_result",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester.record_result(test_id, group, metric) 方法",
-      "tags": [
-        "ABTester",
-        "record_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ABTester.persist_results",
-      "type": "function",
-      "name": "persist_results",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester.persist_results(test_id) 异步方法",
-      "tags": [
-        "ABTester",
-        "persist_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ABTester.evaluate",
-      "type": "function",
-      "name": "evaluate",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester.evaluate(test_id) 异步方法",
-      "tags": [
-        "ABTester",
-        "evaluate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ABTester._normal_cdf",
-      "type": "function",
-      "name": "_normal_cdf",
-      "filePath": "src/agentkit/evolution/ab_tester.py",
-      "layer": "utility",
-      "summary": "ABTester._normal_cdf(x) 方法",
-      "tags": [
-        "ABTester",
-        "_normal_cdf"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionStoreProtocol",
-      "type": "class",
-      "name": "EvolutionStoreProtocol",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "进化存储统一接口 Protocol",
-      "tags": [
-        "EvolutionStoreProtocol"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:EvolutionStoreProtocol.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStoreProtocol.record(event) 异步方法",
-      "tags": [
-        "EvolutionStoreProtocol",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStoreProtocol.rollback",
-      "type": "function",
-      "name": "rollback",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStoreProtocol.rollback(event_id) 异步方法",
-      "tags": [
-        "EvolutionStoreProtocol",
-        "rollback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStoreProtocol.list_events",
-      "type": "function",
-      "name": "list_events",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStoreProtocol.list_events(agent_name, change_type, status) 异步方法",
-      "tags": [
-        "EvolutionStoreProtocol",
-        "list_events"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStoreProtocol.record_skill_version",
-      "type": "function",
-      "name": "record_skill_version",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStoreProtocol.record_skill_version(skill_name, version, content, parent_version) 异步方法",
-      "tags": [
-        "EvolutionStoreProtocol",
-        "record_skill_version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStoreProtocol.list_skill_versions",
-      "type": "function",
-      "name": "list_skill_versions",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStoreProtocol.list_skill_versions(skill_name) 异步方法",
-      "tags": [
-        "EvolutionStoreProtocol",
-        "list_skill_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStoreProtocol.record_ab_test_result",
-      "type": "function",
-      "name": "record_ab_test_result",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStoreProtocol.record_ab_test_result(test_id, variant, score, sample_count) 异步方法",
-      "tags": [
-        "EvolutionStoreProtocol",
-        "record_ab_test_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStoreProtocol.get_ab_test_results",
-      "type": "function",
-      "name": "get_ab_test_results",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStoreProtocol.get_ab_test_results(test_id) 异步方法",
-      "tags": [
-        "EvolutionStoreProtocol",
-        "get_ab_test_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionStore",
-      "type": "class",
-      "name": "EvolutionStore",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "进化日志存储",
-      "tags": [
-        "EvolutionStore"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:EvolutionStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.__init__(session_factory, evolution_model) 方法",
-      "tags": [
-        "EvolutionStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStore.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.record(event) 异步方法",
-      "tags": [
-        "EvolutionStore",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStore.rollback",
-      "type": "function",
-      "name": "rollback",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.rollback(event_id) 异步方法",
-      "tags": [
-        "EvolutionStore",
-        "rollback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStore.list_events",
-      "type": "function",
-      "name": "list_events",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.list_events(agent_name, change_type, status) 异步方法",
-      "tags": [
-        "EvolutionStore",
-        "list_events"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStore.record_skill_version",
-      "type": "function",
-      "name": "record_skill_version",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.record_skill_version(skill_name, version, content, parent_version) 异步方法",
-      "tags": [
-        "EvolutionStore",
-        "record_skill_version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStore.list_skill_versions",
-      "type": "function",
-      "name": "list_skill_versions",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.list_skill_versions(skill_name) 异步方法",
-      "tags": [
-        "EvolutionStore",
-        "list_skill_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStore.record_ab_test_result",
-      "type": "function",
-      "name": "record_ab_test_result",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.record_ab_test_result(test_id, variant, score, sample_count) 异步方法",
-      "tags": [
-        "EvolutionStore",
-        "record_ab_test_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionStore.get_ab_test_results",
-      "type": "function",
-      "name": "get_ab_test_results",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "EvolutionStore.get_ab_test_results(test_id) 异步方法",
-      "tags": [
-        "EvolutionStore",
-        "get_ab_test_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PersistentEvolutionStore",
-      "type": "class",
-      "name": "PersistentEvolutionStore",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "SQLite 持久化进化存储",
-      "tags": [
-        "PersistentEvolutionStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.__init__(db_path) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._run_sync",
-      "type": "function",
-      "name": "_run_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._run_sync(func) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_run_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.close() 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.__aenter__() 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.__aexit__(exc_type, exc_val, exc_tb) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._retry_locked",
-      "type": "function",
-      "name": "_retry_locked",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._retry_locked(func) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_retry_locked"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._record_sync",
-      "type": "function",
-      "name": "_record_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._record_sync(event) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_record_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.record(event) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._rollback_sync",
-      "type": "function",
-      "name": "_rollback_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._rollback_sync(event_id) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_rollback_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.rollback",
-      "type": "function",
-      "name": "rollback",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.rollback(event_id) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "rollback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._list_events_sync",
-      "type": "function",
-      "name": "_list_events_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._list_events_sync(agent_name, change_type, status) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_list_events_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.list_events",
-      "type": "function",
-      "name": "list_events",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.list_events(agent_name, change_type, status) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "list_events"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._record_skill_version_sync",
-      "type": "function",
-      "name": "_record_skill_version_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._record_skill_version_sync(skill_name, version, content, parent_version) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_record_skill_version_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.record_skill_version",
-      "type": "function",
-      "name": "record_skill_version",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.record_skill_version(skill_name, version, content, parent_version) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "record_skill_version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._list_skill_versions_sync",
-      "type": "function",
-      "name": "_list_skill_versions_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._list_skill_versions_sync(skill_name) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_list_skill_versions_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.list_skill_versions",
-      "type": "function",
-      "name": "list_skill_versions",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.list_skill_versions(skill_name) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "list_skill_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._record_ab_test_result_sync",
-      "type": "function",
-      "name": "_record_ab_test_result_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._record_ab_test_result_sync(test_id, variant, score, sample_count) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_record_ab_test_result_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.record_ab_test_result",
-      "type": "function",
-      "name": "record_ab_test_result",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.record_ab_test_result(test_id, variant, score, sample_count) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "record_ab_test_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore._get_ab_test_results_sync",
-      "type": "function",
-      "name": "_get_ab_test_results_sync",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore._get_ab_test_results_sync(test_id) 方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "_get_ab_test_results_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PersistentEvolutionStore.get_ab_test_results",
-      "type": "function",
-      "name": "get_ab_test_results",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "PersistentEvolutionStore.get_ab_test_results(test_id) 异步方法",
-      "tags": [
-        "PersistentEvolutionStore",
-        "get_ab_test_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryEvolutionStore",
-      "type": "class",
-      "name": "InMemoryEvolutionStore",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "基于内存字典的进化存储（用于测试和轻量场景）",
-      "tags": [
-        "InMemoryEvolutionStore"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.__init__() 方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.record(event) 异步方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.rollback",
-      "type": "function",
-      "name": "rollback",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.rollback(event_id) 异步方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "rollback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.list_events",
-      "type": "function",
-      "name": "list_events",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.list_events(agent_name, change_type, status) 异步方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "list_events"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.record_skill_version",
-      "type": "function",
-      "name": "record_skill_version",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.record_skill_version(skill_name, version, content, parent_version) 异步方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "record_skill_version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.list_skill_versions",
-      "type": "function",
-      "name": "list_skill_versions",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.list_skill_versions(skill_name) 异步方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "list_skill_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.record_ab_test_result",
-      "type": "function",
-      "name": "record_ab_test_result",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.record_ab_test_result(test_id, variant, score, sample_count) 异步方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "record_ab_test_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryEvolutionStore.get_ab_test_results",
-      "type": "function",
-      "name": "get_ab_test_results",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "InMemoryEvolutionStore.get_ab_test_results(test_id) 异步方法",
-      "tags": [
-        "InMemoryEvolutionStore",
-        "get_ab_test_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskExperience",
-      "type": "class",
-      "name": "TaskExperience",
-      "filePath": "src/agentkit/evolution/experience_schema.py",
-      "layer": "utility",
-      "summary": "任务执行经验",
-      "tags": [
-        "TaskExperience"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskExperience.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/evolution/experience_schema.py",
-      "layer": "utility",
-      "summary": "TaskExperience.to_dict() 方法",
-      "tags": [
-        "TaskExperience",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskExperience.text_for_embedding",
-      "type": "function",
-      "name": "text_for_embedding",
-      "filePath": "src/agentkit/evolution/experience_schema.py",
-      "layer": "utility",
-      "summary": "TaskExperience.text_for_embedding() 方法",
-      "tags": [
-        "TaskExperience",
-        "text_for_embedding"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionMetrics",
-      "type": "class",
-      "name": "EvolutionMetrics",
-      "filePath": "src/agentkit/evolution/experience_schema.py",
-      "layer": "utility",
-      "summary": "进化指标趋势",
-      "tags": [
-        "EvolutionMetrics"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMetrics.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/evolution/experience_schema.py",
-      "layer": "utility",
-      "summary": "EvolutionMetrics.to_dict() 方法",
-      "tags": [
-        "EvolutionMetrics",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExperienceStore",
-      "type": "class",
-      "name": "ExperienceStore",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "任务经验存储 - PostgreSQL + pgvector 混合存储",
-      "tags": [
-        "ExperienceStore"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ExperienceStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "ExperienceStore.__init__(session_factory, experience_model, embedder, decay_rate, alpha, retrieve_limit, pgvector_enabled, table_name) 方法",
-      "tags": [
-        "ExperienceStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExperienceStore.record_experience",
-      "type": "function",
-      "name": "record_experience",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "ExperienceStore.record_experience(experience) 异步方法",
-      "tags": [
-        "ExperienceStore",
-        "record_experience"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExperienceStore.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "ExperienceStore.search(query, top_k, task_type, search_multiplier) 异步方法",
-      "tags": [
-        "ExperienceStore",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExperienceStore._search_pgvector",
-      "type": "function",
-      "name": "_search_pgvector",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "ExperienceStore._search_pgvector(db, query, top_k, task_type, search_multiplier) 异步方法",
-      "tags": [
-        "ExperienceStore",
-        "_search_pgvector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExperienceStore._search_client_side",
-      "type": "function",
-      "name": "_search_client_side",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "ExperienceStore._search_client_side(db, query, top_k, task_type, search_multiplier) 异步方法",
-      "tags": [
-        "ExperienceStore",
-        "_search_client_side"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExperienceStore.get_metrics",
-      "type": "function",
-      "name": "get_metrics",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "ExperienceStore.get_metrics(task_type, time_window) 异步方法",
-      "tags": [
-        "ExperienceStore",
-        "get_metrics"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryExperienceStore",
-      "type": "class",
-      "name": "InMemoryExperienceStore",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "基于内存字典的任务经验存储（用于测试和轻量场景）",
-      "tags": [
-        "InMemoryExperienceStore"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:InMemoryExperienceStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "InMemoryExperienceStore.__init__(embedder, decay_rate, alpha) 方法",
-      "tags": [
-        "InMemoryExperienceStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryExperienceStore.record_experience",
-      "type": "function",
-      "name": "record_experience",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "InMemoryExperienceStore.record_experience(experience) 异步方法",
-      "tags": [
-        "InMemoryExperienceStore",
-        "record_experience"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryExperienceStore.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "InMemoryExperienceStore.search(query, top_k, task_type, search_multiplier) 异步方法",
-      "tags": [
-        "InMemoryExperienceStore",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryExperienceStore.get_metrics",
-      "type": "function",
-      "name": "get_metrics",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "InMemoryExperienceStore.get_metrics(task_type, time_window) 异步方法",
-      "tags": [
-        "InMemoryExperienceStore",
-        "get_metrics"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:FitnessWeights",
-      "type": "class",
-      "name": "FitnessWeights",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "适应度权重配置",
-      "tags": [
-        "FitnessWeights"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FitnessWeights.__post_init__",
-      "type": "function",
-      "name": "__post_init__",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "FitnessWeights.__post_init__() 方法",
-      "tags": [
-        "FitnessWeights",
-        "__post_init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MultiObjectiveFitness",
-      "type": "class",
-      "name": "MultiObjectiveFitness",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "多目标适应度评估器",
-      "tags": [
-        "MultiObjectiveFitness"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:MultiObjectiveFitness.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "MultiObjectiveFitness.__init__(weights, max_latency_ms, max_cost_tokens) 方法",
-      "tags": [
-        "MultiObjectiveFitness",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiObjectiveFitness.evaluate",
-      "type": "function",
-      "name": "evaluate",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "MultiObjectiveFitness.evaluate(accuracy, latency_ms, cost_tokens, custom) 方法",
-      "tags": [
-        "MultiObjectiveFitness",
-        "evaluate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiObjectiveFitness.weighted_score",
-      "type": "function",
-      "name": "weighted_score",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "MultiObjectiveFitness.weighted_score(score) 方法",
-      "tags": [
-        "MultiObjectiveFitness",
-        "weighted_score"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiObjectiveFitness.pareto_rank",
-      "type": "function",
-      "name": "pareto_rank",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "MultiObjectiveFitness.pareto_rank(scores) 方法",
-      "tags": [
-        "MultiObjectiveFitness",
-        "pareto_rank"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiObjectiveFitness.crowding_distance",
-      "type": "function",
-      "name": "crowding_distance",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "MultiObjectiveFitness.crowding_distance(scores) 方法",
-      "tags": [
-        "MultiObjectiveFitness",
-        "crowding_distance"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExtendedStrategyConfig",
-      "type": "class",
-      "name": "ExtendedStrategyConfig",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "扩展的策略配置",
-      "tags": [
-        "ExtendedStrategyConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExtendedStrategyTuner",
-      "type": "class",
-      "name": "ExtendedStrategyTuner",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "多维策略调优器",
-      "tags": [
-        "ExtendedStrategyTuner"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ExtendedStrategyTuner.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "ExtendedStrategyTuner.__init__(param_ranges) 方法",
-      "tags": [
-        "ExtendedStrategyTuner",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExtendedStrategyTuner.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "ExtendedStrategyTuner.record(config, metric) 方法",
-      "tags": [
-        "ExtendedStrategyTuner",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExtendedStrategyTuner.suggest",
-      "type": "function",
-      "name": "suggest",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "ExtendedStrategyTuner.suggest(current) 异步方法",
-      "tags": [
-        "ExtendedStrategyTuner",
-        "suggest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExtendedStrategyTuner._optimize_param",
-      "type": "function",
-      "name": "_optimize_param",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "ExtendedStrategyTuner._optimize_param(param_name, best_value, noise_std) 方法",
-      "tags": [
-        "ExtendedStrategyTuner",
-        "_optimize_param"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExtendedStrategyTuner._suggest_retrieval_mode",
-      "type": "function",
-      "name": "_suggest_retrieval_mode",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "ExtendedStrategyTuner._suggest_retrieval_mode(current_mode) 方法",
-      "tags": [
-        "ExtendedStrategyTuner",
-        "_suggest_retrieval_mode"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExtendedStrategyTuner.history_size",
-      "type": "function",
-      "name": "history_size",
-      "filePath": "src/agentkit/evolution/fitness.py",
-      "layer": "utility",
-      "summary": "ExtendedStrategyTuner.history_size() 方法",
-      "tags": [
-        "ExtendedStrategyTuner",
-        "history_size"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:FitnessScore",
-      "type": "class",
-      "name": "FitnessScore",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "多目标适应度评分",
-      "tags": [
-        "FitnessScore"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FitnessScore.normalized",
-      "type": "function",
-      "name": "normalized",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "FitnessScore.normalized() 方法",
-      "tags": [
-        "FitnessScore",
-        "normalized"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FitnessScore.dominates",
-      "type": "function",
-      "name": "dominates",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "FitnessScore.dominates(other) 方法",
-      "tags": [
-        "FitnessScore",
-        "dominates"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PromptChromosome",
-      "type": "class",
-      "name": "PromptChromosome",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "Prompt 染色体 — 一个完整的 Prompt 变体",
-      "tags": [
-        "PromptChromosome"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PromptChromosome.to_module",
-      "type": "function",
-      "name": "to_module",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "PromptChromosome.to_module(name) 方法",
-      "tags": [
-        "PromptChromosome",
-        "to_module"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PromptChromosome.from_module",
-      "type": "function",
-      "name": "from_module",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "PromptChromosome.from_module(cls, module) 方法",
-      "tags": [
-        "PromptChromosome",
-        "from_module"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CrossoverOperator",
-      "type": "class",
-      "name": "CrossoverOperator",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "交叉算子",
-      "tags": [
-        "CrossoverOperator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:CrossoverOperator.crossover",
-      "type": "function",
-      "name": "crossover",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "CrossoverOperator.crossover(parent_a, parent_b, crossover_rate) 方法",
-      "tags": [
-        "CrossoverOperator",
-        "crossover"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CrossoverOperator._crossover_text",
-      "type": "function",
-      "name": "_crossover_text",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "CrossoverOperator._crossover_text(text_a, text_b, rate) 方法",
-      "tags": [
-        "CrossoverOperator",
-        "_crossover_text"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CrossoverOperator._crossover_demos",
-      "type": "function",
-      "name": "_crossover_demos",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "CrossoverOperator._crossover_demos(demos_a, demos_b, rate) 方法",
-      "tags": [
-        "CrossoverOperator",
-        "_crossover_demos"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CrossoverOperator._crossover_constraints",
-      "type": "function",
-      "name": "_crossover_constraints",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "CrossoverOperator._crossover_constraints(constraints_a, constraints_b, rate) 方法",
-      "tags": [
-        "CrossoverOperator",
-        "_crossover_constraints"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MutationOperator",
-      "type": "class",
-      "name": "MutationOperator",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "变异算子",
-      "tags": [
-        "MutationOperator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:MutationOperator.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "MutationOperator.__init__(llm_gateway) 方法",
-      "tags": [
-        "MutationOperator",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MutationOperator.mutate",
-      "type": "function",
-      "name": "mutate",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "MutationOperator.mutate(chromosome, mutation_rate) 异步方法",
-      "tags": [
-        "MutationOperator",
-        "mutate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MutationOperator._mutate_instructions",
-      "type": "function",
-      "name": "_mutate_instructions",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "MutationOperator._mutate_instructions(instructions) 异步方法",
-      "tags": [
-        "MutationOperator",
-        "_mutate_instructions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MutationOperator._mutate_demos",
-      "type": "function",
-      "name": "_mutate_demos",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "MutationOperator._mutate_demos(demos) 方法",
-      "tags": [
-        "MutationOperator",
-        "_mutate_demos"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MutationOperator._mutate_constraints",
-      "type": "function",
-      "name": "_mutate_constraints",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "MutationOperator._mutate_constraints(constraints) 方法",
-      "tags": [
-        "MutationOperator",
-        "_mutate_constraints"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:GEPAPopulation",
-      "type": "class",
-      "name": "GEPAPopulation",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPA 种群管理",
-      "tags": [
-        "GEPAPopulation"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:GEPAPopulation.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.__init__(population_size, elite_size, tournament_size) 方法",
-      "tags": [
-        "GEPAPopulation",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.generation",
-      "type": "function",
-      "name": "generation",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.generation() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "generation"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.individuals",
-      "type": "function",
-      "name": "individuals",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.individuals() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "individuals"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.size",
-      "type": "function",
-      "name": "size",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.size() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "size"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.initialize",
-      "type": "function",
-      "name": "initialize",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.initialize(seed) 方法",
-      "tags": [
-        "GEPAPopulation",
-        "initialize"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.add",
-      "type": "function",
-      "name": "add",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.add(chromosome) 方法",
-      "tags": [
-        "GEPAPopulation",
-        "add"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.get_elite",
-      "type": "function",
-      "name": "get_elite",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.get_elite() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "get_elite"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.get_pareto_front",
-      "type": "function",
-      "name": "get_pareto_front",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.get_pareto_front() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "get_pareto_front"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.tournament_select",
-      "type": "function",
-      "name": "tournament_select",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.tournament_select() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "tournament_select"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.evolve",
-      "type": "function",
-      "name": "evolve",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.evolve(crossover, mutation, crossover_rate, mutation_rate) 方法",
-      "tags": [
-        "GEPAPopulation",
-        "evolve"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.get_best",
-      "type": "function",
-      "name": "get_best",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.get_best() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "get_best"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEPAPopulation.get_statistics",
-      "type": "function",
-      "name": "get_statistics",
-      "filePath": "src/agentkit/evolution/genetic.py",
-      "layer": "utility",
-      "summary": "GEPAPopulation.get_statistics() 方法",
-      "tags": [
-        "GEPAPopulation",
-        "get_statistics"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SoulEvolutionConfig",
-      "type": "class",
-      "name": "SoulEvolutionConfig",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "Soul 进化多维触发配置",
-      "tags": [
-        "SoulEvolutionConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionLogEntry",
-      "type": "class",
-      "name": "EvolutionLogEntry",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "进化日志条目",
-      "tags": [
-        "EvolutionLogEntry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionMixin",
-      "type": "class",
-      "name": "EvolutionMixin",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "进化混入类，将进化引擎集成到 Agent 生命周期。",
-      "tags": [
-        "EvolutionMixin"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:EvolutionMixin.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin.__init__(reflector, prompt_optimizer, strategy_tuner, ab_tester, evolution_store, reflector_type, llm_gateway, auxiliary_model, strategy_tuning_enabled, evolution_config) 方法",
-      "tags": [
-        "EvolutionMixin",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin._create_reflector",
-      "type": "function",
-      "name": "_create_reflector",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin._create_reflector(reflector_type, llm_gateway, auxiliary_model) 方法",
-      "tags": [
-        "EvolutionMixin",
-        "_create_reflector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin.evolve_after_task",
-      "type": "function",
-      "name": "evolve_after_task",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin.evolve_after_task(task, result, memory_store) 异步方法",
-      "tags": [
-        "EvolutionMixin",
-        "evolve_after_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin._optimize_with_context",
-      "type": "function",
-      "name": "_optimize_with_context",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin._optimize_with_context(module, reflection) 异步方法",
-      "tags": [
-        "EvolutionMixin",
-        "_optimize_with_context"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin._run_ab_test",
-      "type": "function",
-      "name": "_run_ab_test",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin._run_ab_test(task, result, optimized, reflection) 异步方法",
-      "tags": [
-        "EvolutionMixin",
-        "_run_ab_test"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin._run_strategy_tuning",
-      "type": "function",
-      "name": "_run_strategy_tuning",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin._run_strategy_tuning(task, result, reflection) 异步方法",
-      "tags": [
-        "EvolutionMixin",
-        "_run_strategy_tuning"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin.get_evolution_history",
-      "type": "function",
-      "name": "get_evolution_history",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin.get_evolution_history() 方法",
-      "tags": [
-        "EvolutionMixin",
-        "get_evolution_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin.set_current_module",
-      "type": "function",
-      "name": "set_current_module",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin.set_current_module(module) 方法",
-      "tags": [
-        "EvolutionMixin",
-        "set_current_module"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin._apply_change",
-      "type": "function",
-      "name": "_apply_change",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin._apply_change(task, result, optimized, reflection) 异步方法",
-      "tags": [
-        "EvolutionMixin",
-        "_apply_change"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin._rollback_change",
-      "type": "function",
-      "name": "_rollback_change",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin._rollback_change(log_entry) 异步方法",
-      "tags": [
-        "EvolutionMixin",
-        "_rollback_change"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin.record_reflection",
-      "type": "function",
-      "name": "record_reflection",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin.record_reflection(pattern, reflection, task_type, score) 方法",
-      "tags": [
-        "EvolutionMixin",
-        "record_reflection"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EvolutionMixin.evolve_soul",
-      "type": "function",
-      "name": "evolve_soul",
-      "filePath": "src/agentkit/evolution/lifecycle.py",
-      "layer": "utility",
-      "summary": "EvolutionMixin.evolve_soul(task, result, memory_store, reflection, task_type, score) 异步方法",
-      "tags": [
-        "EvolutionMixin",
-        "evolve_soul"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMReflector",
-      "type": "class",
-      "name": "LLMReflector",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLM 驱动的反思器，通过 LLM 分析执行轨迹生成结构化反思",
-      "tags": [
-        "LLMReflector"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:LLMReflector.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLMReflector.__init__(llm_gateway, model) 方法",
-      "tags": [
-        "LLMReflector",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMReflector._sanitize_for_prompt",
-      "type": "function",
-      "name": "_sanitize_for_prompt",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLMReflector._sanitize_for_prompt(value, max_length) 方法",
-      "tags": [
-        "LLMReflector",
-        "_sanitize_for_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMReflector.reflect",
-      "type": "function",
-      "name": "reflect",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLMReflector.reflect(task, result, trace) 异步方法",
-      "tags": [
-        "LLMReflector",
-        "reflect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMReflector._build_reflection_prompt",
-      "type": "function",
-      "name": "_build_reflection_prompt",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLMReflector._build_reflection_prompt(task, result, trace) 方法",
-      "tags": [
-        "LLMReflector",
-        "_build_reflection_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMReflector._parse_reflection_response",
-      "type": "function",
-      "name": "_parse_reflection_response",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLMReflector._parse_reflection_response(response_content, task, result) 方法",
-      "tags": [
-        "LLMReflector",
-        "_parse_reflection_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMReflector._build_reflection_from_data",
-      "type": "function",
-      "name": "_build_reflection_from_data",
-      "filePath": "src/agentkit/evolution/llm_reflector.py",
-      "layer": "utility",
-      "summary": "LLMReflector._build_reflection_from_data(data, task) 方法",
-      "tags": [
-        "LLMReflector",
-        "_build_reflection_from_data"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionEventModel",
-      "type": "class",
-      "name": "EvolutionEventModel",
-      "filePath": "src/agentkit/evolution/models.py",
-      "layer": "utility",
-      "summary": "进化事件 ORM 模型",
-      "tags": [
-        "EvolutionEventModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillVersionModel",
-      "type": "class",
-      "name": "SkillVersionModel",
-      "filePath": "src/agentkit/evolution/models.py",
-      "layer": "utility",
-      "summary": "技能版本 ORM 模型",
-      "tags": [
-        "SkillVersionModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ABTestResultModel",
-      "type": "class",
-      "name": "ABTestResultModel",
-      "filePath": "src/agentkit/evolution/models.py",
-      "layer": "utility",
-      "summary": "A/B 测试结果 ORM 模型",
-      "tags": [
-        "ABTestResultModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExecutionPath",
-      "type": "class",
-      "name": "ExecutionPath",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "执行路径数据模型",
-      "tags": [
-        "ExecutionPath"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PathUpdateResult",
-      "type": "class",
-      "name": "PathUpdateResult",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "路径更新结果",
-      "tags": [
-        "PathUpdateResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PathOptimizer",
-      "type": "class",
-      "name": "PathOptimizer",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "执行路径优化器",
-      "tags": [
-        "PathOptimizer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:PathOptimizer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "PathOptimizer.__init__(experience_store, min_sample_count, success_rate_threshold, duration_improvement_threshold) 方法",
-      "tags": [
-        "PathOptimizer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PathOptimizer.get_recommended_path",
-      "type": "function",
-      "name": "get_recommended_path",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "PathOptimizer.get_recommended_path(task_type) 方法",
-      "tags": [
-        "PathOptimizer",
-        "get_recommended_path"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PathOptimizer.evaluate_and_update",
-      "type": "function",
-      "name": "evaluate_and_update",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "PathOptimizer.evaluate_and_update(task_type, new_path) 异步方法",
-      "tags": [
-        "PathOptimizer",
-        "evaluate_and_update"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PathOptimizer._compare_and_decide",
-      "type": "function",
-      "name": "_compare_and_decide",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "PathOptimizer._compare_and_decide(task_type, current, new) 方法",
-      "tags": [
-        "PathOptimizer",
-        "_compare_and_decide"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PathOptimizer._apply_update",
-      "type": "function",
-      "name": "_apply_update",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "PathOptimizer._apply_update(task_type, old, new, reason) 方法",
-      "tags": [
-        "PathOptimizer",
-        "_apply_update"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PathOptimizer.get_pending_paths",
-      "type": "function",
-      "name": "get_pending_paths",
-      "filePath": "src/agentkit/evolution/path_optimizer.py",
-      "layer": "utility",
-      "summary": "PathOptimizer.get_pending_paths(task_type) 方法",
-      "tags": [
-        "PathOptimizer",
-        "get_pending_paths"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PGEvolutionEventModel",
-      "type": "class",
-      "name": "PGEvolutionEventModel",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQL 进化事件 ORM 模型",
-      "tags": [
-        "PGEvolutionEventModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PGSkillVersionModel",
-      "type": "class",
-      "name": "PGSkillVersionModel",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQL 技能版本 ORM 模型",
-      "tags": [
-        "PGSkillVersionModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PGABTestResultModel",
-      "type": "class",
-      "name": "PGABTestResultModel",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQL A/B 测试结果 ORM 模型",
-      "tags": [
-        "PGABTestResultModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PostgreSQLEvolutionStore",
-      "type": "class",
-      "name": "PostgreSQLEvolutionStore",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQL 异步进化存储",
-      "tags": [
-        "PostgreSQLEvolutionStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.__init__(database_url) 方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore._ensure_initialized",
-      "type": "function",
-      "name": "_ensure_initialized",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore._ensure_initialized() 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "_ensure_initialized"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.ensure_tables",
-      "type": "function",
-      "name": "ensure_tables",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.ensure_tables() 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "ensure_tables"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.close() 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.__aenter__() 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.__aexit__(exc_type, exc_val, exc_tb) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.record(event) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.rollback",
-      "type": "function",
-      "name": "rollback",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.rollback(event_id) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "rollback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.list_events",
-      "type": "function",
-      "name": "list_events",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.list_events(agent_name, change_type, status, limit) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "list_events"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.record_skill_version",
-      "type": "function",
-      "name": "record_skill_version",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.record_skill_version(skill_name, version, content, parent_version) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "record_skill_version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.list_skill_versions",
-      "type": "function",
-      "name": "list_skill_versions",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.list_skill_versions(skill_name, limit) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "list_skill_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.record_ab_test_result",
-      "type": "function",
-      "name": "record_ab_test_result",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.record_ab_test_result(test_id, variant, score, sample_count) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "record_ab_test_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PostgreSQLEvolutionStore.get_ab_test_results",
-      "type": "function",
-      "name": "get_ab_test_results",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "PostgreSQLEvolutionStore.get_ab_test_results(test_id, limit) 异步方法",
-      "tags": [
-        "PostgreSQLEvolutionStore",
-        "get_ab_test_results"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WarningLevel",
-      "type": "class",
-      "name": "WarningLevel",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "预警级别",
-      "tags": [
-        "WarningLevel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PitfallWarning",
-      "type": "class",
-      "name": "PitfallWarning",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "避坑预警",
-      "tags": [
-        "PitfallWarning"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExperienceStoreProtocol",
-      "type": "class",
-      "name": "ExperienceStoreProtocol",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "ExperienceStore 协议接口，用于类型标注",
-      "tags": [
-        "ExperienceStoreProtocol"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ExperienceStoreProtocol.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "ExperienceStoreProtocol.search(query, top_k, task_type, search_multiplier) 异步方法",
-      "tags": [
-        "ExperienceStoreProtocol",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PitfallDetector",
-      "type": "class",
-      "name": "PitfallDetector",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "避坑检测器",
-      "tags": [
-        "PitfallDetector"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:PitfallDetector.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "PitfallDetector.__init__(experience_store, similarity_threshold, max_search_results) 方法",
-      "tags": [
-        "PitfallDetector",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PitfallDetector.check_pitfalls",
-      "type": "function",
-      "name": "check_pitfalls",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "PitfallDetector.check_pitfalls(task_type, planned_steps) 异步方法",
-      "tags": [
-        "PitfallDetector",
-        "check_pitfalls"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PitfallDetector._search_experiences",
-      "type": "function",
-      "name": "_search_experiences",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "PitfallDetector._search_experiences(task_type) 异步方法",
-      "tags": [
-        "PitfallDetector",
-        "_search_experiences"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PitfallDetector._extract_step_failure_stats",
-      "type": "function",
-      "name": "_extract_step_failure_stats",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "PitfallDetector._extract_step_failure_stats(failed_experiences) 方法",
-      "tags": [
-        "PitfallDetector",
-        "_extract_step_failure_stats"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PitfallDetector._match_and_warn",
-      "type": "function",
-      "name": "_match_and_warn",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "PitfallDetector._match_and_warn(planned_steps, step_failure_stats) 方法",
-      "tags": [
-        "PitfallDetector",
-        "_match_and_warn"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_StepFailureStats",
-      "type": "class",
-      "name": "_StepFailureStats",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "步骤级别的失败统计（内部使用）",
-      "tags": [
-        "_StepFailureStats"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Signature",
-      "type": "class",
-      "name": "Signature",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "Prompt 签名 - 定义输入/输出字段",
-      "tags": [
-        "Signature"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Signature.to_prompt_prefix",
-      "type": "function",
-      "name": "to_prompt_prefix",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "Signature.to_prompt_prefix() 方法",
-      "tags": [
-        "Signature",
-        "to_prompt_prefix"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Module",
-      "type": "class",
-      "name": "Module",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "可组合的 Prompt 策略模块",
-      "tags": [
-        "Module"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Module.render",
-      "type": "function",
-      "name": "render",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "Module.render() 方法",
-      "tags": [
-        "Module",
-        "render"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:BootstrapPromptOptimizer",
-      "type": "class",
-      "name": "BootstrapPromptOptimizer",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "基于 few-shot + failure patterns 的规则优化器",
-      "tags": [
-        "BootstrapPromptOptimizer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:BootstrapPromptOptimizer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "BootstrapPromptOptimizer.__init__(max_demos, min_examples_for_optimization) 方法",
-      "tags": [
-        "BootstrapPromptOptimizer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BootstrapPromptOptimizer.add_example",
-      "type": "function",
-      "name": "add_example",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "BootstrapPromptOptimizer.add_example(input_data, output_data, quality_score) 方法",
-      "tags": [
-        "BootstrapPromptOptimizer",
-        "add_example"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BootstrapPromptOptimizer.optimize",
-      "type": "function",
-      "name": "optimize",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "BootstrapPromptOptimizer.optimize(module) 异步方法",
-      "tags": [
-        "BootstrapPromptOptimizer",
-        "optimize"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BootstrapPromptOptimizer.example_count",
-      "type": "function",
-      "name": "example_count",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "BootstrapPromptOptimizer.example_count() 方法",
-      "tags": [
-        "BootstrapPromptOptimizer",
-        "example_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMPromptOptimizer",
-      "type": "class",
-      "name": "LLMPromptOptimizer",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "LLM 驱动的 Prompt 优化器",
-      "tags": [
-        "LLMPromptOptimizer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:LLMPromptOptimizer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "LLMPromptOptimizer.__init__(llm_gateway, model, max_demos, min_examples_for_optimization) 方法",
-      "tags": [
-        "LLMPromptOptimizer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMPromptOptimizer.add_example",
-      "type": "function",
-      "name": "add_example",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "LLMPromptOptimizer.add_example(input_data, output_data, quality_score) 方法",
-      "tags": [
-        "LLMPromptOptimizer",
-        "add_example"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMPromptOptimizer.optimize",
-      "type": "function",
-      "name": "optimize",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "LLMPromptOptimizer.optimize(module, trace, reflection) 异步方法",
-      "tags": [
-        "LLMPromptOptimizer",
-        "optimize"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMPromptOptimizer._llm_optimize_instruction",
-      "type": "function",
-      "name": "_llm_optimize_instruction",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "LLMPromptOptimizer._llm_optimize_instruction(module, trace, reflection) 异步方法",
-      "tags": [
-        "LLMPromptOptimizer",
-        "_llm_optimize_instruction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMPromptOptimizer._build_optimization_prompt",
-      "type": "function",
-      "name": "_build_optimization_prompt",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "LLMPromptOptimizer._build_optimization_prompt(module, trace, reflection) 方法",
-      "tags": [
-        "LLMPromptOptimizer",
-        "_build_optimization_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMPromptOptimizer.example_count",
-      "type": "function",
-      "name": "example_count",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "LLMPromptOptimizer.example_count() 方法",
-      "tags": [
-        "LLMPromptOptimizer",
-        "example_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Reflection",
-      "type": "class",
-      "name": "Reflection",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "反思结果",
-      "tags": [
-        "Reflection"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RuleBasedReflector",
-      "type": "class",
-      "name": "RuleBasedReflector",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "基于规则的执行反思器",
-      "tags": [
-        "RuleBasedReflector"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:RuleBasedReflector.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "RuleBasedReflector.__init__(quality_scorer, pattern_extractor) 方法",
-      "tags": [
-        "RuleBasedReflector",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleBasedReflector.reflect",
-      "type": "function",
-      "name": "reflect",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "RuleBasedReflector.reflect(task, result) 异步方法",
-      "tags": [
-        "RuleBasedReflector",
-        "reflect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleBasedReflector._score_quality",
-      "type": "function",
-      "name": "_score_quality",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "RuleBasedReflector._score_quality(task, result) 异步方法",
-      "tags": [
-        "RuleBasedReflector",
-        "_score_quality"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleBasedReflector._extract_patterns",
-      "type": "function",
-      "name": "_extract_patterns",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "RuleBasedReflector._extract_patterns(task, result, outcome) 异步方法",
-      "tags": [
-        "RuleBasedReflector",
-        "_extract_patterns"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleBasedReflector._generate_insights",
-      "type": "function",
-      "name": "_generate_insights",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "RuleBasedReflector._generate_insights(outcome, quality_score, patterns) 方法",
-      "tags": [
-        "RuleBasedReflector",
-        "_generate_insights"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleBasedReflector._generate_suggestions",
-      "type": "function",
-      "name": "_generate_suggestions",
-      "filePath": "src/agentkit/evolution/reflector.py",
-      "layer": "utility",
-      "summary": "RuleBasedReflector._generate_suggestions(outcome, quality_score, patterns) 方法",
-      "tags": [
-        "RuleBasedReflector",
-        "_generate_suggestions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StrategyConfig",
-      "type": "class",
-      "name": "StrategyConfig",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "策略配置",
-      "tags": [
-        "StrategyConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StrategyTuner",
-      "type": "class",
-      "name": "StrategyTuner",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "策略调优器",
-      "tags": [
-        "StrategyTuner"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:StrategyTuner.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "StrategyTuner.__init__(param_ranges) 方法",
-      "tags": [
-        "StrategyTuner",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StrategyTuner.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "StrategyTuner.record(config, metric) 方法",
-      "tags": [
-        "StrategyTuner",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StrategyTuner.suggest",
-      "type": "function",
-      "name": "suggest",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "StrategyTuner.suggest(current) 异步方法",
-      "tags": [
-        "StrategyTuner",
-        "suggest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StrategyTuner._optimize_param_1d",
-      "type": "function",
-      "name": "_optimize_param_1d",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "StrategyTuner._optimize_param_1d(param_name, get_value, best_value, noise_std) 方法",
-      "tags": [
-        "StrategyTuner",
-        "_optimize_param_1d"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StrategyTuner._clamp",
-      "type": "function",
-      "name": "_clamp",
-      "filePath": "src/agentkit/evolution/strategy_tuner.py",
-      "layer": "utility",
-      "summary": "StrategyTuner._clamp(value, min_val, max_val) 方法",
-      "tags": [
-        "StrategyTuner",
-        "_clamp"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CacheEntry",
-      "type": "class",
-      "name": "CacheEntry",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "A cached LLM response with metadata.",
-      "tags": [
-        "CacheEntry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CacheResult",
-      "type": "class",
-      "name": "CacheResult",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "Result of a cache lookup.",
-      "tags": [
-        "CacheResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMCache",
-      "type": "class",
-      "name": "LLMCache",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "LLM response cache interface.",
-      "tags": [
-        "LLMCache"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:LLMCache.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "LLMCache.get(key) 异步方法",
-      "tags": [
-        "LLMCache",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMCache.semantic_search",
-      "type": "function",
-      "name": "semantic_search",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "LLMCache.semantic_search(query_embedding, threshold) 异步方法",
-      "tags": [
-        "LLMCache",
-        "semantic_search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMCache.put",
-      "type": "function",
-      "name": "put",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "LLMCache.put(key, response, query_embedding) 异步方法",
-      "tags": [
-        "LLMCache",
-        "put"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMCache.invalidate",
-      "type": "function",
-      "name": "invalidate",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "LLMCache.invalidate(pattern) 异步方法",
-      "tags": [
-        "LLMCache",
-        "invalidate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMCache.stats",
-      "type": "function",
-      "name": "stats",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "LLMCache.stats() 异步方法",
-      "tags": [
-        "LLMCache",
-        "stats"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryLLMCache",
-      "type": "class",
-      "name": "InMemoryLLMCache",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "In-memory LLM cache with LRU eviction and semantic search.",
-      "tags": [
-        "InMemoryLLMCache"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:InMemoryLLMCache.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "InMemoryLLMCache.__init__(max_entries, exact_ttl, semantic_ttl, similarity_threshold) 方法",
-      "tags": [
-        "InMemoryLLMCache",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLLMCache.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "InMemoryLLMCache.get(key) 异步方法",
-      "tags": [
-        "InMemoryLLMCache",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLLMCache.semantic_search",
-      "type": "function",
-      "name": "semantic_search",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "InMemoryLLMCache.semantic_search(query_embedding, threshold) 异步方法",
-      "tags": [
-        "InMemoryLLMCache",
-        "semantic_search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLLMCache.put",
-      "type": "function",
-      "name": "put",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "InMemoryLLMCache.put(key, response, query_embedding) 异步方法",
-      "tags": [
-        "InMemoryLLMCache",
-        "put"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLLMCache.invalidate",
-      "type": "function",
-      "name": "invalidate",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "InMemoryLLMCache.invalidate(pattern) 异步方法",
-      "tags": [
-        "InMemoryLLMCache",
-        "invalidate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLLMCache.stats",
-      "type": "function",
-      "name": "stats",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "InMemoryLLMCache.stats() 异步方法",
-      "tags": [
-        "InMemoryLLMCache",
-        "stats"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RedisLLMCache",
-      "type": "class",
-      "name": "RedisLLMCache",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "Redis-backed LLM cache with SET index for semantic search.",
-      "tags": [
-        "RedisLLMCache"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:RedisLLMCache.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache.__init__(redis_url, max_entries, exact_ttl, semantic_ttl, similarity_threshold, max_entries_to_scan, fallback) 方法",
-      "tags": [
-        "RedisLLMCache",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache._get_redis",
-      "type": "function",
-      "name": "_get_redis",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache._get_redis() 异步方法",
-      "tags": [
-        "RedisLLMCache",
-        "_get_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache.aclose",
-      "type": "function",
-      "name": "aclose",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache.aclose() 异步方法",
-      "tags": [
-        "RedisLLMCache",
-        "aclose"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache._degrade_to_fallback",
-      "type": "function",
-      "name": "_degrade_to_fallback",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache._degrade_to_fallback() 方法",
-      "tags": [
-        "RedisLLMCache",
-        "_degrade_to_fallback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache._try_recover",
-      "type": "function",
-      "name": "_try_recover",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache._try_recover() 方法",
-      "tags": [
-        "RedisLLMCache",
-        "_try_recover"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache.get(key) 异步方法",
-      "tags": [
-        "RedisLLMCache",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache.semantic_search",
-      "type": "function",
-      "name": "semantic_search",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache.semantic_search(query_embedding, threshold) 异步方法",
-      "tags": [
-        "RedisLLMCache",
-        "semantic_search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache.put",
-      "type": "function",
-      "name": "put",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache.put(key, response, query_embedding) 异步方法",
-      "tags": [
-        "RedisLLMCache",
-        "put"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache.invalidate",
-      "type": "function",
-      "name": "invalidate",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache.invalidate(pattern) 异步方法",
-      "tags": [
-        "RedisLLMCache",
-        "invalidate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisLLMCache.stats",
-      "type": "function",
-      "name": "stats",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "RedisLLMCache.stats() 异步方法",
-      "tags": [
-        "RedisLLMCache",
-        "stats"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CacheConfig",
-      "type": "class",
-      "name": "CacheConfig",
-      "filePath": "src/agentkit/llm/config.py",
-      "layer": "utility",
-      "summary": "LLM Cache 配置",
-      "tags": [
-        "CacheConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CacheConfig.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/llm/config.py",
-      "layer": "utility",
-      "summary": "CacheConfig.from_dict(cls, data) 方法",
-      "tags": [
-        "CacheConfig",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ProviderConfig",
-      "type": "class",
-      "name": "ProviderConfig",
-      "filePath": "src/agentkit/llm/config.py",
-      "layer": "utility",
-      "summary": "Provider 配置",
-      "tags": [
-        "ProviderConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMConfig",
-      "type": "class",
-      "name": "LLMConfig",
-      "filePath": "src/agentkit/llm/config.py",
-      "layer": "utility",
-      "summary": "LLM 配置",
-      "tags": [
-        "LLMConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMConfig.from_yaml",
-      "type": "function",
-      "name": "from_yaml",
-      "filePath": "src/agentkit/llm/config.py",
-      "layer": "utility",
-      "summary": "LLMConfig.from_yaml(cls, path) 方法",
-      "tags": [
-        "LLMConfig",
-        "from_yaml"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMConfig.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/llm/config.py",
-      "layer": "utility",
-      "summary": "LLMConfig.from_dict(cls, data) 方法",
-      "tags": [
-        "LLMConfig",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMGateway",
-      "type": "class",
-      "name": "LLMGateway",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLM 网关 - Provider 注册、模型别名解析、Fallback、Usage 追踪、Cache",
-      "tags": [
-        "LLMGateway"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:LLMGateway.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway.__init__(config, usage_store) 方法",
-      "tags": [
-        "LLMGateway",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway._create_embedder",
-      "type": "function",
-      "name": "_create_embedder",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway._create_embedder(cache_config) 方法",
-      "tags": [
-        "LLMGateway",
-        "_create_embedder"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway.register_provider",
-      "type": "function",
-      "name": "register_provider",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway.register_provider(name, provider) 方法",
-      "tags": [
-        "LLMGateway",
-        "register_provider"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway.has_providers",
-      "type": "function",
-      "name": "has_providers",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway.has_providers() 方法",
-      "tags": [
-        "LLMGateway",
-        "has_providers"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway.chat(messages, model, agent_name, task_type, tools, tool_choice, timeout) 异步方法 - 支持超时透传和空响应检测",
-      "tags": [
-        "LLMGateway",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway.chat_stream",
-      "type": "function",
-      "name": "chat_stream",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway.chat_stream(messages, model, agent_name, task_type, tools, tool_choice, timeout) 异步方法 - 支持超时透传和空流检测",
-      "tags": [
-        "LLMGateway",
-        "chat_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway._get_models_to_try",
-      "type": "function",
-      "name": "_get_models_to_try",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway._get_models_to_try(resolved_model) 方法",
-      "tags": [
-        "LLMGateway",
-        "_get_models_to_try"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway._resolve_model_alias",
-      "type": "function",
-      "name": "_resolve_model_alias",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway._resolve_model_alias(model) 方法",
-      "tags": [
-        "LLMGateway",
-        "_resolve_model_alias"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway._resolve_model",
-      "type": "function",
-      "name": "_resolve_model",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway._resolve_model(model) 方法",
-      "tags": [
-        "LLMGateway",
-        "_resolve_model"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway._get_fallback_model",
-      "type": "function",
-      "name": "_get_fallback_model",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway._get_fallback_model(model) 方法",
-      "tags": [
-        "LLMGateway",
-        "_get_fallback_model"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway._calculate_cost",
-      "type": "function",
-      "name": "_calculate_cost",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway._calculate_cost(model, usage) 方法",
-      "tags": [
-        "LLMGateway",
-        "_calculate_cost"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMGateway.get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/llm/gateway.py",
-      "layer": "utility",
-      "summary": "LLMGateway.get_usage(agent_name, start_time, end_time) 方法",
-      "tags": [
-        "LLMGateway",
-        "get_usage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TokenUsage",
-      "type": "class",
-      "name": "TokenUsage",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "Token 使用量",
-      "tags": [
-        "TokenUsage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TokenUsage.total_tokens",
-      "type": "function",
-      "name": "total_tokens",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "TokenUsage.total_tokens() 方法",
-      "tags": [
-        "TokenUsage",
-        "total_tokens"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ToolCall",
-      "type": "class",
-      "name": "ToolCall",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "工具调用",
-      "tags": [
-        "ToolCall"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMRequest",
-      "type": "class",
-      "name": "LLMRequest",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLM 请求（含 timeout 超时控制）",
-      "tags": [
-        "LLMRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMRequest.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLMRequest.__init__(messages, model, tools, tool_choice, temperature, max_tokens, timeout) 方法",
-      "tags": [
-        "LLMRequest",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StreamChunk",
-      "type": "class",
-      "name": "StreamChunk",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLM 流式响应块",
-      "tags": [
-        "StreamChunk"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMResponse",
-      "type": "class",
-      "name": "LLMResponse",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLM 响应",
-      "tags": [
-        "LLMResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMResponse.has_tool_calls",
-      "type": "function",
-      "name": "has_tool_calls",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLMResponse.has_tool_calls() 方法",
-      "tags": [
-        "LLMResponse",
-        "has_tool_calls"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMProvider",
-      "type": "class",
-      "name": "LLMProvider",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLM Provider 抽象基类",
-      "tags": [
-        "LLMProvider"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMProvider.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLMProvider.chat(request) 异步方法",
-      "tags": [
-        "LLMProvider",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMProvider.chat_stream",
-      "type": "function",
-      "name": "chat_stream",
-      "filePath": "src/agentkit/llm/protocol.py",
-      "layer": "utility",
-      "summary": "LLMProvider.chat_stream(request) 异步方法",
-      "tags": [
-        "LLMProvider",
-        "chat_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_AnthropicStreamContext",
-      "type": "class",
-      "name": "_AnthropicStreamContext",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "Wraps an httpx streaming response context manager for use with retry/circuit breaker.",
-      "tags": [
-        "_AnthropicStreamContext"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_AnthropicStreamContext.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "_AnthropicStreamContext.__init__(response_ctx, response) 方法",
-      "tags": [
-        "_AnthropicStreamContext",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_AnthropicStreamContext.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "_AnthropicStreamContext.__aenter__() 异步方法",
-      "tags": [
-        "_AnthropicStreamContext",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_AnthropicStreamContext.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "_AnthropicStreamContext.__aexit__(exc_type, exc_val, exc_tb) 异步方法",
-      "tags": [
-        "_AnthropicStreamContext",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AnthropicProvider",
-      "type": "class",
-      "name": "AnthropicProvider",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "Anthropic Messages API 原生 Provider",
-      "tags": [
-        "AnthropicProvider"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:AnthropicProvider.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider.__init__(api_key, model, max_tokens, base_url, timeout, thinking_enabled, retry_config, circuit_breaker_config, max_connections, max_keepalive_connections, keepalive_expiry) 方法",
-      "tags": [
-        "AnthropicProvider",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._get_client",
-      "type": "function",
-      "name": "_get_client",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._get_client() 方法",
-      "tags": [
-        "AnthropicProvider",
-        "_get_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider.close() 异步方法",
-      "tags": [
-        "AnthropicProvider",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._build_headers",
-      "type": "function",
-      "name": "_build_headers",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._build_headers() 方法",
-      "tags": [
-        "AnthropicProvider",
-        "_build_headers"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._convert_messages",
-      "type": "function",
-      "name": "_convert_messages",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._convert_messages(messages) 方法",
-      "tags": [
-        "AnthropicProvider",
-        "_convert_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._convert_tools",
-      "type": "function",
-      "name": "_convert_tools",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._convert_tools(tools) 方法",
-      "tags": [
-        "AnthropicProvider",
-        "_convert_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._convert_tool_choice",
-      "type": "function",
-      "name": "_convert_tool_choice",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._convert_tool_choice(tool_choice) 方法",
-      "tags": [
-        "AnthropicProvider",
-        "_convert_tool_choice"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._parse_response",
-      "type": "function",
-      "name": "_parse_response",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._parse_response(data, model) 方法",
-      "tags": [
-        "AnthropicProvider",
-        "_parse_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._handle_error",
-      "type": "function",
-      "name": "_handle_error",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._handle_error(status_code, resp_body) 方法",
-      "tags": [
-        "AnthropicProvider",
-        "_handle_error"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider.chat(request) 异步方法",
-      "tags": [
-        "AnthropicProvider",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._chat_impl",
-      "type": "function",
-      "name": "_chat_impl",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._chat_impl(request) 异步方法",
-      "tags": [
-        "AnthropicProvider",
-        "_chat_impl"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider.chat_stream",
-      "type": "function",
-      "name": "chat_stream",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider.chat_stream(request) 异步方法",
-      "tags": [
-        "AnthropicProvider",
-        "chat_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._open_stream",
-      "type": "function",
-      "name": "_open_stream",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._open_stream(request) 异步方法",
-      "tags": [
-        "AnthropicProvider",
-        "_open_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider._iterate_stream",
-      "type": "function",
-      "name": "_iterate_stream",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider._iterate_stream(response, request) 异步方法",
-      "tags": [
-        "AnthropicProvider",
-        "_iterate_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AnthropicProvider.get_model_info",
-      "type": "function",
-      "name": "get_model_info",
-      "filePath": "src/agentkit/llm/providers/anthropic.py",
-      "layer": "utility",
-      "summary": "AnthropicProvider.get_model_info() 方法",
-      "tags": [
-        "AnthropicProvider",
-        "get_model_info"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DoubaoProvider",
-      "type": "class",
-      "name": "DoubaoProvider",
-      "filePath": "src/agentkit/llm/providers/doubao.py",
-      "layer": "utility",
-      "summary": "字节豆包 Provider",
-      "tags": [
-        "DoubaoProvider"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DoubaoProvider.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/doubao.py",
-      "layer": "utility",
-      "summary": "DoubaoProvider.__init__(api_key, base_url, default_model) 方法",
-      "tags": [
-        "DoubaoProvider",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DoubaoProvider.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/providers/doubao.py",
-      "layer": "utility",
-      "summary": "DoubaoProvider.chat(request) 异步方法",
-      "tags": [
-        "DoubaoProvider",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_GeminiStreamContext",
-      "type": "class",
-      "name": "_GeminiStreamContext",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "Wraps an httpx streaming response context manager for use with retry/circuit breaker.",
-      "tags": [
-        "_GeminiStreamContext"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_GeminiStreamContext.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "_GeminiStreamContext.__init__(response_ctx, response) 方法",
-      "tags": [
-        "_GeminiStreamContext",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_GeminiStreamContext.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "_GeminiStreamContext.__aenter__() 异步方法",
-      "tags": [
-        "_GeminiStreamContext",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_GeminiStreamContext.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "_GeminiStreamContext.__aexit__(exc_type, exc_val, exc_tb) 异步方法",
-      "tags": [
-        "_GeminiStreamContext",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:GeminiProvider",
-      "type": "class",
-      "name": "GeminiProvider",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "Google Gemini API 原生 Provider",
-      "tags": [
-        "GeminiProvider"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:GeminiProvider.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider.__init__(api_key, model, max_output_tokens, base_url, timeout, safety_settings, retry_config, circuit_breaker_config, max_connections, max_keepalive_connections, keepalive_expiry) 方法",
-      "tags": [
-        "GeminiProvider",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._get_client",
-      "type": "function",
-      "name": "_get_client",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._get_client() 方法",
-      "tags": [
-        "GeminiProvider",
-        "_get_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider.close() 异步方法",
-      "tags": [
-        "GeminiProvider",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._convert_messages",
-      "type": "function",
-      "name": "_convert_messages",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._convert_messages(messages) 方法",
-      "tags": [
-        "GeminiProvider",
-        "_convert_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._convert_tools",
-      "type": "function",
-      "name": "_convert_tools",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._convert_tools(tools) 方法",
-      "tags": [
-        "GeminiProvider",
-        "_convert_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._convert_tool_choice",
-      "type": "function",
-      "name": "_convert_tool_choice",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._convert_tool_choice(tool_choice) 方法",
-      "tags": [
-        "GeminiProvider",
-        "_convert_tool_choice"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._parse_response",
-      "type": "function",
-      "name": "_parse_response",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._parse_response(data, model) 方法",
-      "tags": [
-        "GeminiProvider",
-        "_parse_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._handle_error",
-      "type": "function",
-      "name": "_handle_error",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._handle_error(status_code, resp_body) 方法",
-      "tags": [
-        "GeminiProvider",
-        "_handle_error"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider.chat(request) 异步方法",
-      "tags": [
-        "GeminiProvider",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._chat_impl",
-      "type": "function",
-      "name": "_chat_impl",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._chat_impl(request) 异步方法",
-      "tags": [
-        "GeminiProvider",
-        "_chat_impl"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider.chat_stream",
-      "type": "function",
-      "name": "chat_stream",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider.chat_stream(request) 异步方法",
-      "tags": [
-        "GeminiProvider",
-        "chat_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._open_stream",
-      "type": "function",
-      "name": "_open_stream",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._open_stream(request) 异步方法",
-      "tags": [
-        "GeminiProvider",
-        "_open_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider._iterate_stream",
-      "type": "function",
-      "name": "_iterate_stream",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider._iterate_stream(response, request) 异步方法",
-      "tags": [
-        "GeminiProvider",
-        "_iterate_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GeminiProvider.get_model_info",
-      "type": "function",
-      "name": "get_model_info",
-      "filePath": "src/agentkit/llm/providers/gemini.py",
-      "layer": "utility",
-      "summary": "GeminiProvider.get_model_info() 方法",
-      "tags": [
-        "GeminiProvider",
-        "get_model_info"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_StreamContext",
-      "type": "class",
-      "name": "_StreamContext",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "Wraps an httpx streaming response context manager for use with retry/circuit breaker.",
-      "tags": [
-        "_StreamContext"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_StreamContext.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "_StreamContext.__init__(response_ctx, response) 方法",
-      "tags": [
-        "_StreamContext",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_StreamContext.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "_StreamContext.__aenter__() 异步方法",
-      "tags": [
-        "_StreamContext",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_StreamContext.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "_StreamContext.__aexit__(exc_type, exc_val, exc_tb) 异步方法",
-      "tags": [
-        "_StreamContext",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OpenAICompatibleProvider",
-      "type": "class",
-      "name": "OpenAICompatibleProvider",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAI 兼容 API Provider",
-      "tags": [
-        "OpenAICompatibleProvider"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:OpenAICompatibleProvider.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAICompatibleProvider.__init__(api_key, base_url, default_model, retry_config, circuit_breaker_config, max_connections, max_keepalive_connections, keepalive_expiry) 方法",
-      "tags": [
-        "OpenAICompatibleProvider",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAICompatibleProvider.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAICompatibleProvider.close() 异步方法",
-      "tags": [
-        "OpenAICompatibleProvider",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAICompatibleProvider.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAICompatibleProvider.chat(request) 异步方法",
-      "tags": [
-        "OpenAICompatibleProvider",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAICompatibleProvider._chat_impl",
-      "type": "function",
-      "name": "_chat_impl",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAICompatibleProvider._chat_impl(request) 异步方法",
-      "tags": [
-        "OpenAICompatibleProvider",
-        "_chat_impl"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAICompatibleProvider.chat_stream",
-      "type": "function",
-      "name": "chat_stream",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAICompatibleProvider.chat_stream(request) 异步方法",
-      "tags": [
-        "OpenAICompatibleProvider",
-        "chat_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAICompatibleProvider._open_stream",
-      "type": "function",
-      "name": "_open_stream",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAICompatibleProvider._open_stream(request) 异步方法",
-      "tags": [
-        "OpenAICompatibleProvider",
-        "_open_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAICompatibleProvider._iterate_stream",
-      "type": "function",
-      "name": "_iterate_stream",
-      "filePath": "src/agentkit/llm/providers/openai.py",
-      "layer": "utility",
-      "summary": "OpenAICompatibleProvider._iterate_stream(response, request) 异步方法",
-      "tags": [
-        "OpenAICompatibleProvider",
-        "_iterate_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UsageTracker",
-      "type": "class",
-      "name": "UsageTracker",
-      "filePath": "src/agentkit/llm/providers/tracker.py",
-      "layer": "utility",
-      "summary": "使用量追踪器 — 委托给可插拔的 UsageStore",
-      "tags": [
-        "UsageTracker"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:UsageTracker.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/tracker.py",
-      "layer": "utility",
-      "summary": "UsageTracker.__init__(store) 方法",
-      "tags": [
-        "UsageTracker",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:UsageTracker.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/llm/providers/tracker.py",
-      "layer": "utility",
-      "summary": "UsageTracker.record(agent_name, model, usage, cost, latency_ms) 方法",
-      "tags": [
-        "UsageTracker",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:UsageTracker.get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/llm/providers/tracker.py",
-      "layer": "utility",
-      "summary": "UsageTracker.get_usage(agent_name, start_time, end_time) 方法",
-      "tags": [
-        "UsageTracker",
-        "get_usage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UsageRecord",
-      "type": "class",
-      "name": "UsageRecord",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "使用量记录",
-      "tags": [
-        "UsageRecord"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:UsageRecord.__post_init__",
-      "type": "function",
-      "name": "__post_init__",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "UsageRecord.__post_init__() 方法",
-      "tags": [
-        "UsageRecord",
-        "__post_init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UsageBucket",
-      "type": "class",
-      "name": "UsageBucket",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "Aggregated usage for an agent+model pair on a given date.",
-      "tags": [
-        "UsageBucket"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UsageSummary",
-      "type": "class",
-      "name": "UsageSummary",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "使用量汇总",
-      "tags": [
-        "UsageSummary"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UsageStore",
-      "type": "class",
-      "name": "UsageStore",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "Persistent usage store interface.",
-      "tags": [
-        "UsageStore"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:UsageStore.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "UsageStore.record(agent_name, model, usage, cost, latency_ms) 方法",
-      "tags": [
-        "UsageStore",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:UsageStore.get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "UsageStore.get_usage(agent_name, start_time, end_time) 方法",
-      "tags": [
-        "UsageStore",
-        "get_usage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryUsageStore",
-      "type": "class",
-      "name": "InMemoryUsageStore",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "In-memory usage store (drop-in replacement for old UsageTracker).",
-      "tags": [
-        "InMemoryUsageStore"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryUsageStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "InMemoryUsageStore.__init__() 方法",
-      "tags": [
-        "InMemoryUsageStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryUsageStore.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "InMemoryUsageStore.record(agent_name, model, usage, cost, latency_ms) 方法",
-      "tags": [
-        "InMemoryUsageStore",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryUsageStore.get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "InMemoryUsageStore.get_usage(agent_name, start_time, end_time) 方法",
-      "tags": [
-        "InMemoryUsageStore",
-        "get_usage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RedisUsageStore",
-      "type": "class",
-      "name": "RedisUsageStore",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "Redis-backed usage store using Hash per date for O(1) writes.",
-      "tags": [
-        "RedisUsageStore"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:RedisUsageStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore.__init__(redis_url) 方法",
-      "tags": [
-        "RedisUsageStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisUsageStore._get_redis",
-      "type": "function",
-      "name": "_get_redis",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore._get_redis() 异步方法",
-      "tags": [
-        "RedisUsageStore",
-        "_get_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisUsageStore._get_sync_redis",
-      "type": "function",
-      "name": "_get_sync_redis",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore._get_sync_redis() 方法",
-      "tags": [
-        "RedisUsageStore",
-        "_get_sync_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisUsageStore.aclose",
-      "type": "function",
-      "name": "aclose",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore.aclose() 异步方法",
-      "tags": [
-        "RedisUsageStore",
-        "aclose"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisUsageStore._degrade_to_fallback",
-      "type": "function",
-      "name": "_degrade_to_fallback",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore._degrade_to_fallback() 方法",
-      "tags": [
-        "RedisUsageStore",
-        "_degrade_to_fallback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisUsageStore._today_key",
-      "type": "function",
-      "name": "_today_key",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore._today_key() 方法",
-      "tags": [
-        "RedisUsageStore",
-        "_today_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisUsageStore.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore.record(agent_name, model, usage, cost, latency_ms) 方法",
-      "tags": [
-        "RedisUsageStore",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisUsageStore.get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "RedisUsageStore.get_usage(agent_name, start_time, end_time) 方法",
-      "tags": [
-        "RedisUsageStore",
-        "get_usage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WenxinProvider",
-      "type": "class",
-      "name": "WenxinProvider",
-      "filePath": "src/agentkit/llm/providers/wenxin.py",
-      "layer": "utility",
-      "summary": "百度文心 ERNIE Provider",
-      "tags": [
-        "WenxinProvider"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WenxinProvider.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/wenxin.py",
-      "layer": "utility",
-      "summary": "WenxinProvider.__init__(api_key, access_key, secret_key, base_url, default_model) 方法",
-      "tags": [
-        "WenxinProvider",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WenxinProvider.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/providers/wenxin.py",
-      "layer": "utility",
-      "summary": "WenxinProvider.chat(request) 异步方法",
-      "tags": [
-        "WenxinProvider",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WenxinProvider._ensure_access_token",
-      "type": "function",
-      "name": "_ensure_access_token",
-      "filePath": "src/agentkit/llm/providers/wenxin.py",
-      "layer": "utility",
-      "summary": "WenxinProvider._ensure_access_token() 异步方法",
-      "tags": [
-        "WenxinProvider",
-        "_ensure_access_token"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:YuanbaoProvider",
-      "type": "class",
-      "name": "YuanbaoProvider",
-      "filePath": "src/agentkit/llm/providers/yuanbao.py",
-      "layer": "utility",
-      "summary": "腾讯混元/元宝 Provider",
-      "tags": [
-        "YuanbaoProvider"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:YuanbaoProvider.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/providers/yuanbao.py",
-      "layer": "utility",
-      "summary": "YuanbaoProvider.__init__(api_key, base_url, default_model, enable_enhancement) 方法",
-      "tags": [
-        "YuanbaoProvider",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:YuanbaoProvider.chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/llm/providers/yuanbao.py",
-      "layer": "utility",
-      "summary": "YuanbaoProvider.chat(request) 异步方法",
-      "tags": [
-        "YuanbaoProvider",
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RetryConfig",
-      "type": "class",
-      "name": "RetryConfig",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "Retry policy configuration",
-      "tags": [
-        "RetryConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CircuitState",
-      "type": "class",
-      "name": "CircuitState",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "Circuit breaker states",
-      "tags": [
-        "CircuitState"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CircuitBreakerConfig",
-      "type": "class",
-      "name": "CircuitBreakerConfig",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "Circuit breaker configuration",
-      "tags": [
-        "CircuitBreakerConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CircuitOpenError",
-      "type": "class",
-      "name": "CircuitOpenError",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "Raised when the circuit breaker is open",
-      "tags": [
-        "CircuitOpenError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CircuitOpenError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "CircuitOpenError.__init__(provider) 方法",
-      "tags": [
-        "CircuitOpenError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RetryPolicy",
-      "type": "class",
-      "name": "RetryPolicy",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "Retry with exponential backoff for transient failures",
-      "tags": [
-        "RetryPolicy"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RetryPolicy.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "RetryPolicy.__init__(config) 方法",
-      "tags": [
-        "RetryPolicy",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RetryPolicy.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "RetryPolicy.execute(fn) 异步方法",
-      "tags": [
-        "RetryPolicy",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CircuitBreaker",
-      "type": "class",
-      "name": "CircuitBreaker",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "Circuit breaker to prevent cascading failures",
-      "tags": [
-        "CircuitBreaker"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:CircuitBreaker.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "CircuitBreaker.__init__(config, provider) 方法",
-      "tags": [
-        "CircuitBreaker",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CircuitBreaker.state",
-      "type": "function",
-      "name": "state",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "CircuitBreaker.state() 方法",
-      "tags": [
-        "CircuitBreaker",
-        "state"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CircuitBreaker._on_success",
-      "type": "function",
-      "name": "_on_success",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "CircuitBreaker._on_success() 方法",
-      "tags": [
-        "CircuitBreaker",
-        "_on_success"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CircuitBreaker._on_failure",
-      "type": "function",
-      "name": "_on_failure",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "CircuitBreaker._on_failure() 方法",
-      "tags": [
-        "CircuitBreaker",
-        "_on_failure"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CircuitBreaker.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "CircuitBreaker.execute(fn) 异步方法",
-      "tags": [
-        "CircuitBreaker",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Bid",
-      "type": "class",
-      "name": "Bid",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "Agent 竞价信息",
-      "tags": [
-        "Bid"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Bid.__post_init__",
-      "type": "function",
-      "name": "__post_init__",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "Bid.__post_init__() 方法",
-      "tags": [
-        "Bid",
-        "__post_init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AuctionResult",
-      "type": "class",
-      "name": "AuctionResult",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "拍卖结果",
-      "tags": [
-        "AuctionResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AuctionHouse",
-      "type": "class",
-      "name": "AuctionHouse",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "Auction-based agent selection mechanism.",
-      "tags": [
-        "AuctionHouse"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:AuctionHouse.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "AuctionHouse.__init__(wealth_tracker) 方法",
-      "tags": [
-        "AuctionHouse",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AuctionHouse.run_auction",
-      "type": "function",
-      "name": "run_auction",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "AuctionHouse.run_auction(task_description, bidders) 异步方法",
-      "tags": [
-        "AuctionHouse",
-        "run_auction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AuctionHouse.score_bid",
-      "type": "function",
-      "name": "score_bid",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "AuctionHouse.score_bid(bid) 方法",
-      "tags": [
-        "AuctionHouse",
-        "score_bid"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AuctionHouse.filter_by_capabilities",
-      "type": "function",
-      "name": "filter_by_capabilities",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "AuctionHouse.filter_by_capabilities(bidders, required_capabilities) 方法",
-      "tags": [
-        "AuctionHouse",
-        "filter_by_capabilities"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AuctionHouse.run_vickrey_auction",
-      "type": "function",
-      "name": "run_vickrey_auction",
-      "filePath": "src/agentkit/marketplace/auction.py",
-      "layer": "unknown",
-      "summary": "AuctionHouse.run_vickrey_auction(task_description, bidders, required_capabilities) 异步方法",
-      "tags": [
-        "AuctionHouse",
-        "run_vickrey_auction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WealthTracker",
-      "type": "class",
-      "name": "WealthTracker",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "Track agent wealth for auction mechanism.",
-      "tags": [
-        "WealthTracker"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:WealthTracker.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.__init__(initial_wealth) 方法",
-      "tags": [
-        "WealthTracker",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WealthTracker.get_wealth",
-      "type": "function",
-      "name": "get_wealth",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.get_wealth(agent_name) 方法",
-      "tags": [
-        "WealthTracker",
-        "get_wealth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WealthTracker.reward",
-      "type": "function",
-      "name": "reward",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.reward(agent_name, amount) 方法",
-      "tags": [
-        "WealthTracker",
-        "reward"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WealthTracker.penalize",
-      "type": "function",
-      "name": "penalize",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.penalize(agent_name, amount) 方法",
-      "tags": [
-        "WealthTracker",
-        "penalize"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WealthTracker.is_bankrupt",
-      "type": "function",
-      "name": "is_bankrupt",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.is_bankrupt(agent_name) 方法",
-      "tags": [
-        "WealthTracker",
-        "is_bankrupt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WealthTracker.reset",
-      "type": "function",
-      "name": "reset",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.reset(agent_name) 方法",
-      "tags": [
-        "WealthTracker",
-        "reset"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WealthTracker.get_rankings",
-      "type": "function",
-      "name": "get_rankings",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.get_rankings() 方法",
-      "tags": [
-        "WealthTracker",
-        "get_rankings"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WealthTracker.get_wealth_factor",
-      "type": "function",
-      "name": "get_wealth_factor",
-      "filePath": "src/agentkit/marketplace/wealth.py",
-      "layer": "unknown",
-      "summary": "WealthTracker.get_wealth_factor(agent_name) 方法",
-      "tags": [
-        "WealthTracker",
-        "get_wealth_factor"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MCPClient",
-      "type": "class",
-      "name": "MCPClient",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCP Client - 连接外部 MCP Server 并调用工具",
-      "tags": [
-        "MCPClient"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:MCPClient.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCPClient.__init__(server_url, timeout, transport) 方法",
-      "tags": [
-        "MCPClient",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPClient.from_transport",
-      "type": "function",
-      "name": "from_transport",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCPClient.from_transport(cls, transport) 方法",
-      "tags": [
-        "MCPClient",
-        "from_transport"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPClient.list_tools",
-      "type": "function",
-      "name": "list_tools",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCPClient.list_tools() 异步方法",
-      "tags": [
-        "MCPClient",
-        "list_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPClient.call_tool",
-      "type": "function",
-      "name": "call_tool",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCPClient.call_tool(tool_name, arguments) 异步方法",
-      "tags": [
-        "MCPClient",
-        "call_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPClient.as_tool",
-      "type": "function",
-      "name": "as_tool",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCPClient.as_tool(tool_name, description) 方法",
-      "tags": [
-        "MCPClient",
-        "as_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MCPTool",
-      "type": "class",
-      "name": "MCPTool",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCP 工具 - 通过 MCP Client 调用远程工具",
-      "tags": [
-        "MCPTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCPTool.__init__(name, description, client, input_schema, output_schema, version, tags) 方法",
-      "tags": [
-        "MCPTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/mcp/client.py",
-      "layer": "utility",
-      "summary": "MCPTool.execute() 异步方法",
-      "tags": [
-        "MCPTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MCPManager",
-      "type": "class",
-      "name": "MCPManager",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "管理 MCP Server 连接和工具发现",
-      "tags": [
-        "MCPManager"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:MCPManager.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager.__init__(configs, tool_registry) 方法",
-      "tags": [
-        "MCPManager",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager.start_all",
-      "type": "function",
-      "name": "start_all",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager.start_all() 异步方法",
-      "tags": [
-        "MCPManager",
-        "start_all"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager._start_server_safe",
-      "type": "function",
-      "name": "_start_server_safe",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager._start_server_safe(name, config) 异步方法",
-      "tags": [
-        "MCPManager",
-        "_start_server_safe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager._start_server",
-      "type": "function",
-      "name": "_start_server",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager._start_server(name, config) 异步方法",
-      "tags": [
-        "MCPManager",
-        "_start_server"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager.stop_all",
-      "type": "function",
-      "name": "stop_all",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager.stop_all() 异步方法",
-      "tags": [
-        "MCPManager",
-        "stop_all"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager.is_available",
-      "type": "function",
-      "name": "is_available",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager.is_available(server_name) 方法",
-      "tags": [
-        "MCPManager",
-        "is_available"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager.get_server_tools",
-      "type": "function",
-      "name": "get_server_tools",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager.get_server_tools(server_name) 方法",
-      "tags": [
-        "MCPManager",
-        "get_server_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager.list_all_tools",
-      "type": "function",
-      "name": "list_all_tools",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager.list_all_tools() 方法",
-      "tags": [
-        "MCPManager",
-        "list_all_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPManager.get_tool_registry",
-      "type": "function",
-      "name": "get_tool_registry",
-      "filePath": "src/agentkit/mcp/manager.py",
-      "layer": "utility",
-      "summary": "MCPManager.get_tool_registry() 方法",
-      "tags": [
-        "MCPManager",
-        "get_tool_registry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MCPServer",
-      "type": "class",
-      "name": "MCPServer",
-      "filePath": "src/agentkit/mcp/server.py",
-      "layer": "utility",
-      "summary": "MCP Server - 暴露 Agent 能力为 MCP 工具",
-      "tags": [
-        "MCPServer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:MCPServer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/server.py",
-      "layer": "utility",
-      "summary": "MCPServer.__init__(tool_registry, host, port) 方法",
-      "tags": [
-        "MCPServer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPServer._create_app",
-      "type": "function",
-      "name": "_create_app",
-      "filePath": "src/agentkit/mcp/server.py",
-      "layer": "utility",
-      "summary": "MCPServer._create_app() 方法",
-      "tags": [
-        "MCPServer",
-        "_create_app"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPServer.start",
-      "type": "function",
-      "name": "start",
-      "filePath": "src/agentkit/mcp/server.py",
-      "layer": "utility",
-      "summary": "MCPServer.start() 异步方法",
-      "tags": [
-        "MCPServer",
-        "start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPServer.get_app",
-      "type": "function",
-      "name": "get_app",
-      "filePath": "src/agentkit/mcp/server.py",
-      "layer": "utility",
-      "summary": "MCPServer.get_app() 方法",
-      "tags": [
-        "MCPServer",
-        "get_app"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TransportError",
-      "type": "class",
-      "name": "TransportError",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "传输层错误",
-      "tags": [
-        "TransportError"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TransportError.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "TransportError.__init__(message, cause) 方法",
-      "tags": [
-        "TransportError",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Transport",
-      "type": "class",
-      "name": "Transport",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "传输层抽象基类",
-      "tags": [
-        "Transport"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:Transport.connect",
-      "type": "function",
-      "name": "connect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "Transport.connect() 异步方法",
-      "tags": [
-        "Transport",
-        "connect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Transport.disconnect",
-      "type": "function",
-      "name": "disconnect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "Transport.disconnect() 异步方法",
-      "tags": [
-        "Transport",
-        "disconnect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Transport.send_request",
-      "type": "function",
-      "name": "send_request",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "Transport.send_request(method, params) 异步方法",
-      "tags": [
-        "Transport",
-        "send_request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Transport.receive_response",
-      "type": "function",
-      "name": "receive_response",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "Transport.receive_response() 异步方法",
-      "tags": [
-        "Transport",
-        "receive_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HTTPTransport",
-      "type": "class",
-      "name": "HTTPTransport",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "Streamable HTTP 传输",
-      "tags": [
-        "HTTPTransport"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:HTTPTransport.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "HTTPTransport.__init__(endpoint, headers, timeout) 方法",
-      "tags": [
-        "HTTPTransport",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HTTPTransport.is_connected",
-      "type": "function",
-      "name": "is_connected",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "HTTPTransport.is_connected() 方法",
-      "tags": [
-        "HTTPTransport",
-        "is_connected"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HTTPTransport.connect",
-      "type": "function",
-      "name": "connect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "HTTPTransport.connect() 异步方法",
-      "tags": [
-        "HTTPTransport",
-        "connect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HTTPTransport.disconnect",
-      "type": "function",
-      "name": "disconnect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "HTTPTransport.disconnect() 异步方法",
-      "tags": [
-        "HTTPTransport",
-        "disconnect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HTTPTransport._next_request_id",
-      "type": "function",
-      "name": "_next_request_id",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "HTTPTransport._next_request_id() 方法",
-      "tags": [
-        "HTTPTransport",
-        "_next_request_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HTTPTransport.send_request",
-      "type": "function",
-      "name": "send_request",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "HTTPTransport.send_request(method, params) 异步方法",
-      "tags": [
-        "HTTPTransport",
-        "send_request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HTTPTransport.receive_response",
-      "type": "function",
-      "name": "receive_response",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "HTTPTransport.receive_response() 异步方法",
-      "tags": [
-        "HTTPTransport",
-        "receive_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SSETransport",
-      "type": "class",
-      "name": "SSETransport",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "Server-Sent Events 传输",
-      "tags": [
-        "SSETransport"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SSETransport.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport.__init__(endpoint, sse_path, message_path, headers, timeout) 方法",
-      "tags": [
-        "SSETransport",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SSETransport.is_connected",
-      "type": "function",
-      "name": "is_connected",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport.is_connected() 方法",
-      "tags": [
-        "SSETransport",
-        "is_connected"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SSETransport.connect",
-      "type": "function",
-      "name": "connect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport.connect() 异步方法",
-      "tags": [
-        "SSETransport",
-        "connect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SSETransport.disconnect",
-      "type": "function",
-      "name": "disconnect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport.disconnect() 异步方法",
-      "tags": [
-        "SSETransport",
-        "disconnect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SSETransport._listen_sse",
-      "type": "function",
-      "name": "_listen_sse",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport._listen_sse() 异步方法",
-      "tags": [
-        "SSETransport",
-        "_listen_sse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SSETransport._next_request_id",
-      "type": "function",
-      "name": "_next_request_id",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport._next_request_id() 方法",
-      "tags": [
-        "SSETransport",
-        "_next_request_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SSETransport.send_request",
-      "type": "function",
-      "name": "send_request",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport.send_request(method, params) 异步方法",
-      "tags": [
-        "SSETransport",
-        "send_request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SSETransport.receive_response",
-      "type": "function",
-      "name": "receive_response",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "SSETransport.receive_response() 异步方法",
-      "tags": [
-        "SSETransport",
-        "receive_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StdioTransport",
-      "type": "class",
-      "name": "StdioTransport",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "Stdio 传输",
-      "tags": [
-        "StdioTransport"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:StdioTransport.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport.__init__(command, args, env, timeout) 方法",
-      "tags": [
-        "StdioTransport",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport.is_connected",
-      "type": "function",
-      "name": "is_connected",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport.is_connected() 方法",
-      "tags": [
-        "StdioTransport",
-        "is_connected"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport._next_request_id",
-      "type": "function",
-      "name": "_next_request_id",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport._next_request_id() 方法",
-      "tags": [
-        "StdioTransport",
-        "_next_request_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport.connect",
-      "type": "function",
-      "name": "connect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport.connect() 异步方法",
-      "tags": [
-        "StdioTransport",
-        "connect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport.disconnect",
-      "type": "function",
-      "name": "disconnect",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport.disconnect() 异步方法",
-      "tags": [
-        "StdioTransport",
-        "disconnect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport._cleanup",
-      "type": "function",
-      "name": "_cleanup",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport._cleanup() 异步方法",
-      "tags": [
-        "StdioTransport",
-        "_cleanup"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport.send_request",
-      "type": "function",
-      "name": "send_request",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport.send_request(method, params) 异步方法",
-      "tags": [
-        "StdioTransport",
-        "send_request"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport._send_request_internal",
-      "type": "function",
-      "name": "_send_request_internal",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport._send_request_internal(method, params) 异步方法",
-      "tags": [
-        "StdioTransport",
-        "_send_request_internal"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport._send_notification",
-      "type": "function",
-      "name": "_send_notification",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport._send_notification(method, params) 异步方法",
-      "tags": [
-        "StdioTransport",
-        "_send_notification"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport._write_message",
-      "type": "function",
-      "name": "_write_message",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport._write_message(message) 异步方法",
-      "tags": [
-        "StdioTransport",
-        "_write_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport.receive_response",
-      "type": "function",
-      "name": "receive_response",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport.receive_response() 异步方法",
-      "tags": [
-        "StdioTransport",
-        "receive_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport._read_stdout",
-      "type": "function",
-      "name": "_read_stdout",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport._read_stdout() 异步方法",
-      "tags": [
-        "StdioTransport",
-        "_read_stdout"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StdioTransport._read_stderr",
-      "type": "function",
-      "name": "_read_stderr",
-      "filePath": "src/agentkit/mcp/transport.py",
-      "layer": "utility",
-      "summary": "StdioTransport._read_stderr() 异步方法",
-      "tags": [
-        "StdioTransport",
-        "_read_stderr"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:KBAdapter",
-      "type": "class",
-      "name": "KBAdapter",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "知识库适配器抽象基类",
-      "tags": [
-        "KBAdapter"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:KBAdapter.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.__init__(source_id, source_name, source_type, timeout) 方法",
-      "tags": [
-        "KBAdapter",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.source_id",
-      "type": "function",
-      "name": "source_id",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.source_id() 方法",
-      "tags": [
-        "KBAdapter",
-        "source_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.source_name",
-      "type": "function",
-      "name": "source_name",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.source_name() 方法",
-      "tags": [
-        "KBAdapter",
-        "source_name"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.source_type",
-      "type": "function",
-      "name": "source_type",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.source_type() 方法",
-      "tags": [
-        "KBAdapter",
-        "source_type"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter._get_client",
-      "type": "function",
-      "name": "_get_client",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter._get_client() 方法",
-      "tags": [
-        "KBAdapter",
-        "_get_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter._make_client",
-      "type": "function",
-      "name": "_make_client",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter._make_client() 方法",
-      "tags": [
-        "KBAdapter",
-        "_make_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.ingest",
-      "type": "function",
-      "name": "ingest",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.ingest(documents) 异步方法",
-      "tags": [
-        "KBAdapter",
-        "ingest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter._ingest_one",
-      "type": "function",
-      "name": "_ingest_one",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter._ingest_one(document) 异步方法",
-      "tags": [
-        "KBAdapter",
-        "_ingest_one"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.query",
-      "type": "function",
-      "name": "query",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.query(text, top_k) 异步方法",
-      "tags": [
-        "KBAdapter",
-        "query"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.delete_by_id",
-      "type": "function",
-      "name": "delete_by_id",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.delete_by_id(id) 异步方法",
-      "tags": [
-        "KBAdapter",
-        "delete_by_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.list_sources() 异步方法",
-      "tags": [
-        "KBAdapter",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.health_check() 异步方法",
-      "tags": [
-        "KBAdapter",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.search(query, top_k) 异步方法",
-      "tags": [
-        "KBAdapter",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.get_document",
-      "type": "function",
-      "name": "get_document",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.get_document(doc_id) 异步方法",
-      "tags": [
-        "KBAdapter",
-        "get_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.authenticate",
-      "type": "function",
-      "name": "authenticate",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.authenticate() 异步方法",
-      "tags": [
-        "KBAdapter",
-        "authenticate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.close() 异步方法",
-      "tags": [
-        "KBAdapter",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.__aenter__() 异步方法",
-      "tags": [
-        "KBAdapter",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KBAdapter.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/memory/adapters/base.py",
-      "layer": "data",
-      "summary": "KBAdapter.__aexit__() 异步方法",
-      "tags": [
-        "KBAdapter",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ConfluenceAdapter",
-      "type": "class",
-      "name": "ConfluenceAdapter",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "Confluence 知识库适配器",
-      "tags": [
-        "ConfluenceAdapter"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ConfluenceAdapter.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter.__init__(base_url, username, api_token, space_keys, timeout) 方法",
-      "tags": [
-        "ConfluenceAdapter",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfluenceAdapter._make_client",
-      "type": "function",
-      "name": "_make_client",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter._make_client() 方法",
-      "tags": [
-        "ConfluenceAdapter",
-        "_make_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfluenceAdapter.authenticate",
-      "type": "function",
-      "name": "authenticate",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter.authenticate() 异步方法",
-      "tags": [
-        "ConfluenceAdapter",
-        "authenticate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfluenceAdapter.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter.search(query, top_k) 异步方法",
-      "tags": [
-        "ConfluenceAdapter",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfluenceAdapter.get_document",
-      "type": "function",
-      "name": "get_document",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter.get_document(doc_id) 异步方法",
-      "tags": [
-        "ConfluenceAdapter",
-        "get_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfluenceAdapter.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter.list_sources() 异步方法",
-      "tags": [
-        "ConfluenceAdapter",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConfluenceAdapter.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "ConfluenceAdapter.health_check() 异步方法",
-      "tags": [
-        "ConfluenceAdapter",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:FeishuKBAdapter",
-      "type": "class",
-      "name": "FeishuKBAdapter",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "飞书知识库适配器",
-      "tags": [
-        "FeishuKBAdapter"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:FeishuKBAdapter.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter.__init__(app_id, app_secret, base_url, space_ids, timeout) 方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FeishuKBAdapter._make_client",
-      "type": "function",
-      "name": "_make_client",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter._make_client() 方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "_make_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FeishuKBAdapter._get_access_token",
-      "type": "function",
-      "name": "_get_access_token",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter._get_access_token() 异步方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "_get_access_token"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FeishuKBAdapter.authenticate",
-      "type": "function",
-      "name": "authenticate",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter.authenticate() 异步方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "authenticate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FeishuKBAdapter.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter.search(query, top_k) 异步方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FeishuKBAdapter.get_document",
-      "type": "function",
-      "name": "get_document",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter.get_document(doc_id) 异步方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "get_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FeishuKBAdapter.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter.list_sources() 异步方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FeishuKBAdapter.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/adapters/feishu.py",
-      "layer": "data",
-      "summary": "FeishuKBAdapter.health_check() 异步方法",
-      "tags": [
-        "FeishuKBAdapter",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:GenericHTTPAdapter",
-      "type": "class",
-      "name": "GenericHTTPAdapter",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "通用 HTTP 知识库适配器",
-      "tags": [
-        "GenericHTTPAdapter"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.__init__(endpoint_url, auth_config, headers, source_id, source_name, timeout) 方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter._make_client",
-      "type": "function",
-      "name": "_make_client",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter._make_client() 方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "_make_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.search(query, top_k) 异步方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.ingest",
-      "type": "function",
-      "name": "ingest",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.ingest(documents) 异步方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "ingest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.delete_by_id",
-      "type": "function",
-      "name": "delete_by_id",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.delete_by_id(id) 异步方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "delete_by_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.get_document",
-      "type": "function",
-      "name": "get_document",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.get_document(doc_id) 异步方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "get_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.list_sources() 异步方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.health_check() 异步方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GenericHTTPAdapter.authenticate",
-      "type": "function",
-      "name": "authenticate",
-      "filePath": "src/agentkit/memory/adapters/generic_http.py",
-      "layer": "data",
-      "summary": "GenericHTTPAdapter.authenticate() 异步方法",
-      "tags": [
-        "GenericHTTPAdapter",
-        "authenticate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MemoryItem",
-      "type": "class",
-      "name": "MemoryItem",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "记忆条目",
-      "tags": [
-        "MemoryItem"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryItem.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "MemoryItem.to_dict() 方法",
-      "tags": [
-        "MemoryItem",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Memory",
-      "type": "class",
-      "name": "Memory",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "记忆抽象基类",
-      "tags": [
-        "Memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:Memory.store",
-      "type": "function",
-      "name": "store",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "Memory.store(key, value, metadata) 异步方法",
-      "tags": [
-        "Memory",
-        "store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Memory.retrieve",
-      "type": "function",
-      "name": "retrieve",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "Memory.retrieve(key) 异步方法",
-      "tags": [
-        "Memory",
-        "retrieve"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Memory.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "Memory.search(query, top_k, filters) 异步方法",
-      "tags": [
-        "Memory",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Memory.delete",
-      "type": "function",
-      "name": "delete",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "Memory.delete(key) 异步方法",
-      "tags": [
-        "Memory",
-        "delete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Memory.store_batch",
-      "type": "function",
-      "name": "store_batch",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "Memory.store_batch(items) 异步方法",
-      "tags": [
-        "Memory",
-        "store_batch"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Memory.get_context",
-      "type": "function",
-      "name": "get_context",
-      "filePath": "src/agentkit/memory/base.py",
-      "layer": "data",
-      "summary": "Memory.get_context(query, token_budget) 异步方法",
-      "tags": [
-        "Memory",
-        "get_context"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Chunk",
-      "type": "class",
-      "name": "Chunk",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "文档分块",
-      "tags": [
-        "Chunk"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Chunk.__post_init__",
-      "type": "function",
-      "name": "__post_init__",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "Chunk.__post_init__() 方法",
-      "tags": [
-        "Chunk",
-        "__post_init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Chunk.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "Chunk.to_dict() 方法",
-      "tags": [
-        "Chunk",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TextChunker",
-      "type": "class",
-      "name": "TextChunker",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "按字符数分块，带重叠",
-      "tags": [
-        "TextChunker"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:TextChunker.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "TextChunker.__init__(chunk_size, chunk_overlap, separator) 方法",
-      "tags": [
-        "TextChunker",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TextChunker.chunk",
-      "type": "function",
-      "name": "chunk",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "TextChunker.chunk(text, source_doc_id, metadata) 方法",
-      "tags": [
-        "TextChunker",
-        "chunk"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TextChunker._split_by_separator",
-      "type": "function",
-      "name": "_split_by_separator",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "TextChunker._split_by_separator(text) 方法",
-      "tags": [
-        "TextChunker",
-        "_split_by_separator"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TextChunker._merge_and_split",
-      "type": "function",
-      "name": "_merge_and_split",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "TextChunker._merge_and_split(segments) 方法",
-      "tags": [
-        "TextChunker",
-        "_merge_and_split"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TextChunker._split_large_segment",
-      "type": "function",
-      "name": "_split_large_segment",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "TextChunker._split_large_segment(segment) 方法",
-      "tags": [
-        "TextChunker",
-        "_split_large_segment"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TextChunker._get_overlap_segments",
-      "type": "function",
-      "name": "_get_overlap_segments",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "TextChunker._get_overlap_segments(overlap_text, segments) 方法",
-      "tags": [
-        "TextChunker",
-        "_get_overlap_segments"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StructuralChunker",
-      "type": "class",
-      "name": "StructuralChunker",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "按文档结构分块",
-      "tags": [
-        "StructuralChunker"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StructuralChunker.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "StructuralChunker.__init__(chunk_size, chunk_overlap, heading_levels) 方法",
-      "tags": [
-        "StructuralChunker",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StructuralChunker.chunk",
-      "type": "function",
-      "name": "chunk",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "StructuralChunker.chunk(text, source_doc_id, metadata) 方法",
-      "tags": [
-        "StructuralChunker",
-        "chunk"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StructuralChunker._split_by_headings",
-      "type": "function",
-      "name": "_split_by_headings",
-      "filePath": "src/agentkit/memory/chunking.py",
-      "layer": "data",
-      "summary": "StructuralChunker._split_by_headings(text) 方法",
-      "tags": [
-        "StructuralChunker",
-        "_split_by_headings"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ContextualChunk",
-      "type": "class",
-      "name": "ContextualChunk",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "带上下文前缀的文档块",
-      "tags": [
-        "ContextualChunk"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextualChunk.content",
-      "type": "function",
-      "name": "content",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunk.content() 方法",
-      "tags": [
-        "ContextualChunk",
-        "content"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ContextualChunker",
-      "type": "class",
-      "name": "ContextualChunker",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "上下文增强分块器",
-      "tags": [
-        "ContextualChunker"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ContextualChunker.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunker.__init__(llm_gateway, cache, batch_size, max_context_length, prompt_template) 方法",
-      "tags": [
-        "ContextualChunker",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextualChunker.enhance_chunks",
-      "type": "function",
-      "name": "enhance_chunks",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunker.enhance_chunks(document, chunks, metadata) 异步方法",
-      "tags": [
-        "ContextualChunker",
-        "enhance_chunks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextualChunker._process_batch",
-      "type": "function",
-      "name": "_process_batch",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunker._process_batch(document, chunks, start_index, metadata) 异步方法",
-      "tags": [
-        "ContextualChunker",
-        "_process_batch"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextualChunker._generate_context",
-      "type": "function",
-      "name": "_generate_context",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunker._generate_context(document, chunk) 异步方法",
-      "tags": [
-        "ContextualChunker",
-        "_generate_context"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextualChunker._make_cache_key",
-      "type": "function",
-      "name": "_make_cache_key",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunker._make_cache_key(document, chunk) 方法",
-      "tags": [
-        "ContextualChunker",
-        "_make_cache_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ContextualChunker.clear_cache",
-      "type": "function",
-      "name": "clear_cache",
-      "filePath": "src/agentkit/memory/contextual_retrieval.py",
-      "layer": "data",
-      "summary": "ContextualChunker.clear_cache() 方法",
-      "tags": [
-        "ContextualChunker",
-        "clear_cache"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Document",
-      "type": "class",
-      "name": "Document",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "解析后的文档统一格式",
-      "tags": [
-        "Document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Document.__post_init__",
-      "type": "function",
-      "name": "__post_init__",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "Document.__post_init__() 方法",
-      "tags": [
-        "Document",
-        "__post_init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Document.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "Document.to_dict() 方法",
-      "tags": [
-        "Document",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DocumentLoader",
-      "type": "class",
-      "name": "DocumentLoader",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "多格式文档解析器",
-      "tags": [
-        "DocumentLoader"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:DocumentLoader.load",
-      "type": "function",
-      "name": "load",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader.load(file_path) 方法",
-      "tags": [
-        "DocumentLoader",
-        "load"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DocumentLoader.load_bytes",
-      "type": "function",
-      "name": "load_bytes",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader.load_bytes(content, filename) 方法",
-      "tags": [
-        "DocumentLoader",
-        "load_bytes"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DocumentLoader._parse_pdf",
-      "type": "function",
-      "name": "_parse_pdf",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader._parse_pdf(content, filename) 方法",
-      "tags": [
-        "DocumentLoader",
-        "_parse_pdf"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DocumentLoader._parse_docx",
-      "type": "function",
-      "name": "_parse_docx",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader._parse_docx(content, filename) 方法",
-      "tags": [
-        "DocumentLoader",
-        "_parse_docx"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DocumentLoader._parse_markdown",
-      "type": "function",
-      "name": "_parse_markdown",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader._parse_markdown(content, filename) 方法",
-      "tags": [
-        "DocumentLoader",
-        "_parse_markdown"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DocumentLoader._parse_html",
-      "type": "function",
-      "name": "_parse_html",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader._parse_html(content, filename) 方法",
-      "tags": [
-        "DocumentLoader",
-        "_parse_html"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DocumentLoader._parse_text",
-      "type": "function",
-      "name": "_parse_text",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "DocumentLoader._parse_text(content, filename) 方法",
-      "tags": [
-        "DocumentLoader",
-        "_parse_text"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EmbeddingCache",
-      "type": "class",
-      "name": "EmbeddingCache",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "LRU cache for embedding vectors with TTL support.",
-      "tags": [
-        "EmbeddingCache"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:EmbeddingCache.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "EmbeddingCache.__init__(max_size, ttl) 方法",
-      "tags": [
-        "EmbeddingCache",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EmbeddingCache._make_key",
-      "type": "function",
-      "name": "_make_key",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "EmbeddingCache._make_key(text) 方法",
-      "tags": [
-        "EmbeddingCache",
-        "_make_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EmbeddingCache.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "EmbeddingCache.get(text) 方法",
-      "tags": [
-        "EmbeddingCache",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EmbeddingCache.put",
-      "type": "function",
-      "name": "put",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "EmbeddingCache.put(text, embedding) 方法",
-      "tags": [
-        "EmbeddingCache",
-        "put"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EmbeddingCache.clear",
-      "type": "function",
-      "name": "clear",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "EmbeddingCache.clear() 方法",
-      "tags": [
-        "EmbeddingCache",
-        "clear"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Embedder",
-      "type": "class",
-      "name": "Embedder",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "文本嵌入抽象基类",
-      "tags": [
-        "Embedder"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Embedder.embed",
-      "type": "function",
-      "name": "embed",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "Embedder.embed(text) 异步方法",
-      "tags": [
-        "Embedder",
-        "embed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Embedder.get_dimension",
-      "type": "function",
-      "name": "get_dimension",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "Embedder.get_dimension() 方法",
-      "tags": [
-        "Embedder",
-        "get_dimension"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OpenAIEmbedder",
-      "type": "class",
-      "name": "OpenAIEmbedder",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAI Embeddings API 实现",
-      "tags": [
-        "OpenAIEmbedder"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:OpenAIEmbedder.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAIEmbedder.__init__(api_key, model, base_url, cache) 方法",
-      "tags": [
-        "OpenAIEmbedder",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAIEmbedder._get_client",
-      "type": "function",
-      "name": "_get_client",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAIEmbedder._get_client() 方法",
-      "tags": [
-        "OpenAIEmbedder",
-        "_get_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAIEmbedder.aclose",
-      "type": "function",
-      "name": "aclose",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAIEmbedder.aclose() 异步方法",
-      "tags": [
-        "OpenAIEmbedder",
-        "aclose"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAIEmbedder.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAIEmbedder.__aenter__() 异步方法",
-      "tags": [
-        "OpenAIEmbedder",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAIEmbedder.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAIEmbedder.__aexit__(exc_type, exc_val, exc_tb) 异步方法",
-      "tags": [
-        "OpenAIEmbedder",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAIEmbedder.embed",
-      "type": "function",
-      "name": "embed",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAIEmbedder.embed(text) 异步方法",
-      "tags": [
-        "OpenAIEmbedder",
-        "embed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OpenAIEmbedder.get_dimension",
-      "type": "function",
-      "name": "get_dimension",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "OpenAIEmbedder.get_dimension() 方法",
-      "tags": [
-        "OpenAIEmbedder",
-        "get_dimension"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MockEmbedder",
-      "type": "class",
-      "name": "MockEmbedder",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "Mock Embedder - 生成确定性伪嵌入向量，用于测试",
-      "tags": [
-        "MockEmbedder"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MockEmbedder.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "MockEmbedder.__init__(dimension) 方法",
-      "tags": [
-        "MockEmbedder",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MockEmbedder.embed",
-      "type": "function",
-      "name": "embed",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "MockEmbedder.embed(text) 异步方法",
-      "tags": [
-        "MockEmbedder",
-        "embed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MockEmbedder.get_dimension",
-      "type": "function",
-      "name": "get_dimension",
-      "filePath": "src/agentkit/memory/embedder.py",
-      "layer": "data",
-      "summary": "MockEmbedder.get_dimension() 方法",
-      "tags": [
-        "MockEmbedder",
-        "get_dimension"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EpisodicMemory",
-      "type": "class",
-      "name": "EpisodicMemory",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "Episodic Memory - 记录每次任务的输入/输出/效果/反思",
-      "tags": [
-        "EpisodicMemory"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:EpisodicMemory.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory.__init__(session_factory, episodic_model, embedder, decay_rate, alpha, retrieve_limit, pgvector_enabled, table_name) 方法",
-      "tags": [
-        "EpisodicMemory",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory.store",
-      "type": "function",
-      "name": "store",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory.store(key, value, metadata) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory.retrieve",
-      "type": "function",
-      "name": "retrieve",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory.retrieve(key) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "retrieve"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory._retrieve_pgvector",
-      "type": "function",
-      "name": "_retrieve_pgvector",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory._retrieve_pgvector(db, query_embedding) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "_retrieve_pgvector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory._retrieve_client_side",
-      "type": "function",
-      "name": "_retrieve_client_side",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory._retrieve_client_side(db, query_embedding) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "_retrieve_client_side"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory.search(query, top_k, filters, search_multiplier) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory._search_pgvector",
-      "type": "function",
-      "name": "_search_pgvector",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory._search_pgvector(db, query, top_k, filters, search_multiplier) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "_search_pgvector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory._search_client_side",
-      "type": "function",
-      "name": "_search_client_side",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory._search_client_side(db, query, top_k, filters, search_multiplier) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "_search_client_side"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:EpisodicMemory.delete",
-      "type": "function",
-      "name": "delete",
-      "filePath": "src/agentkit/memory/episodic.py",
-      "layer": "data",
-      "summary": "EpisodicMemory.delete(key) 异步方法",
-      "tags": [
-        "EpisodicMemory",
-        "delete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HttpRAGService",
-      "type": "class",
-      "name": "HttpRAGService",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HTTP 客户端，调用业务系统的知识库检索 API",
-      "tags": [
-        "HttpRAGService"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:HttpRAGService.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.__init__(base_url, api_key, knowledge_base_ids, timeout, contextual_chunking, llm_gateway) 方法",
-      "tags": [
-        "HttpRAGService",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService._get_client",
-      "type": "function",
-      "name": "_get_client",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService._get_client() 方法",
-      "tags": [
-        "HttpRAGService",
-        "_get_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.search(query, knowledge_base_ids, top_k) 异步方法",
-      "tags": [
-        "HttpRAGService",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService.enhanced_search",
-      "type": "function",
-      "name": "enhanced_search",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.enhanced_search(query, knowledge_base_ids, top_k, use_rerank, use_compression) 异步方法",
-      "tags": [
-        "HttpRAGService",
-        "enhanced_search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService.ingest",
-      "type": "function",
-      "name": "ingest",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.ingest(key, value, metadata) 异步方法",
-      "tags": [
-        "HttpRAGService",
-        "ingest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.health_check() 异步方法",
-      "tags": [
-        "HttpRAGService",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.close() 异步方法",
-      "tags": [
-        "HttpRAGService",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.__aenter__() 异步方法",
-      "tags": [
-        "HttpRAGService",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HttpRAGService.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/memory/http_rag.py",
-      "layer": "data",
-      "summary": "HttpRAGService.__aexit__() 异步方法",
-      "tags": [
-        "HttpRAGService",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Document",
-      "type": "class",
-      "name": "Document",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "知识库文档",
-      "tags": [
-        "Document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:QueryResult",
-      "type": "class",
-      "name": "QueryResult",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "知识库检索结果",
-      "tags": [
-        "QueryResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SourceInfo",
-      "type": "class",
-      "name": "SourceInfo",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "知识库信息源描述",
-      "tags": [
-        "SourceInfo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:KnowledgeBase",
-      "type": "class",
-      "name": "KnowledgeBase",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "知识库协议 - 统一的外部知识库接口",
-      "tags": [
-        "KnowledgeBase"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:KnowledgeBase.ingest",
-      "type": "function",
-      "name": "ingest",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "KnowledgeBase.ingest(documents) 异步方法",
-      "tags": [
-        "KnowledgeBase",
-        "ingest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeBase.query",
-      "type": "function",
-      "name": "query",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "KnowledgeBase.query(text, top_k) 异步方法",
-      "tags": [
-        "KnowledgeBase",
-        "query"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeBase.delete_by_id",
-      "type": "function",
-      "name": "delete_by_id",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "KnowledgeBase.delete_by_id(id) 异步方法",
-      "tags": [
-        "KnowledgeBase",
-        "delete_by_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeBase.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "KnowledgeBase.list_sources() 异步方法",
-      "tags": [
-        "KnowledgeBase",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeBase.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/knowledge_base.py",
-      "layer": "data",
-      "summary": "KnowledgeBase.health_check() 异步方法",
-      "tags": [
-        "KnowledgeBase",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LocalRAGService",
-      "type": "class",
-      "name": "LocalRAGService",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "基于 pgvector 的本地 RAG 服务",
-      "tags": [
-        "LocalRAGService"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:LocalRAGService.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService.__init__(session_factory, embedder, chunk_size, chunk_overlap, table_name, pgvector_enabled) 方法",
-      "tags": [
-        "LocalRAGService",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService.ingest",
-      "type": "function",
-      "name": "ingest",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService.ingest(documents) 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "ingest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService.query",
-      "type": "function",
-      "name": "query",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService.query(text, top_k) 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "query"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService.delete_by_id",
-      "type": "function",
-      "name": "delete_by_id",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService.delete_by_id(id) 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "delete_by_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService.list_sources() 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService.health_check() 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService._chunk_document",
-      "type": "function",
-      "name": "_chunk_document",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService._chunk_document(doc) 方法",
-      "tags": [
-        "LocalRAGService",
-        "_chunk_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService._store_chunks",
-      "type": "function",
-      "name": "_store_chunks",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService._store_chunks(doc, chunks) 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "_store_chunks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService._query_pgvector",
-      "type": "function",
-      "name": "_query_pgvector",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService._query_pgvector(db, query_embedding, top_k) 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "_query_pgvector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalRAGService._query_client_side",
-      "type": "function",
-      "name": "_query_client_side",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "LocalRAGService._query_client_side(db, query_embedding, top_k) 异步方法",
-      "tags": [
-        "LocalRAGService",
-        "_query_client_side"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryLocalRAGService",
-      "type": "class",
-      "name": "InMemoryLocalRAGService",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "基于内存的本地 RAG 服务",
-      "tags": [
-        "InMemoryLocalRAGService"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:InMemoryLocalRAGService.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "InMemoryLocalRAGService.__init__(embedder, chunk_size, chunk_overlap) 方法",
-      "tags": [
-        "InMemoryLocalRAGService",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLocalRAGService.ingest",
-      "type": "function",
-      "name": "ingest",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "InMemoryLocalRAGService.ingest(documents) 异步方法",
-      "tags": [
-        "InMemoryLocalRAGService",
-        "ingest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLocalRAGService.query",
-      "type": "function",
-      "name": "query",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "InMemoryLocalRAGService.query(text, top_k) 异步方法",
-      "tags": [
-        "InMemoryLocalRAGService",
-        "query"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLocalRAGService.delete_by_id",
-      "type": "function",
-      "name": "delete_by_id",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "InMemoryLocalRAGService.delete_by_id(id) 异步方法",
-      "tags": [
-        "InMemoryLocalRAGService",
-        "delete_by_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLocalRAGService.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "InMemoryLocalRAGService.list_sources() 异步方法",
-      "tags": [
-        "InMemoryLocalRAGService",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLocalRAGService.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "InMemoryLocalRAGService.health_check() 异步方法",
-      "tags": [
-        "InMemoryLocalRAGService",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryLocalRAGService._chunk_document",
-      "type": "function",
-      "name": "_chunk_document",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "InMemoryLocalRAGService._chunk_document(doc) 方法",
-      "tags": [
-        "InMemoryLocalRAGService",
-        "_chunk_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EpisodeModel",
-      "type": "class",
-      "name": "EpisodeModel",
-      "filePath": "src/agentkit/memory/models.py",
-      "layer": "data",
-      "summary": "Episodic memory ORM model",
-      "tags": [
-        "EpisodeModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MultiSourceRetriever",
-      "type": "class",
-      "name": "MultiSourceRetriever",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "多源混合检索器",
-      "tags": [
-        "MultiSourceRetriever"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:MultiSourceRetriever.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever.__init__(sources) 方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever.register_source",
-      "type": "function",
-      "name": "register_source",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever.register_source(name, knowledge_base) 方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "register_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever.unregister_source",
-      "type": "function",
-      "name": "unregister_source",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever.unregister_source(name) 方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "unregister_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever.search(query, top_k, sources, weights) 异步方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever.list_all_sources",
-      "type": "function",
-      "name": "list_all_sources",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever.list_all_sources() 异步方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "list_all_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever.get_source_names",
-      "type": "function",
-      "name": "get_source_names",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever.get_source_names() 方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "get_source_names"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever._resolve_sources",
-      "type": "function",
-      "name": "_resolve_sources",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever._resolve_sources(sources) 方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "_resolve_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever._query_sources",
-      "type": "function",
-      "name": "_query_sources",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever._query_sources(query, top_k, target_sources, weights) 异步方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "_query_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MultiSourceRetriever._deduplicate",
-      "type": "function",
-      "name": "_deduplicate",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "MultiSourceRetriever._deduplicate(results) 方法",
-      "tags": [
-        "MultiSourceRetriever",
-        "_deduplicate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MemoryFile",
-      "type": "class",
-      "name": "MemoryFile",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "单个记忆文件的管理器，支持 section 级别 CRUD 和容量控制.",
-      "tags": [
-        "MemoryFile"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:MemoryFile.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.__init__(path, char_budget, protected_sections) 方法",
-      "tags": [
-        "MemoryFile",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.read",
-      "type": "function",
-      "name": "read",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.read() 方法",
-      "tags": [
-        "MemoryFile",
-        "read"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.write",
-      "type": "function",
-      "name": "write",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.write(content) 方法",
-      "tags": [
-        "MemoryFile",
-        "write"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.read_section",
-      "type": "function",
-      "name": "read_section",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.read_section(name) 方法",
-      "tags": [
-        "MemoryFile",
-        "read_section"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.add_section",
-      "type": "function",
-      "name": "add_section",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.add_section(name, content) 方法",
-      "tags": [
-        "MemoryFile",
-        "add_section"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.replace_section",
-      "type": "function",
-      "name": "replace_section",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.replace_section(name, old_text, new_text) 方法",
-      "tags": [
-        "MemoryFile",
-        "replace_section"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.remove_section",
-      "type": "function",
-      "name": "remove_section",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.remove_section(name) 方法",
-      "tags": [
-        "MemoryFile",
-        "remove_section"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.list_sections",
-      "type": "function",
-      "name": "list_sections",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.list_sections() 方法",
-      "tags": [
-        "MemoryFile",
-        "list_sections"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile.trim_to_budget",
-      "type": "function",
-      "name": "trim_to_budget",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile.trim_to_budget(protected_sections) 方法",
-      "tags": [
-        "MemoryFile",
-        "trim_to_budget"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryFile._trim_content",
-      "type": "function",
-      "name": "_trim_content",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryFile._trim_content(content, protected_sections) 方法",
-      "tags": [
-        "MemoryFile",
-        "_trim_content"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MemorySnapshot",
-      "type": "class",
-      "name": "MemorySnapshot",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "一次加载的所有记忆文件快照.",
-      "tags": [
-        "MemorySnapshot"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemorySnapshot.is_empty",
-      "type": "function",
-      "name": "is_empty",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemorySnapshot.is_empty() 方法",
-      "tags": [
-        "MemorySnapshot",
-        "is_empty"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MemoryStore",
-      "type": "class",
-      "name": "MemoryStore",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "管理 SOUL/USER/MEMORY/DAILY 四类记忆文件.",
-      "tags": [
-        "MemoryStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:MemoryStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.__init__(base_dir, on_change) 方法",
-      "tags": [
-        "MemoryStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.get_file",
-      "type": "function",
-      "name": "get_file",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.get_file(file_key) 方法",
-      "tags": [
-        "MemoryStore",
-        "get_file"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.ensure_defaults",
-      "type": "function",
-      "name": "ensure_defaults",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.ensure_defaults() 方法",
-      "tags": [
-        "MemoryStore",
-        "ensure_defaults"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.load_all",
-      "type": "function",
-      "name": "load_all",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.load_all() 方法",
-      "tags": [
-        "MemoryStore",
-        "load_all"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.load_daily_logs",
-      "type": "function",
-      "name": "load_daily_logs",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.load_daily_logs(days) 方法",
-      "tags": [
-        "MemoryStore",
-        "load_daily_logs"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.archive_old_dailies",
-      "type": "function",
-      "name": "archive_old_dailies",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.archive_old_dailies(keep_days) 方法",
-      "tags": [
-        "MemoryStore",
-        "archive_old_dailies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.build_system_prompt",
-      "type": "function",
-      "name": "build_system_prompt",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.build_system_prompt(snapshot, base_prompt) 方法",
-      "tags": [
-        "MemoryStore",
-        "build_system_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.refresh_system_prompt",
-      "type": "function",
-      "name": "refresh_system_prompt",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.refresh_system_prompt() 方法",
-      "tags": [
-        "MemoryStore",
-        "refresh_system_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryStore.notify_change",
-      "type": "function",
-      "name": "notify_change",
-      "filePath": "src/agentkit/memory/profile.py",
-      "layer": "data",
-      "summary": "MemoryStore.notify_change() 方法",
-      "tags": [
-        "MemoryStore",
-        "notify_change"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TransformedQuery",
-      "type": "class",
-      "name": "TransformedQuery",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "改写后的查询",
-      "tags": [
-        "TransformedQuery"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:QueryTransformerBase",
-      "type": "class",
-      "name": "QueryTransformerBase",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "查询改写抽象基类",
-      "tags": [
-        "QueryTransformerBase"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QueryTransformerBase.transform",
-      "type": "function",
-      "name": "transform",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "QueryTransformerBase.transform(query) 异步方法",
-      "tags": [
-        "QueryTransformerBase",
-        "transform"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LLMQueryTransformer",
-      "type": "class",
-      "name": "LLMQueryTransformer",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "基于 LLM 的查询改写",
-      "tags": [
-        "LLMQueryTransformer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMQueryTransformer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "LLMQueryTransformer.__init__(llm_gateway, max_sub_queries) 方法",
-      "tags": [
-        "LLMQueryTransformer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LLMQueryTransformer.transform",
-      "type": "function",
-      "name": "transform",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "LLMQueryTransformer.transform(query) 异步方法",
-      "tags": [
-        "LLMQueryTransformer",
-        "transform"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RuleQueryTransformer",
-      "type": "class",
-      "name": "RuleQueryTransformer",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "基于规则的查询改写",
-      "tags": [
-        "RuleQueryTransformer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleQueryTransformer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "RuleQueryTransformer.__init__(synonyms, max_sub_queries) 方法",
-      "tags": [
-        "RuleQueryTransformer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RuleQueryTransformer.transform",
-      "type": "function",
-      "name": "transform",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "RuleQueryTransformer.transform(query) 异步方法",
-      "tags": [
-        "RuleQueryTransformer",
-        "transform"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:NoOpQueryTransformer",
-      "type": "class",
-      "name": "NoOpQueryTransformer",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "不做任何改写，原样返回",
-      "tags": [
-        "NoOpQueryTransformer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpQueryTransformer.transform",
-      "type": "function",
-      "name": "transform",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "NoOpQueryTransformer.transform(query) 异步方法",
-      "tags": [
-        "NoOpQueryTransformer",
-        "transform"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LoopState",
-      "type": "class",
-      "name": "LoopState",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "自纠正循环状态",
-      "tags": [
-        "LoopState"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CorrectionAttempt",
-      "type": "class",
-      "name": "CorrectionAttempt",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "一次纠正尝试的记录",
-      "tags": [
-        "CorrectionAttempt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RAGLoopResult",
-      "type": "class",
-      "name": "RAGLoopResult",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "自纠正循环的最终结果",
-      "tags": [
-        "RAGLoopResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RAGSelfCorrectionLoop",
-      "type": "class",
-      "name": "RAGSelfCorrectionLoop",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "CRAG 自纠正循环",
-      "tags": [
-        "RAGSelfCorrectionLoop"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:RAGSelfCorrectionLoop.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "RAGSelfCorrectionLoop.__init__(retriever, scorer, query_transformer, max_retries, min_items_for_correct) 方法",
-      "tags": [
-        "RAGSelfCorrectionLoop",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RAGSelfCorrectionLoop.retrieve_with_correction",
-      "type": "function",
-      "name": "retrieve_with_correction",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "RAGSelfCorrectionLoop.retrieve_with_correction(query, top_k, token_budget, filters) 异步方法",
-      "tags": [
-        "RAGSelfCorrectionLoop",
-        "retrieve_with_correction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RAGSelfCorrectionLoop._determine_next_state",
-      "type": "function",
-      "name": "_determine_next_state",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "RAGSelfCorrectionLoop._determine_next_state(evaluation, items) 方法",
-      "tags": [
-        "RAGSelfCorrectionLoop",
-        "_determine_next_state"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RAGSelfCorrectionLoop._rewrite_query",
-      "type": "function",
-      "name": "_rewrite_query",
-      "filePath": "src/agentkit/memory/rag_loop.py",
-      "layer": "data",
-      "summary": "RAGSelfCorrectionLoop._rewrite_query(original_query, current_query, evaluation) 异步方法",
-      "tags": [
-        "RAGSelfCorrectionLoop",
-        "_rewrite_query"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RelevanceVerdict",
-      "type": "class",
-      "name": "RelevanceVerdict",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "相关性判定结果",
-      "tags": [
-        "RelevanceVerdict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RelevanceScore",
-      "type": "class",
-      "name": "RelevanceScore",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "单个文档的相关性评分",
-      "tags": [
-        "RelevanceScore"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RetrievalEvaluation",
-      "type": "class",
-      "name": "RetrievalEvaluation",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "一次检索的整体评估结果",
-      "tags": [
-        "RetrievalEvaluation"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RelevanceScorer",
-      "type": "class",
-      "name": "RelevanceScorer",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "检索结果相关性评估器",
-      "tags": [
-        "RelevanceScorer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:RelevanceScorer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer.__init__(correct_threshold, ambiguous_threshold, keyword_weight, coverage_weight, retrieval_weight, length_weight, min_doc_length, max_doc_length) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RelevanceScorer.score_item",
-      "type": "function",
-      "name": "score_item",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer.score_item(query, item) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "score_item"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RelevanceScorer.evaluate",
-      "type": "function",
-      "name": "evaluate",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer.evaluate(query, items) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "evaluate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RelevanceScorer._determine_verdict",
-      "type": "function",
-      "name": "_determine_verdict",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer._determine_verdict(score) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "_determine_verdict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RelevanceScorer._tokenize",
-      "type": "function",
-      "name": "_tokenize",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer._tokenize(text) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "_tokenize"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RelevanceScorer._jaccard_similarity",
-      "type": "function",
-      "name": "_jaccard_similarity",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer._jaccard_similarity(set_a, set_b) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "_jaccard_similarity"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RelevanceScorer._query_coverage",
-      "type": "function",
-      "name": "_query_coverage",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer._query_coverage(query_terms, doc_terms) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "_query_coverage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RelevanceScorer._length_score",
-      "type": "function",
-      "name": "_length_score",
-      "filePath": "src/agentkit/memory/relevance_scorer.py",
-      "layer": "data",
-      "summary": "RelevanceScorer._length_score(length) 方法",
-      "tags": [
-        "RelevanceScorer",
-        "_length_score"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MemoryRetriever",
-      "type": "class",
-      "name": "MemoryRetriever",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "混合检索器 - 并行查询三层记忆，按权重融合排序",
-      "tags": [
-        "MemoryRetriever"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:MemoryRetriever.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever.__init__(working_memory, episodic_memory, semantic_memory, weights, query_transformer, context_template, enable_self_correction, max_correction_retries, knowledge_sources) 方法",
-      "tags": [
-        "MemoryRetriever",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever.retrieve",
-      "type": "function",
-      "name": "retrieve",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever.retrieve(query, top_k, token_budget, filters, _skip_correction, sources, source_weights) 异步方法",
-      "tags": [
-        "MemoryRetriever",
-        "retrieve"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever._search_layers",
-      "type": "function",
-      "name": "_search_layers",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever._search_layers(query, top_k, filters) 异步方法",
-      "tags": [
-        "MemoryRetriever",
-        "_search_layers"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever._retrieve_from_sources",
-      "type": "function",
-      "name": "_retrieve_from_sources",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever._retrieve_from_sources(query, top_k, token_budget, sources, source_weights) 异步方法",
-      "tags": [
-        "MemoryRetriever",
-        "_retrieve_from_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever.multi_source_retriever",
-      "type": "function",
-      "name": "multi_source_retriever",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever.multi_source_retriever() 方法",
-      "tags": [
-        "MemoryRetriever",
-        "multi_source_retriever"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever.get_context_string",
-      "type": "function",
-      "name": "get_context_string",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever.get_context_string(query, top_k, token_budget) 异步方法",
-      "tags": [
-        "MemoryRetriever",
-        "get_context_string"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever._format_structured_header",
-      "type": "function",
-      "name": "_format_structured_header",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever._format_structured_header(item) 方法",
-      "tags": [
-        "MemoryRetriever",
-        "_format_structured_header"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever.store_episode",
-      "type": "function",
-      "name": "store_episode",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever.store_episode(key, value, metadata) 异步方法",
-      "tags": [
-        "MemoryRetriever",
-        "store_episode"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryRetriever.create_retrieve_tool",
-      "type": "function",
-      "name": "create_retrieve_tool",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "MemoryRetriever.create_retrieve_tool(max_calls) 方法",
-      "tags": [
-        "MemoryRetriever",
-        "create_retrieve_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RetrieveKnowledgeTool",
-      "type": "class",
-      "name": "RetrieveKnowledgeTool",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "Built-in tool for knowledge base retrieval during ReAct reasoning.",
-      "tags": [
-        "RetrieveKnowledgeTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RetrieveKnowledgeTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "RetrieveKnowledgeTool.__init__(retriever, max_calls) 方法",
-      "tags": [
-        "RetrieveKnowledgeTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RetrieveKnowledgeTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "RetrieveKnowledgeTool.execute() 异步方法",
-      "tags": [
-        "RetrieveKnowledgeTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SemanticMemory",
-      "type": "class",
-      "name": "SemanticMemory",
-      "filePath": "src/agentkit/memory/semantic.py",
-      "layer": "data",
-      "summary": "Semantic Memory - 知识库检索",
-      "tags": [
-        "SemanticMemory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SemanticMemory.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/semantic.py",
-      "layer": "data",
-      "summary": "SemanticMemory.__init__(rag_service, graph_service, knowledge_base_ids, search_mode, use_rerank, use_compression, kb_weights) 方法",
-      "tags": [
-        "SemanticMemory",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticMemory.store",
-      "type": "function",
-      "name": "store",
-      "filePath": "src/agentkit/memory/semantic.py",
-      "layer": "data",
-      "summary": "SemanticMemory.store(key, value, metadata) 异步方法",
-      "tags": [
-        "SemanticMemory",
-        "store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticMemory.retrieve",
-      "type": "function",
-      "name": "retrieve",
-      "filePath": "src/agentkit/memory/semantic.py",
-      "layer": "data",
-      "summary": "SemanticMemory.retrieve(key) 异步方法",
-      "tags": [
-        "SemanticMemory",
-        "retrieve"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticMemory.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/semantic.py",
-      "layer": "data",
-      "summary": "SemanticMemory.search(query, top_k, filters) 异步方法",
-      "tags": [
-        "SemanticMemory",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SemanticMemory.delete",
-      "type": "function",
-      "name": "delete",
-      "filePath": "src/agentkit/memory/semantic.py",
-      "layer": "data",
-      "summary": "SemanticMemory.delete(key) 异步方法",
-      "tags": [
-        "SemanticMemory",
-        "delete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WorkingMemory",
-      "type": "class",
-      "name": "WorkingMemory",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "Working Memory - 当前任务的上下文和中间状态",
-      "tags": [
-        "WorkingMemory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:WorkingMemory.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "WorkingMemory.__init__(redis, key_prefix, default_ttl) 方法",
-      "tags": [
-        "WorkingMemory",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkingMemory._make_key",
-      "type": "function",
-      "name": "_make_key",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "WorkingMemory._make_key(key) 方法",
-      "tags": [
-        "WorkingMemory",
-        "_make_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkingMemory.store",
-      "type": "function",
-      "name": "store",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "WorkingMemory.store(key, value, metadata) 异步方法",
-      "tags": [
-        "WorkingMemory",
-        "store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkingMemory.retrieve",
-      "type": "function",
-      "name": "retrieve",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "WorkingMemory.retrieve(key) 异步方法",
-      "tags": [
-        "WorkingMemory",
-        "retrieve"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkingMemory.search",
-      "type": "function",
-      "name": "search",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "WorkingMemory.search(query, top_k, filters) 异步方法",
-      "tags": [
-        "WorkingMemory",
-        "search"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkingMemory.delete",
-      "type": "function",
-      "name": "delete",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "WorkingMemory.delete(key) 异步方法",
-      "tags": [
-        "WorkingMemory",
-        "delete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkingMemory.clear",
-      "type": "function",
-      "name": "clear",
-      "filePath": "src/agentkit/memory/working.py",
-      "layer": "data",
-      "summary": "WorkingMemory.clear(prefix) 异步方法",
-      "tags": [
-        "WorkingMemory",
-        "clear"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CompletedStep",
-      "type": "class",
-      "name": "CompletedStep",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "Record of a completed step with its compensation",
-      "tags": [
-        "CompletedStep"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CompensationResult",
-      "type": "class",
-      "name": "CompensationResult",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "Result of compensation execution",
-      "tags": [
-        "CompensationResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SagaOrchestrator",
-      "type": "class",
-      "name": "SagaOrchestrator",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "Orchestrates LIFO compensation for failed pipelines",
-      "tags": [
-        "SagaOrchestrator"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SagaOrchestrator.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "SagaOrchestrator.__init__(execute_skill_func) 方法",
-      "tags": [
-        "SagaOrchestrator",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SagaOrchestrator.record_completed",
-      "type": "function",
-      "name": "record_completed",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "SagaOrchestrator.record_completed(step_name, result, compensate_action) 方法",
-      "tags": [
-        "SagaOrchestrator",
-        "record_completed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SagaOrchestrator.compensate",
-      "type": "function",
-      "name": "compensate",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "SagaOrchestrator.compensate() 异步方法",
-      "tags": [
-        "SagaOrchestrator",
-        "compensate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SagaOrchestrator.clear",
-      "type": "function",
-      "name": "clear",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "SagaOrchestrator.clear() 方法",
-      "tags": [
-        "SagaOrchestrator",
-        "clear"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SagaOrchestrator.completed_steps",
-      "type": "function",
-      "name": "completed_steps",
-      "filePath": "src/agentkit/orchestrator/compensation.py",
-      "layer": "service",
-      "summary": "SagaOrchestrator.completed_steps() 方法",
-      "tags": [
-        "SagaOrchestrator",
-        "completed_steps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DynamicPipeline",
-      "type": "class",
-      "name": "DynamicPipeline",
-      "filePath": "src/agentkit/orchestrator/dynamic_pipeline.py",
-      "layer": "service",
-      "summary": "动态 Pipeline 组合器",
-      "tags": [
-        "DynamicPipeline"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:DynamicPipeline.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/dynamic_pipeline.py",
-      "layer": "service",
-      "summary": "DynamicPipeline.__init__(engine, loader) 方法",
-      "tags": [
-        "DynamicPipeline",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DynamicPipeline.execute_conditional",
-      "type": "function",
-      "name": "execute_conditional",
-      "filePath": "src/agentkit/orchestrator/dynamic_pipeline.py",
-      "layer": "service",
-      "summary": "DynamicPipeline.execute_conditional(pipelines, condition_key, context) 异步方法",
-      "tags": [
-        "DynamicPipeline",
-        "execute_conditional"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DynamicPipeline.execute_nested",
-      "type": "function",
-      "name": "execute_nested",
-      "filePath": "src/agentkit/orchestrator/dynamic_pipeline.py",
-      "layer": "service",
-      "summary": "DynamicPipeline.execute_nested(parent, sub_pipeline_map, context) 异步方法",
-      "tags": [
-        "DynamicPipeline",
-        "execute_nested"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DynamicPipeline.execute_loop",
-      "type": "function",
-      "name": "execute_loop",
-      "filePath": "src/agentkit/orchestrator/dynamic_pipeline.py",
-      "layer": "service",
-      "summary": "DynamicPipeline.execute_loop(pipeline, max_iterations, exit_condition, context) 异步方法",
-      "tags": [
-        "DynamicPipeline",
-        "execute_loop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HandoffManager",
-      "type": "class",
-      "name": "HandoffManager",
-      "filePath": "src/agentkit/orchestrator/handoff.py",
-      "layer": "service",
-      "summary": "Handoff 管理器",
-      "tags": [
-        "HandoffManager"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:HandoffManager.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/handoff.py",
-      "layer": "service",
-      "summary": "HandoffManager.__init__(redis, dispatcher) 方法",
-      "tags": [
-        "HandoffManager",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HandoffManager.register_handler",
-      "type": "function",
-      "name": "register_handler",
-      "filePath": "src/agentkit/orchestrator/handoff.py",
-      "layer": "service",
-      "summary": "HandoffManager.register_handler(agent_name, handler) 方法",
-      "tags": [
-        "HandoffManager",
-        "register_handler"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HandoffManager.send_handoff",
-      "type": "function",
-      "name": "send_handoff",
-      "filePath": "src/agentkit/orchestrator/handoff.py",
-      "layer": "service",
-      "summary": "HandoffManager.send_handoff(handoff) 异步方法",
-      "tags": [
-        "HandoffManager",
-        "send_handoff"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HandoffManager.listen_for_handoffs",
-      "type": "function",
-      "name": "listen_for_handoffs",
-      "filePath": "src/agentkit/orchestrator/handoff.py",
-      "layer": "service",
-      "summary": "HandoffManager.listen_for_handoffs(agent_name) 异步方法",
-      "tags": [
-        "HandoffManager",
-        "listen_for_handoffs"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HandoffManager._handle_handoff",
-      "type": "function",
-      "name": "_handle_handoff",
-      "filePath": "src/agentkit/orchestrator/handoff.py",
-      "layer": "service",
-      "summary": "HandoffManager._handle_handoff(handoff) 异步方法",
-      "tags": [
-        "HandoffManager",
-        "_handle_handoff"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineEngine",
-      "type": "class",
-      "name": "PipelineEngine",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "Pipeline 执行引擎",
-      "tags": [
-        "PipelineEngine"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PipelineEngine.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine.__init__(dispatcher, state_manager, llm_gateway) 方法",
-      "tags": [
-        "PipelineEngine",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine.execute(pipeline, context, adaptive_config) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._adaptive_loop",
-      "type": "function",
-      "name": "_adaptive_loop",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._adaptive_loop(pipeline, context, failed_result, adaptive_config) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "_adaptive_loop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._execute_pipeline",
-      "type": "function",
-      "name": "_execute_pipeline",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._execute_pipeline(pipeline, context) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "_execute_pipeline"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._execute_stage",
-      "type": "function",
-      "name": "_execute_stage",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._execute_stage(stage, pipeline_result, saga) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "_execute_stage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._topological_group",
-      "type": "function",
-      "name": "_topological_group",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._topological_group(stages) 方法",
-      "tags": [
-        "PipelineEngine",
-        "_topological_group"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._resolve_variables",
-      "type": "function",
-      "name": "_resolve_variables",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._resolve_variables(template, context) 方法",
-      "tags": [
-        "PipelineEngine",
-        "_resolve_variables"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._get_nested",
-      "type": "function",
-      "name": "_get_nested",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._get_nested(data, path) 方法",
-      "tags": [
-        "PipelineEngine",
-        "_get_nested"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._evaluate_condition",
-      "type": "function",
-      "name": "_evaluate_condition",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._evaluate_condition(condition, variables) 方法",
-      "tags": [
-        "PipelineEngine",
-        "_evaluate_condition"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._execute_stage_with_adversarial",
-      "type": "function",
-      "name": "_execute_stage_with_adversarial",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._execute_stage_with_adversarial(stage, pipeline_result, saga, started_at) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "_execute_stage_with_adversarial"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._execute_agent_stage",
-      "type": "function",
-      "name": "_execute_agent_stage",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._execute_agent_stage(agent_name, action, input_data, stage, started_at, timeout_seconds) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "_execute_agent_stage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._execute_verifier",
-      "type": "function",
-      "name": "_execute_verifier",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._execute_verifier(verifier_name, worker_output, stage, started_at) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "_execute_verifier"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._build_feedback_context",
-      "type": "function",
-      "name": "_build_feedback_context",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._build_feedback_context(feedback, feedback_mode) 方法",
-      "tags": [
-        "PipelineEngine",
-        "_build_feedback_context"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineEngine._escalate",
-      "type": "function",
-      "name": "_escalate",
-      "filePath": "src/agentkit/orchestrator/pipeline_engine.py",
-      "layer": "service",
-      "summary": "PipelineEngine._escalate(stage, worker_result, adversarial_state, started_at) 异步方法",
-      "tags": [
-        "PipelineEngine",
-        "_escalate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineLoader",
-      "type": "class",
-      "name": "PipelineLoader",
-      "filePath": "src/agentkit/orchestrator/pipeline_loader.py",
-      "layer": "service",
-      "summary": "Pipeline YAML 加载器",
-      "tags": [
-        "PipelineLoader"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:PipelineLoader.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/pipeline_loader.py",
-      "layer": "service",
-      "summary": "PipelineLoader.__init__(pipelines_dir) 方法",
-      "tags": [
-        "PipelineLoader",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineLoader.load",
-      "type": "function",
-      "name": "load",
-      "filePath": "src/agentkit/orchestrator/pipeline_loader.py",
-      "layer": "service",
-      "summary": "PipelineLoader.load(pipeline_name) 方法",
-      "tags": [
-        "PipelineLoader",
-        "load"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineLoader.load_from_yaml",
-      "type": "function",
-      "name": "load_from_yaml",
-      "filePath": "src/agentkit/orchestrator/pipeline_loader.py",
-      "layer": "service",
-      "summary": "PipelineLoader.load_from_yaml(yaml_content, pipeline_name) 方法",
-      "tags": [
-        "PipelineLoader",
-        "load_from_yaml"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineLoader.validate_dag",
-      "type": "function",
-      "name": "validate_dag",
-      "filePath": "src/agentkit/orchestrator/pipeline_loader.py",
-      "layer": "service",
-      "summary": "PipelineLoader.validate_dag(stages) 方法",
-      "tags": [
-        "PipelineLoader",
-        "validate_dag"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Base",
-      "type": "class",
-      "name": "Base",
-      "filePath": "src/agentkit/orchestrator/pipeline_models.py",
-      "layer": "service",
-      "summary": "Base类，继承自DeclarativeBase",
-      "tags": [
-        "Base"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineExecutionModel",
-      "type": "class",
-      "name": "PipelineExecutionModel",
-      "filePath": "src/agentkit/orchestrator/pipeline_models.py",
-      "layer": "service",
-      "summary": "Pipeline execution record — persisted final state.",
-      "tags": [
-        "PipelineExecutionModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStepHistoryModel",
-      "type": "class",
-      "name": "PipelineStepHistoryModel",
-      "filePath": "src/agentkit/orchestrator/pipeline_models.py",
-      "layer": "service",
-      "summary": "Step execution history — audit trail.",
-      "tags": [
-        "PipelineStepHistoryModel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StageStatus",
-      "type": "class",
-      "name": "StageStatus",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "StageStatus类，继承自str, Enum",
-      "tags": [
-        "StageStatus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReviewIssue",
-      "type": "class",
-      "name": "ReviewIssue",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "单条审查问题",
-      "tags": [
-        "ReviewIssue"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReviewFeedback",
-      "type": "class",
-      "name": "ReviewFeedback",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "Verifier 返回的结构化审查反馈",
-      "tags": [
-        "ReviewFeedback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AdversarialState",
-      "type": "class",
-      "name": "AdversarialState",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "对抗轮次状态追踪",
-      "tags": [
-        "AdversarialState"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStage",
-      "type": "class",
-      "name": "PipelineStage",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "PipelineStage类，继承自BaseModel",
-      "tags": [
-        "PipelineStage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Pipeline",
-      "type": "class",
-      "name": "Pipeline",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "Pipeline类，继承自BaseModel",
-      "tags": [
-        "Pipeline"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StageResult",
-      "type": "class",
-      "name": "StageResult",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "StageResult类，继承自BaseModel",
-      "tags": [
-        "StageResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineResult",
-      "type": "class",
-      "name": "PipelineResult",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "PipelineResult类，继承自BaseModel",
-      "tags": [
-        "PipelineResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AdaptiveConfig",
-      "type": "class",
-      "name": "AdaptiveConfig",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "Configuration for adaptive pipeline execution with reflection-replanning.",
-      "tags": [
-        "AdaptiveConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ReflectionReport",
-      "type": "class",
-      "name": "ReflectionReport",
-      "filePath": "src/agentkit/orchestrator/pipeline_schema.py",
-      "layer": "service",
-      "summary": "Structured report from pipeline reflection analysis.",
-      "tags": [
-        "ReflectionReport"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStateMemory",
-      "type": "class",
-      "name": "PipelineStateMemory",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "In-memory pipeline state storage (testing / fallback).",
-      "tags": [
-        "PipelineStateMemory"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PipelineStateMemory.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.__init__() 方法",
-      "tags": [
-        "PipelineStateMemory",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.create_execution",
-      "type": "function",
-      "name": "create_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.create_execution(pipeline_name, steps, input_data, tenant_id) 异步方法",
-      "tags": [
-        "PipelineStateMemory",
-        "create_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.update_step",
-      "type": "function",
-      "name": "update_step",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.update_step(execution_id, step_name, status, output, error, duration_ms) 异步方法",
-      "tags": [
-        "PipelineStateMemory",
-        "update_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.complete_execution",
-      "type": "function",
-      "name": "complete_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.complete_execution(execution_id, final_output) 异步方法",
-      "tags": [
-        "PipelineStateMemory",
-        "complete_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.fail_execution",
-      "type": "function",
-      "name": "fail_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.fail_execution(execution_id, step_name, error) 异步方法",
-      "tags": [
-        "PipelineStateMemory",
-        "fail_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.get_execution",
-      "type": "function",
-      "name": "get_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.get_execution(execution_id) 异步方法",
-      "tags": [
-        "PipelineStateMemory",
-        "get_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.list_executions",
-      "type": "function",
-      "name": "list_executions",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.list_executions(status, limit, offset) 异步方法",
-      "tags": [
-        "PipelineStateMemory",
-        "list_executions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.get_step_history",
-      "type": "function",
-      "name": "get_step_history",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.get_step_history(execution_id) 异步方法",
-      "tags": [
-        "PipelineStateMemory",
-        "get_step_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateMemory.get_execution_sync",
-      "type": "function",
-      "name": "get_execution_sync",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateMemory.get_execution_sync(execution_id) 方法",
-      "tags": [
-        "PipelineStateMemory",
-        "get_execution_sync"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStateRedis",
-      "type": "class",
-      "name": "PipelineStateRedis",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "Redis-backed pipeline state storage (hot state).",
-      "tags": [
-        "PipelineStateRedis"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PipelineStateRedis.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.__init__(redis_url) 方法",
-      "tags": [
-        "PipelineStateRedis",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis._get_redis",
-      "type": "function",
-      "name": "_get_redis",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis._get_redis() 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "_get_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis._safe_redis_call",
-      "type": "function",
-      "name": "_safe_redis_call",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis._safe_redis_call(fn) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "_safe_redis_call"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis._key",
-      "type": "function",
-      "name": "_key",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis._key(execution_id) 方法",
-      "tags": [
-        "PipelineStateRedis",
-        "_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.create_execution",
-      "type": "function",
-      "name": "create_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.create_execution(pipeline_name, steps, input_data, tenant_id) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "create_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.update_step",
-      "type": "function",
-      "name": "update_step",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.update_step(execution_id, step_name, status, output, error, duration_ms) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "update_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.complete_execution",
-      "type": "function",
-      "name": "complete_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.complete_execution(execution_id, final_output) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "complete_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.fail_execution",
-      "type": "function",
-      "name": "fail_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.fail_execution(execution_id, step_name, error) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "fail_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.get_execution",
-      "type": "function",
-      "name": "get_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.get_execution(execution_id) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "get_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.list_executions",
-      "type": "function",
-      "name": "list_executions",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.list_executions(status, limit, offset) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "list_executions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.get_step_history",
-      "type": "function",
-      "name": "get_step_history",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.get_step_history(execution_id) 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "get_step_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.health_check() 异步方法",
-      "tags": [
-        "PipelineStateRedis",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateRedis.using_fallback",
-      "type": "function",
-      "name": "using_fallback",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateRedis.using_fallback() 方法",
-      "tags": [
-        "PipelineStateRedis",
-        "using_fallback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStatePG",
-      "type": "class",
-      "name": "PipelineStatePG",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PostgreSQL cold persistence for pipeline execution records.",
-      "tags": [
-        "PipelineStatePG"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:PipelineStatePG.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStatePG.__init__(session_factory) 方法",
-      "tags": [
-        "PipelineStatePG",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStatePG.enabled",
-      "type": "function",
-      "name": "enabled",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStatePG.enabled() 方法",
-      "tags": [
-        "PipelineStatePG",
-        "enabled"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStatePG.persist_execution",
-      "type": "function",
-      "name": "persist_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStatePG.persist_execution(state) 异步方法",
-      "tags": [
-        "PipelineStatePG",
-        "persist_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStatePG.persist_step_history",
-      "type": "function",
-      "name": "persist_step_history",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStatePG.persist_step_history(execution_id, steps) 异步方法",
-      "tags": [
-        "PipelineStatePG",
-        "persist_step_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStatePG.query_executions",
-      "type": "function",
-      "name": "query_executions",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStatePG.query_executions(pipeline_name, status, limit, offset) 异步方法",
-      "tags": [
-        "PipelineStatePG",
-        "query_executions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStatePG.get_execution",
-      "type": "function",
-      "name": "get_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStatePG.get_execution(execution_id) 异步方法",
-      "tags": [
-        "PipelineStatePG",
-        "get_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStatePG._model_to_dict",
-      "type": "function",
-      "name": "_model_to_dict",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStatePG._model_to_dict(model) 方法",
-      "tags": [
-        "PipelineStatePG",
-        "_model_to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStateManager",
-      "type": "class",
-      "name": "PipelineStateManager",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "Unified pipeline state manager — Redis hot + PG cold.",
-      "tags": [
-        "PipelineStateManager"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PipelineStateManager.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.__init__(redis_url, session_factory) 方法",
-      "tags": [
-        "PipelineStateManager",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.hot_store",
-      "type": "function",
-      "name": "hot_store",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.hot_store() 方法",
-      "tags": [
-        "PipelineStateManager",
-        "hot_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.cold_store",
-      "type": "function",
-      "name": "cold_store",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.cold_store() 方法",
-      "tags": [
-        "PipelineStateManager",
-        "cold_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.create_execution",
-      "type": "function",
-      "name": "create_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.create_execution(pipeline_name, steps, input_data, tenant_id) 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "create_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.update_step",
-      "type": "function",
-      "name": "update_step",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.update_step(execution_id, step_name, status, output, error, duration_ms) 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "update_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.complete_execution",
-      "type": "function",
-      "name": "complete_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.complete_execution(execution_id, final_output) 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "complete_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.fail_execution",
-      "type": "function",
-      "name": "fail_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.fail_execution(execution_id, step_name, error) 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "fail_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.get_execution",
-      "type": "function",
-      "name": "get_execution",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.get_execution(execution_id) 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "get_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.list_executions",
-      "type": "function",
-      "name": "list_executions",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.list_executions(status, limit, offset) 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "list_executions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.get_step_history",
-      "type": "function",
-      "name": "get_step_history",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.get_step_history(execution_id) 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "get_step_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineStateManager.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/orchestrator/pipeline_state.py",
-      "layer": "service",
-      "summary": "PipelineStateManager.health_check() 异步方法",
-      "tags": [
-        "PipelineStateManager",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineReflector",
-      "type": "class",
-      "name": "PipelineReflector",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "分析 Pipeline 执行失败原因，生成结构化反思报告。",
-      "tags": [
-        "PipelineReflector"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:PipelineReflector.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector.__init__(llm_gateway) 方法",
-      "tags": [
-        "PipelineReflector",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReflector.reflect",
-      "type": "function",
-      "name": "reflect",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector.reflect(pipeline, result, reflection_number) 异步方法",
-      "tags": [
-        "PipelineReflector",
-        "reflect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReflector._find_failure",
-      "type": "function",
-      "name": "_find_failure",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector._find_failure(result) 方法",
-      "tags": [
-        "PipelineReflector",
-        "_find_failure"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReflector._collect_completed_outputs",
-      "type": "function",
-      "name": "_collect_completed_outputs",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector._collect_completed_outputs(result) 方法",
-      "tags": [
-        "PipelineReflector",
-        "_collect_completed_outputs"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReflector._llm_reflect",
-      "type": "function",
-      "name": "_llm_reflect",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector._llm_reflect(pipeline, failed_stage, error_message, completed_outputs, reflection_number) 异步方法",
-      "tags": [
-        "PipelineReflector",
-        "_llm_reflect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReflector._build_reflection_prompt",
-      "type": "function",
-      "name": "_build_reflection_prompt",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector._build_reflection_prompt(pipeline, failed_stage, error_message, completed_outputs, reflection_number) 方法",
-      "tags": [
-        "PipelineReflector",
-        "_build_reflection_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReflector._parse_reflection_response",
-      "type": "function",
-      "name": "_parse_reflection_response",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector._parse_reflection_response(content, failed_stage, reflection_number) 方法",
-      "tags": [
-        "PipelineReflector",
-        "_parse_reflection_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReflector._rule_based_reflect",
-      "type": "function",
-      "name": "_rule_based_reflect",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReflector._rule_based_reflect(failed_stage, error_message, reflection_number) 方法",
-      "tags": [
-        "PipelineReflector",
-        "_rule_based_reflect"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineReplanner",
-      "type": "class",
-      "name": "PipelineReplanner",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "基于反思报告生成修正后的 Pipeline。",
-      "tags": [
-        "PipelineReplanner"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:PipelineReplanner.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReplanner.__init__(llm_gateway) 方法",
-      "tags": [
-        "PipelineReplanner",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReplanner.replan",
-      "type": "function",
-      "name": "replan",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReplanner.replan(pipeline, result, report) 异步方法",
-      "tags": [
-        "PipelineReplanner",
-        "replan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReplanner._llm_replan",
-      "type": "function",
-      "name": "_llm_replan",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReplanner._llm_replan(pipeline, result, report) 异步方法",
-      "tags": [
-        "PipelineReplanner",
-        "_llm_replan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReplanner._parse_pipeline_response",
-      "type": "function",
-      "name": "_parse_pipeline_response",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReplanner._parse_pipeline_response(content, original) 方法",
-      "tags": [
-        "PipelineReplanner",
-        "_parse_pipeline_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReplanner._rule_based_replan",
-      "type": "function",
-      "name": "_rule_based_replan",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReplanner._rule_based_replan(pipeline, result, report) 方法",
-      "tags": [
-        "PipelineReplanner",
-        "_rule_based_replan"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PipelineReplanner._adjust_failed_stage",
-      "type": "function",
-      "name": "_adjust_failed_stage",
-      "filePath": "src/agentkit/orchestrator/reflection.py",
-      "layer": "service",
-      "summary": "PipelineReplanner._adjust_failed_stage(stage, report) 方法",
-      "tags": [
-        "PipelineReplanner",
-        "_adjust_failed_stage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StepRetryPolicy",
-      "type": "class",
-      "name": "StepRetryPolicy",
-      "filePath": "src/agentkit/orchestrator/retry.py",
-      "layer": "service",
-      "summary": "Retry policy for pipeline steps",
-      "tags": [
-        "StepRetryPolicy"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:StepRetryPolicy.calculate_delay",
-      "type": "function",
-      "name": "calculate_delay",
-      "filePath": "src/agentkit/orchestrator/retry.py",
-      "layer": "service",
-      "summary": "StepRetryPolicy.calculate_delay(attempt) 方法",
-      "tags": [
-        "StepRetryPolicy",
-        "calculate_delay"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WorkflowStage",
-      "type": "class",
-      "name": "WorkflowStage",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "A workflow stage extending PipelineStage with type and config.",
-      "tags": [
-        "WorkflowStage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WorkflowDefinition",
-      "type": "class",
-      "name": "WorkflowDefinition",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "Workflow definition extending Pipeline with workflow-specific fields.",
-      "tags": [
-        "WorkflowDefinition"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WorkflowExecution",
-      "type": "class",
-      "name": "WorkflowExecution",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "Runtime state of a workflow execution.",
-      "tags": [
-        "WorkflowExecution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WorkflowSummary",
-      "type": "class",
-      "name": "WorkflowSummary",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "Summary for listing workflows.",
-      "tags": [
-        "WorkflowSummary"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CreateWorkflowRequest",
-      "type": "class",
-      "name": "CreateWorkflowRequest",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "Request body for creating/updating a workflow.",
-      "tags": [
-        "CreateWorkflowRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExecuteWorkflowRequest",
-      "type": "class",
-      "name": "ExecuteWorkflowRequest",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "Request body for executing a workflow.",
-      "tags": [
-        "ExecuteWorkflowRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ApproveRequest",
-      "type": "class",
-      "name": "ApproveRequest",
-      "filePath": "src/agentkit/orchestrator/workflow_schema.py",
-      "layer": "service",
-      "summary": "Request body for approving a paused approval node.",
-      "tags": [
-        "ApproveRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentProfile",
-      "type": "class",
-      "name": "AgentProfile",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "Agent 档案 - 描述组织中一个 Agent 的能力与状态",
-      "tags": [
-        "AgentProfile"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OrganizationContext",
-      "type": "class",
-      "name": "OrganizationContext",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "组织上下文 - 管理 Agent 档案与能力矩阵，支持基于能力的 Agent 发现",
-      "tags": [
-        "OrganizationContext"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:OrganizationContext.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.__init__() 方法",
-      "tags": [
-        "OrganizationContext",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.register_agent",
-      "type": "function",
-      "name": "register_agent",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.register_agent(profile) 方法",
-      "tags": [
-        "OrganizationContext",
-        "register_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.unregister_agent",
-      "type": "function",
-      "name": "unregister_agent",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.unregister_agent(name) 方法",
-      "tags": [
-        "OrganizationContext",
-        "unregister_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.get_agent_profile",
-      "type": "function",
-      "name": "get_agent_profile",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.get_agent_profile(name) 方法",
-      "tags": [
-        "OrganizationContext",
-        "get_agent_profile"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.list_agents",
-      "type": "function",
-      "name": "list_agents",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.list_agents() 方法",
-      "tags": [
-        "OrganizationContext",
-        "list_agents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.find_best_agent",
-      "type": "function",
-      "name": "find_best_agent",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.find_best_agent(required_capabilities, exclude) 方法",
-      "tags": [
-        "OrganizationContext",
-        "find_best_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.update_load",
-      "type": "function",
-      "name": "update_load",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.update_load(name, delta) 方法",
-      "tags": [
-        "OrganizationContext",
-        "update_load"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.set_availability",
-      "type": "function",
-      "name": "set_availability",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.set_availability(name, available) 方法",
-      "tags": [
-        "OrganizationContext",
-        "set_availability"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OrganizationContext.from_agent_pool",
-      "type": "function",
-      "name": "from_agent_pool",
-      "filePath": "src/agentkit/org/context.py",
-      "layer": "unknown",
-      "summary": "OrganizationContext.from_agent_pool(cls, agent_pool, skill_registry) 方法",
-      "tags": [
-        "OrganizationContext",
-        "from_agent_pool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentDiscovery",
-      "type": "class",
-      "name": "AgentDiscovery",
-      "filePath": "src/agentkit/org/discovery.py",
-      "layer": "unknown",
-      "summary": "Agent 发现 - 提供多种维度的 Agent 查询与推荐",
-      "tags": [
-        "AgentDiscovery"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:AgentDiscovery.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/org/discovery.py",
-      "layer": "unknown",
-      "summary": "AgentDiscovery.__init__(org_context) 方法",
-      "tags": [
-        "AgentDiscovery",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentDiscovery.discover_by_capability",
-      "type": "function",
-      "name": "discover_by_capability",
-      "filePath": "src/agentkit/org/discovery.py",
-      "layer": "unknown",
-      "summary": "AgentDiscovery.discover_by_capability(required_capabilities) 方法",
-      "tags": [
-        "AgentDiscovery",
-        "discover_by_capability"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentDiscovery.discover_by_execution_mode",
-      "type": "function",
-      "name": "discover_by_execution_mode",
-      "filePath": "src/agentkit/org/discovery.py",
-      "layer": "unknown",
-      "summary": "AgentDiscovery.discover_by_execution_mode(mode) 方法",
-      "tags": [
-        "AgentDiscovery",
-        "discover_by_execution_mode"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentDiscovery.discover_available",
-      "type": "function",
-      "name": "discover_available",
-      "filePath": "src/agentkit/org/discovery.py",
-      "layer": "unknown",
-      "summary": "AgentDiscovery.discover_available() 方法",
-      "tags": [
-        "AgentDiscovery",
-        "discover_available"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentDiscovery.recommend_agent",
-      "type": "function",
-      "name": "recommend_agent",
-      "filePath": "src/agentkit/org/discovery.py",
-      "layer": "unknown",
-      "summary": "AgentDiscovery.recommend_agent(required_capabilities, preferred_mode) 方法",
-      "tags": [
-        "AgentDiscovery",
-        "recommend_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PromptSection",
-      "type": "class",
-      "name": "PromptSection",
-      "filePath": "src/agentkit/prompts/section.py",
-      "layer": "utility",
-      "summary": "Prompt 段落定义",
-      "tags": [
-        "PromptSection"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PromptSection.render",
-      "type": "function",
-      "name": "render",
-      "filePath": "src/agentkit/prompts/section.py",
-      "layer": "utility",
-      "summary": "PromptSection.render(variables) 方法",
-      "tags": [
-        "PromptSection",
-        "render"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PromptTemplate",
-      "type": "class",
-      "name": "PromptTemplate",
-      "filePath": "src/agentkit/prompts/template.py",
-      "layer": "utility",
-      "summary": "Prompt 模板",
-      "tags": [
-        "PromptTemplate"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:PromptTemplate.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/prompts/template.py",
-      "layer": "utility",
-      "summary": "PromptTemplate.__init__(sections, name, version) 方法",
-      "tags": [
-        "PromptTemplate",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PromptTemplate.render",
-      "type": "function",
-      "name": "render",
-      "filePath": "src/agentkit/prompts/template.py",
-      "layer": "utility",
-      "summary": "PromptTemplate.render(variables, context_budget) 方法",
-      "tags": [
-        "PromptTemplate",
-        "render"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PromptTemplate.sections",
-      "type": "function",
-      "name": "sections",
-      "filePath": "src/agentkit/prompts/template.py",
-      "layer": "utility",
-      "summary": "PromptTemplate.sections() 方法",
-      "tags": [
-        "PromptTemplate",
-        "sections"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PromptTemplate.render_cached",
-      "type": "function",
-      "name": "render_cached",
-      "filePath": "src/agentkit/prompts/template.py",
-      "layer": "utility",
-      "summary": "PromptTemplate.render_cached(variables) 方法",
-      "tags": [
-        "PromptTemplate",
-        "render_cached"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PromptTemplate.clear_cache",
-      "type": "function",
-      "name": "clear_cache",
-      "filePath": "src/agentkit/prompts/template.py",
-      "layer": "utility",
-      "summary": "PromptTemplate.clear_cache() 方法",
-      "tags": [
-        "PromptTemplate",
-        "clear_cache"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AlignmentConfig",
-      "type": "class",
-      "name": "AlignmentConfig",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "对齐守卫配置",
-      "tags": [
-        "AlignmentConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentConfig.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentConfig.from_dict(cls, data) 方法",
-      "tags": [
-        "AlignmentConfig",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AlignmentCheckResult",
-      "type": "class",
-      "name": "AlignmentCheckResult",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "对齐检查结果",
-      "tags": [
-        "AlignmentCheckResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CascadeAlert",
-      "type": "class",
-      "name": "CascadeAlert",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "级联故障告警",
-      "tags": [
-        "CascadeAlert"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ConstraintInjector",
-      "type": "class",
-      "name": "ConstraintInjector",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "将全局约束注入到任务 input_data 中",
-      "tags": [
-        "ConstraintInjector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConstraintInjector.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "ConstraintInjector.__init__(config) 方法",
-      "tags": [
-        "ConstraintInjector",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConstraintInjector.inject",
-      "type": "function",
-      "name": "inject",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "ConstraintInjector.inject(input_data) 方法",
-      "tags": [
-        "ConstraintInjector",
-        "inject"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AlignmentGuard",
-      "type": "class",
-      "name": "AlignmentGuard",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "对齐守卫 — 扩展 QualityGate，增加约束注入和级联检测",
-      "tags": [
-        "AlignmentGuard"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:AlignmentGuard.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard.__init__(config, llm_gateway) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard.inject_constraints",
-      "type": "function",
-      "name": "inject_constraints",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard.inject_constraints(input_data) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "inject_constraints"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard.check_output",
-      "type": "function",
-      "name": "check_output",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard.check_output(output, constraints) 异步方法",
-      "tags": [
-        "AlignmentGuard",
-        "check_output"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard._rule_check",
-      "type": "function",
-      "name": "_rule_check",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard._rule_check(output, constraints) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "_rule_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard._is_positive_mention",
-      "type": "function",
-      "name": "_is_positive_mention",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard._is_positive_mention(content, keyword) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "_is_positive_mention"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard._extract_text",
-      "type": "function",
-      "name": "_extract_text",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard._extract_text(output) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "_extract_text"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard._llm_check",
-      "type": "function",
-      "name": "_llm_check",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard._llm_check(output, constraints) 异步方法",
-      "tags": [
-        "AlignmentGuard",
-        "_llm_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard.record_interaction",
-      "type": "function",
-      "name": "record_interaction",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard.record_interaction(session_id) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "record_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard.record_loop_depth",
-      "type": "function",
-      "name": "record_loop_depth",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard.record_loop_depth(session_id, depth) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "record_loop_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard.reset_session",
-      "type": "function",
-      "name": "reset_session",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard.reset_session(session_id) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "reset_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AlignmentGuard.get_interaction_count",
-      "type": "function",
-      "name": "get_interaction_count",
-      "filePath": "src/agentkit/quality/alignment.py",
-      "layer": "utility",
-      "summary": "AlignmentGuard.get_interaction_count(session_id) 方法",
-      "tags": [
-        "AlignmentGuard",
-        "get_interaction_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CascadeAlert",
-      "type": "class",
-      "name": "CascadeAlert",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "级联故障告警",
-      "tags": [
-        "CascadeAlert"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CascadeDetector",
-      "type": "class",
-      "name": "CascadeDetector",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "检测多 agent 交互中的级联故障",
-      "tags": [
-        "CascadeDetector"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:CascadeDetector.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "CascadeDetector.__init__(max_interactions, max_depth, store) 方法",
-      "tags": [
-        "CascadeDetector",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeDetector.check_interaction",
-      "type": "function",
-      "name": "check_interaction",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "CascadeDetector.check_interaction(session_id) 方法",
-      "tags": [
-        "CascadeDetector",
-        "check_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeDetector.check_depth",
-      "type": "function",
-      "name": "check_depth",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "CascadeDetector.check_depth(session_id, depth) 方法",
-      "tags": [
-        "CascadeDetector",
-        "check_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeDetector.reset",
-      "type": "function",
-      "name": "reset",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "CascadeDetector.reset(session_id) 方法",
-      "tags": [
-        "CascadeDetector",
-        "reset"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeDetector.get_stats",
-      "type": "function",
-      "name": "get_stats",
-      "filePath": "src/agentkit/quality/cascade_detector.py",
-      "layer": "utility",
-      "summary": "CascadeDetector.get_stats(session_id) 方法",
-      "tags": [
-        "CascadeDetector",
-        "get_stats"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CascadeStateStore",
-      "type": "class",
-      "name": "CascadeStateStore",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "Persistent cascade detection state interface.",
-      "tags": [
-        "CascadeStateStore"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:CascadeStateStore.increment_interaction",
-      "type": "function",
-      "name": "increment_interaction",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "CascadeStateStore.increment_interaction(session_id) 方法",
-      "tags": [
-        "CascadeStateStore",
-        "increment_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeStateStore.get_interaction",
-      "type": "function",
-      "name": "get_interaction",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "CascadeStateStore.get_interaction(session_id) 方法",
-      "tags": [
-        "CascadeStateStore",
-        "get_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeStateStore.set_depth",
-      "type": "function",
-      "name": "set_depth",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "CascadeStateStore.set_depth(session_id, depth) 方法",
-      "tags": [
-        "CascadeStateStore",
-        "set_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeStateStore.get_depth",
-      "type": "function",
-      "name": "get_depth",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "CascadeStateStore.get_depth(session_id) 方法",
-      "tags": [
-        "CascadeStateStore",
-        "get_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:CascadeStateStore.reset",
-      "type": "function",
-      "name": "reset",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "CascadeStateStore.reset(session_id) 方法",
-      "tags": [
-        "CascadeStateStore",
-        "reset"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryCascadeStateStore",
-      "type": "class",
-      "name": "InMemoryCascadeStateStore",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "In-memory cascade state store (default, process-local).",
-      "tags": [
-        "InMemoryCascadeStateStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore.__init__(session_ttl) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore._is_expired",
-      "type": "function",
-      "name": "_is_expired",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore._is_expired(session_id) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "_is_expired"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore._cleanup_expired",
-      "type": "function",
-      "name": "_cleanup_expired",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore._cleanup_expired() 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "_cleanup_expired"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore._touch",
-      "type": "function",
-      "name": "_touch",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore._touch(session_id) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "_touch"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore.increment_interaction",
-      "type": "function",
-      "name": "increment_interaction",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore.increment_interaction(session_id) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "increment_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore.get_interaction",
-      "type": "function",
-      "name": "get_interaction",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore.get_interaction(session_id) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "get_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore.set_depth",
-      "type": "function",
-      "name": "set_depth",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore.set_depth(session_id, depth) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "set_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore.get_depth",
-      "type": "function",
-      "name": "get_depth",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore.get_depth(session_id) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "get_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryCascadeStateStore.reset",
-      "type": "function",
-      "name": "reset",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "InMemoryCascadeStateStore.reset(session_id) 方法",
-      "tags": [
-        "InMemoryCascadeStateStore",
-        "reset"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RedisCascadeStateStore",
-      "type": "class",
-      "name": "RedisCascadeStateStore",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "Redis-backed cascade state store using INCR for atomic increments.",
-      "tags": [
-        "RedisCascadeStateStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:RedisCascadeStateStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore.__init__(redis_url, session_ttl) 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore._get_sync_redis",
-      "type": "function",
-      "name": "_get_sync_redis",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore._get_sync_redis() 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "_get_sync_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore._degrade_to_fallback",
-      "type": "function",
-      "name": "_degrade_to_fallback",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore._degrade_to_fallback() 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "_degrade_to_fallback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore.increment_interaction",
-      "type": "function",
-      "name": "increment_interaction",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore.increment_interaction(session_id) 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "increment_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore.get_interaction",
-      "type": "function",
-      "name": "get_interaction",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore.get_interaction(session_id) 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "get_interaction"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore.set_depth",
-      "type": "function",
-      "name": "set_depth",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore.set_depth(session_id, depth) 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "set_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore.get_depth",
-      "type": "function",
-      "name": "get_depth",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore.get_depth(session_id) 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "get_depth"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore.reset",
-      "type": "function",
-      "name": "reset",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore.reset(session_id) 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "reset"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisCascadeStateStore.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "RedisCascadeStateStore.close() 方法",
-      "tags": [
-        "RedisCascadeStateStore",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:QualityCheck",
-      "type": "class",
-      "name": "QualityCheck",
-      "filePath": "src/agentkit/quality/gate.py",
-      "layer": "utility",
-      "summary": "单条质量检查结果",
-      "tags": [
-        "QualityCheck"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:QualityResult",
-      "type": "class",
-      "name": "QualityResult",
-      "filePath": "src/agentkit/quality/gate.py",
-      "layer": "utility",
-      "summary": "质量检查汇总结果",
-      "tags": [
-        "QualityResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:QualityGate",
-      "type": "class",
-      "name": "QualityGate",
-      "filePath": "src/agentkit/quality/gate.py",
-      "layer": "utility",
-      "summary": "产出质量管理 — 多维度质量检查",
-      "tags": [
-        "QualityGate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QualityGate.validate",
-      "type": "function",
-      "name": "validate",
-      "filePath": "src/agentkit/quality/gate.py",
-      "layer": "utility",
-      "summary": "QualityGate.validate(output, skill) 异步方法",
-      "tags": [
-        "QualityGate",
-        "validate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:QualityGate._import_validator",
-      "type": "function",
-      "name": "_import_validator",
-      "filePath": "src/agentkit/quality/gate.py",
-      "layer": "utility",
-      "summary": "QualityGate._import_validator(dotted_path) 方法",
-      "tags": [
-        "QualityGate",
-        "_import_validator"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OutputMetadata",
-      "type": "class",
-      "name": "OutputMetadata",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "输出元数据",
-      "tags": [
-        "OutputMetadata"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:StandardOutput",
-      "type": "class",
-      "name": "StandardOutput",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "标准化输出",
-      "tags": [
-        "StandardOutput"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OutputStandardizer",
-      "type": "class",
-      "name": "OutputStandardizer",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "标准化输出 — Schema 验证 + 类型归一化 + 元数据",
-      "tags": [
-        "OutputStandardizer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:OutputStandardizer.standardize",
-      "type": "function",
-      "name": "standardize",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "OutputStandardizer.standardize(raw_output, skill, quality_result) 异步方法",
-      "tags": [
-        "OutputStandardizer",
-        "standardize"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OutputStandardizer._validate_schema",
-      "type": "function",
-      "name": "_validate_schema",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "OutputStandardizer._validate_schema(output, schema) 方法",
-      "tags": [
-        "OutputStandardizer",
-        "_validate_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OutputStandardizer._normalize_types",
-      "type": "function",
-      "name": "_normalize_types",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "OutputStandardizer._normalize_types(output, schema) 方法",
-      "tags": [
-        "OutputStandardizer",
-        "_normalize_types"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OutputStandardizer._calculate_quality_score",
-      "type": "function",
-      "name": "_calculate_quality_score",
-      "filePath": "src/agentkit/quality/output.py",
-      "layer": "utility",
-      "summary": "OutputStandardizer._calculate_quality_score(quality_result) 方法",
-      "tags": [
-        "OutputStandardizer",
-        "_calculate_quality_score"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RoutingResult",
-      "type": "class",
-      "name": "RoutingResult",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "路由结果",
-      "tags": [
-        "RoutingResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:IntentRouter",
-      "type": "class",
-      "name": "IntentRouter",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "两级意图路由：关键词匹配 → LLM 分类",
-      "tags": [
-        "IntentRouter"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:IntentRouter.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter.__init__(llm_gateway, model) 方法",
-      "tags": [
-        "IntentRouter",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:IntentRouter.route",
-      "type": "function",
-      "name": "route",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter.route(input_data, skills) 异步方法",
-      "tags": [
-        "IntentRouter",
-        "route"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:IntentRouter._match_keywords",
-      "type": "function",
-      "name": "_match_keywords",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter._match_keywords(input_data, skills) 方法",
-      "tags": [
-        "IntentRouter",
-        "_match_keywords"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:IntentRouter._classify_with_llm",
-      "type": "function",
-      "name": "_classify_with_llm",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter._classify_with_llm(input_data, skills) 异步方法",
-      "tags": [
-        "IntentRouter",
-        "_classify_with_llm"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:IntentRouter._build_classification_prompt",
-      "type": "function",
-      "name": "_build_classification_prompt",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter._build_classification_prompt(input_data, skills) 方法",
-      "tags": [
-        "IntentRouter",
-        "_build_classification_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:IntentRouter._parse_llm_response",
-      "type": "function",
-      "name": "_parse_llm_response",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter._parse_llm_response(content, skills) 方法",
-      "tags": [
-        "IntentRouter",
-        "_parse_llm_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:IntentRouter._extract_skill_name_from_text",
-      "type": "function",
-      "name": "_extract_skill_name_from_text",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter._extract_skill_name_from_text(text, valid_names) 方法",
-      "tags": [
-        "IntentRouter",
-        "_extract_skill_name_from_text"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:IntentRouter._extract_string_values",
-      "type": "function",
-      "name": "_extract_string_values",
-      "filePath": "src/agentkit/router/intent.py",
-      "layer": "service",
-      "summary": "IntentRouter._extract_string_values(data) 方法",
-      "tags": [
-        "IntentRouter",
-        "_extract_string_values"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentKitClient",
-      "type": "class",
-      "name": "AgentKitClient",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "Python SDK for AgentKit Server",
-      "tags": [
-        "AgentKitClient"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:AgentKitClient.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.__init__(base_url) 方法",
-      "tags": [
-        "AgentKitClient",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.create_agent",
-      "type": "function",
-      "name": "create_agent",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.create_agent(skill_name, config) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "create_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.list_agents",
-      "type": "function",
-      "name": "list_agents",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.list_agents() 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "list_agents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.get_agent",
-      "type": "function",
-      "name": "get_agent",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.get_agent(name) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "get_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.delete_agent",
-      "type": "function",
-      "name": "delete_agent",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.delete_agent(name) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "delete_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.submit_task",
-      "type": "function",
-      "name": "submit_task",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.submit_task(input_data, skill_name, agent_name) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "submit_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.register_skill",
-      "type": "function",
-      "name": "register_skill",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.register_skill(config) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "register_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.list_skills",
-      "type": "function",
-      "name": "list_skills",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.list_skills() 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "list_skills"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.get_usage(agent_name) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "get_usage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.health",
-      "type": "function",
-      "name": "health",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.health() 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "health"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.submit_task_async",
-      "type": "function",
-      "name": "submit_task_async",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.submit_task_async(input_data, skill_name, agent_name) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "submit_task_async"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.get_task_status",
-      "type": "function",
-      "name": "get_task_status",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.get_task_status(task_id) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "get_task_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.cancel_task",
-      "type": "function",
-      "name": "cancel_task",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.cancel_task(task_id) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "cancel_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.list_tasks",
-      "type": "function",
-      "name": "list_tasks",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.list_tasks(status, limit) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "list_tasks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.stream_task",
-      "type": "function",
-      "name": "stream_task",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.stream_task(input_data, skill_name, agent_name) 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "stream_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.close() 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.__aenter__",
-      "type": "function",
-      "name": "__aenter__",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.__aenter__() 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "__aenter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentKitClient.__aexit__",
-      "type": "function",
-      "name": "__aexit__",
-      "filePath": "src/agentkit/server/client.py",
-      "layer": "api",
-      "summary": "AgentKitClient.__aexit__() 异步方法",
-      "tags": [
-        "AgentKitClient",
-        "__aexit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ClientConfig",
-      "type": "class",
-      "name": "ClientConfig",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "Manages client-specific configuration overrides",
-      "tags": [
-        "ClientConfig"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ClientConfig.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig.__init__(config_dir) 方法",
-      "tags": [
-        "ClientConfig",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig.clients",
-      "type": "function",
-      "name": "clients",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig.clients() 方法",
-      "tags": [
-        "ClientConfig",
-        "clients"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig._load_clients",
-      "type": "function",
-      "name": "_load_clients",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig._load_clients() 方法",
-      "tags": [
-        "ClientConfig",
-        "_load_clients"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig.reload",
-      "type": "function",
-      "name": "reload",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig.reload() 方法",
-      "tags": [
-        "ClientConfig",
-        "reload"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig.identify_client",
-      "type": "function",
-      "name": "identify_client",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig.identify_client(api_key) 方法",
-      "tags": [
-        "ClientConfig",
-        "identify_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig.get_client_config",
-      "type": "function",
-      "name": "get_client_config",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig.get_client_config(client_name) 方法",
-      "tags": [
-        "ClientConfig",
-        "get_client_config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig.get_skills_dir",
-      "type": "function",
-      "name": "get_skills_dir",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig.get_skills_dir(client_name) 方法",
-      "tags": [
-        "ClientConfig",
-        "get_skills_dir"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig._load_default_config",
-      "type": "function",
-      "name": "_load_default_config",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig._load_default_config() 方法",
-      "tags": [
-        "ClientConfig",
-        "_load_default_config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ClientConfig.validate_api_key",
-      "type": "function",
-      "name": "validate_api_key",
-      "filePath": "src/agentkit/server/client_config.py",
-      "layer": "api",
-      "summary": "ClientConfig.validate_api_key(api_key) 方法",
-      "tags": [
-        "ClientConfig",
-        "validate_api_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CreateAgentRequest",
-      "type": "class",
-      "name": "CreateAgentRequest",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "CreateAgentRequest类，继承自BaseModel",
-      "tags": [
-        "CreateAgentRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TriggerEvolutionRequest",
-      "type": "class",
-      "name": "TriggerEvolutionRequest",
-      "filePath": "src/agentkit/server/routes/evolution.py",
-      "layer": "api",
-      "summary": "TriggerEvolutionRequest类，继承自BaseModel",
-      "tags": [
-        "TriggerEvolutionRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DashboardExperience",
-      "type": "class",
-      "name": "DashboardExperience",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "仪表盘展示用的经验记录",
-      "tags": [
-        "DashboardExperience"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DashboardOptimization",
-      "type": "class",
-      "name": "DashboardOptimization",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "仪表盘展示用的路径优化记录",
-      "tags": [
-        "DashboardOptimization"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RecordExperienceRequest",
-      "type": "class",
-      "name": "RecordExperienceRequest",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "记录经验请求体",
-      "tags": [
-        "RecordExperienceRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RecordOptimizationRequest",
-      "type": "class",
-      "name": "RecordOptimizationRequest",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "记录路径优化请求体",
-      "tags": [
-        "RecordOptimizationRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UsageRecordResponse",
-      "type": "class",
-      "name": "UsageRecordResponse",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "单条用量记录",
-      "tags": [
-        "UsageRecordResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UsageSummaryResponse",
-      "type": "class",
-      "name": "UsageSummaryResponse",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "用量汇总",
-      "tags": [
-        "UsageSummaryResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:KnowledgeSource",
-      "type": "class",
-      "name": "KnowledgeSource",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSource类",
-      "tags": [
-        "KnowledgeSource"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UploadedDocument",
-      "type": "class",
-      "name": "UploadedDocument",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "UploadedDocument类",
-      "tags": [
-        "UploadedDocument"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:KnowledgeSourceStore",
-      "type": "class",
-      "name": "KnowledgeSourceStore",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore类，包含方法: __init__, add_source, get_source, remove_source, list_sources 等9个方法",
-      "tags": [
-        "KnowledgeSourceStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.__init__(max_sources) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.add_source",
-      "type": "function",
-      "name": "add_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.add_source(name, source_type, config) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "add_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.get_source",
-      "type": "function",
-      "name": "get_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.get_source(source_id) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "get_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.remove_source",
-      "type": "function",
-      "name": "remove_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.remove_source(source_id) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "remove_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.list_sources() 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.add_document",
-      "type": "function",
-      "name": "add_document",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.add_document(doc) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "add_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.list_documents",
-      "type": "function",
-      "name": "list_documents",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.list_documents(source_id) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "list_documents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.delete_document",
-      "type": "function",
-      "name": "delete_document",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.delete_document(document_id) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "delete_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:KnowledgeSourceStore.update_source",
-      "type": "function",
-      "name": "update_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "KnowledgeSourceStore.update_source(source_id, data) 方法",
-      "tags": [
-        "KnowledgeSourceStore",
-        "update_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AddSourceRequest",
-      "type": "class",
-      "name": "AddSourceRequest",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "AddSourceRequest类，继承自BaseModel",
-      "tags": [
-        "AddSourceRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SearchRequest",
-      "type": "class",
-      "name": "SearchRequest",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "SearchRequest类，继承自BaseModel",
-      "tags": [
-        "SearchRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SearchResult",
-      "type": "class",
-      "name": "SearchResult",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "SearchResult类，继承自BaseModel",
-      "tags": [
-        "SearchResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:UpdateSourceRequest",
-      "type": "class",
-      "name": "UpdateSourceRequest",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "UpdateSourceRequest类，继承自BaseModel",
-      "tags": [
-        "UpdateSourceRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ChatMessage",
-      "type": "class",
-      "name": "ChatMessage",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ChatMessage类",
-      "tags": [
-        "ChatMessage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Conversation",
-      "type": "class",
-      "name": "Conversation",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "Conversation类",
-      "tags": [
-        "Conversation"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ConversationStore",
-      "type": "class",
-      "name": "ConversationStore",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ConversationStore类，包含方法: __init__, get_or_create, add_message, get_history, list_conversations",
-      "tags": [
-        "ConversationStore"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ConversationStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ConversationStore.__init__(max_conversations) 方法",
-      "tags": [
-        "ConversationStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConversationStore.get_or_create",
-      "type": "function",
-      "name": "get_or_create",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ConversationStore.get_or_create(conversation_id) 方法",
-      "tags": [
-        "ConversationStore",
-        "get_or_create"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConversationStore.add_message",
-      "type": "function",
-      "name": "add_message",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ConversationStore.add_message(conversation_id, role, content, metadata) 方法",
-      "tags": [
-        "ConversationStore",
-        "add_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConversationStore.get_history",
-      "type": "function",
-      "name": "get_history",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ConversationStore.get_history(conversation_id, limit) 方法",
-      "tags": [
-        "ConversationStore",
-        "get_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConversationStore.list_conversations",
-      "type": "function",
-      "name": "list_conversations",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ConversationStore.list_conversations(limit) 方法",
-      "tags": [
-        "ConversationStore",
-        "list_conversations"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ChatRequest",
-      "type": "class",
-      "name": "ChatRequest",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ChatRequest类，继承自BaseModel",
-      "tags": [
-        "ChatRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ChatResponse",
-      "type": "class",
-      "name": "ChatResponse",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "ChatResponse类，继承自BaseModel",
-      "tags": [
-        "ChatResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CapabilityInfo",
-      "type": "class",
-      "name": "CapabilityInfo",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "CapabilityInfo类，继承自BaseModel",
-      "tags": [
-        "CapabilityInfo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CapabilitiesResponse",
-      "type": "class",
-      "name": "CapabilitiesResponse",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "CapabilitiesResponse类，继承自BaseModel",
-      "tags": [
-        "CapabilitiesResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LlmProviderResponse",
-      "type": "class",
-      "name": "LlmProviderResponse",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "LlmProviderResponse类，继承自BaseModel",
-      "tags": [
-        "LlmProviderResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LlmConfigResponse",
-      "type": "class",
-      "name": "LlmConfigResponse",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "LlmConfigResponse类，继承自BaseModel",
-      "tags": [
-        "LlmConfigResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LlmProviderUpdate",
-      "type": "class",
-      "name": "LlmProviderUpdate",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "LlmProviderUpdate类，继承自BaseModel",
-      "tags": [
-        "LlmProviderUpdate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LlmConfigUpdate",
-      "type": "class",
-      "name": "LlmConfigUpdate",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "LlmConfigUpdate类，继承自BaseModel",
-      "tags": [
-        "LlmConfigUpdate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillsConfigResponse",
-      "type": "class",
-      "name": "SkillsConfigResponse",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "SkillsConfigResponse类，继承自BaseModel",
-      "tags": [
-        "SkillsConfigResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillsConfigUpdate",
-      "type": "class",
-      "name": "SkillsConfigUpdate",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "SkillsConfigUpdate类，继承自BaseModel",
-      "tags": [
-        "SkillsConfigUpdate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:KbConfigResponse",
-      "type": "class",
-      "name": "KbConfigResponse",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "KbConfigResponse类，继承自BaseModel",
-      "tags": [
-        "KbConfigResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:KbConfigUpdate",
-      "type": "class",
-      "name": "KbConfigUpdate",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "KbConfigUpdate类，继承自BaseModel",
-      "tags": [
-        "KbConfigUpdate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:GeneralConfigResponse",
-      "type": "class",
-      "name": "GeneralConfigResponse",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "GeneralConfigResponse类，继承自BaseModel",
-      "tags": [
-        "GeneralConfigResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:GeneralConfigUpdate",
-      "type": "class",
-      "name": "GeneralConfigUpdate",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "GeneralConfigUpdate类，继承自BaseModel",
-      "tags": [
-        "GeneralConfigUpdate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillInfo",
-      "type": "class",
-      "name": "SkillInfo",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "SkillInfo类，继承自BaseModel",
-      "tags": [
-        "SkillInfo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillDetail",
-      "type": "class",
-      "name": "SkillDetail",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "SkillDetail类，继承自BaseModel",
-      "tags": [
-        "SkillDetail"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CapabilityInfo",
-      "type": "class",
-      "name": "CapabilityInfo",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "CapabilityInfo类，继承自BaseModel",
-      "tags": [
-        "CapabilityInfo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RegisterSkillRequest",
-      "type": "class",
-      "name": "RegisterSkillRequest",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "RegisterSkillRequest类，继承自BaseModel",
-      "tags": [
-        "RegisterSkillRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CreatePipelineRequest",
-      "type": "class",
-      "name": "CreatePipelineRequest",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "CreatePipelineRequest类，继承自BaseModel",
-      "tags": [
-        "CreatePipelineRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExecutePipelineRequest",
-      "type": "class",
-      "name": "ExecutePipelineRequest",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "ExecutePipelineRequest类，继承自BaseModel",
-      "tags": [
-        "ExecutePipelineRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InstallSkillRequest",
-      "type": "class",
-      "name": "InstallSkillRequest",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "InstallSkillRequest类，继承自BaseModel",
-      "tags": [
-        "InstallSkillRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SubmitTaskRequest",
-      "type": "class",
-      "name": "SubmitTaskRequest",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "SubmitTaskRequest类，继承自BaseModel",
-      "tags": [
-        "SubmitTaskRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TerminalSessionState",
-      "type": "class",
-      "name": "TerminalSessionState",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "Per-session state for a terminal connection.",
-      "tags": [
-        "TerminalSessionState"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExecuteRequest",
-      "type": "class",
-      "name": "ExecuteRequest",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "ExecuteRequest类，继承自BaseModel",
-      "tags": [
-        "ExecuteRequest"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ExecuteResponse",
-      "type": "class",
-      "name": "ExecuteResponse",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "ExecuteResponse类，继承自BaseModel",
-      "tags": [
-        "ExecuteResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SessionInfo",
-      "type": "class",
-      "name": "SessionInfo",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "SessionInfo类，继承自BaseModel",
-      "tags": [
-        "SessionInfo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HistoryResponse",
-      "type": "class",
-      "name": "HistoryResponse",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "HistoryResponse类，继承自BaseModel",
-      "tags": [
-        "HistoryResponse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WorkflowStore",
-      "type": "class",
-      "name": "WorkflowStore",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "In-memory workflow store with async-safe mutation methods.",
-      "tags": [
-        "WorkflowStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:WorkflowStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.__init__(max_workflows, max_executions) 方法",
-      "tags": [
-        "WorkflowStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore._evict_execution",
-      "type": "function",
-      "name": "_evict_execution",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore._evict_execution(execution_id) 方法",
-      "tags": [
-        "WorkflowStore",
-        "_evict_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.save",
-      "type": "function",
-      "name": "save",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.save(workflow) 异步方法",
-      "tags": [
-        "WorkflowStore",
-        "save"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.get(workflow_id) 方法",
-      "tags": [
-        "WorkflowStore",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.list",
-      "type": "function",
-      "name": "list",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.list(limit) 方法",
-      "tags": [
-        "WorkflowStore",
-        "list"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.delete",
-      "type": "function",
-      "name": "delete",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.delete(workflow_id) 异步方法",
-      "tags": [
-        "WorkflowStore",
-        "delete"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.create_execution",
-      "type": "function",
-      "name": "create_execution",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.create_execution(workflow_id) 异步方法",
-      "tags": [
-        "WorkflowStore",
-        "create_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.get_execution",
-      "type": "function",
-      "name": "get_execution",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.get_execution(execution_id) 方法",
-      "tags": [
-        "WorkflowStore",
-        "get_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.update_execution",
-      "type": "function",
-      "name": "update_execution",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.update_execution(execution_id) 异步方法",
-      "tags": [
-        "WorkflowStore",
-        "update_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.get_execution_lock",
-      "type": "function",
-      "name": "get_execution_lock",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.get_execution_lock(execution_id) 方法",
-      "tags": [
-        "WorkflowStore",
-        "get_execution_lock"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WorkflowStore.list_executions",
-      "type": "function",
-      "name": "list_executions",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "WorkflowStore.list_executions(workflow_id, limit, offset) 方法",
-      "tags": [
-        "WorkflowStore",
-        "list_executions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ConnectionManager",
-      "type": "class",
-      "name": "ConnectionManager",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "Track active WebSocket connections per task_id for fan-out.",
-      "tags": [
-        "ConnectionManager"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ConnectionManager.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "ConnectionManager.__init__() 方法",
-      "tags": [
-        "ConnectionManager",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConnectionManager.add",
-      "type": "function",
-      "name": "add",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "ConnectionManager.add(task_id, ws, token) 方法",
-      "tags": [
-        "ConnectionManager",
-        "add"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConnectionManager.remove",
-      "type": "function",
-      "name": "remove",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "ConnectionManager.remove(task_id, ws) 方法",
-      "tags": [
-        "ConnectionManager",
-        "remove"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConnectionManager.get_tokens",
-      "type": "function",
-      "name": "get_tokens",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "ConnectionManager.get_tokens(task_id) 方法",
-      "tags": [
-        "ConnectionManager",
-        "get_tokens"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConnectionManager.broadcast",
-      "type": "function",
-      "name": "broadcast",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "ConnectionManager.broadcast(task_id, message) 异步方法",
-      "tags": [
-        "ConnectionManager",
-        "broadcast"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ConnectionManager.has_connections",
-      "type": "function",
-      "name": "has_connections",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "ConnectionManager.has_connections(task_id) 方法",
-      "tags": [
-        "ConnectionManager",
-        "has_connections"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:BackgroundRunner",
-      "type": "class",
-      "name": "BackgroundRunner",
-      "filePath": "src/agentkit/server/runner.py",
-      "layer": "api",
-      "summary": "Runs tasks in background asyncio tasks with lifecycle management.",
-      "tags": [
-        "BackgroundRunner"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:BackgroundRunner.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/runner.py",
-      "layer": "api",
-      "summary": "BackgroundRunner.__init__(task_store, max_concurrent) 方法",
-      "tags": [
-        "BackgroundRunner",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BackgroundRunner.active_count",
-      "type": "function",
-      "name": "active_count",
-      "filePath": "src/agentkit/server/runner.py",
-      "layer": "api",
-      "summary": "BackgroundRunner.active_count() 方法",
-      "tags": [
-        "BackgroundRunner",
-        "active_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BackgroundRunner.submit",
-      "type": "function",
-      "name": "submit",
-      "filePath": "src/agentkit/server/runner.py",
-      "layer": "api",
-      "summary": "BackgroundRunner.submit(agent, input_data, skill_name, quality_gate, output_standardizer, skill) 异步方法",
-      "tags": [
-        "BackgroundRunner",
-        "submit"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BackgroundRunner._run_task",
-      "type": "function",
-      "name": "_run_task",
-      "filePath": "src/agentkit/server/runner.py",
-      "layer": "api",
-      "summary": "BackgroundRunner._run_task(task_id, agent, input_data, quality_gate, output_standardizer, skill) 异步方法",
-      "tags": [
-        "BackgroundRunner",
-        "_run_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BackgroundRunner.cancel",
-      "type": "function",
-      "name": "cancel",
-      "filePath": "src/agentkit/server/runner.py",
-      "layer": "api",
-      "summary": "BackgroundRunner.cancel(task_id) 异步方法",
-      "tags": [
-        "BackgroundRunner",
-        "cancel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TaskRecord",
-      "type": "class",
-      "name": "TaskRecord",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "Stored task record with full lifecycle data",
-      "tags": [
-        "TaskRecord"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskRecord.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "TaskRecord.to_dict() 方法",
-      "tags": [
-        "TaskRecord",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TaskRecord.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "TaskRecord.from_dict(cls, data) 方法",
-      "tags": [
-        "TaskRecord",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryTaskStore",
-      "type": "class",
-      "name": "InMemoryTaskStore",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "In-memory task state storage with automatic TTL cleanup.",
-      "tags": [
-        "InMemoryTaskStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:InMemoryTaskStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.__init__(ttl_seconds, max_records) 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.backend_type",
-      "type": "function",
-      "name": "backend_type",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.backend_type() 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "backend_type"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.start_cleanup",
-      "type": "function",
-      "name": "start_cleanup",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.start_cleanup() 异步方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "start_cleanup"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.stop_cleanup",
-      "type": "function",
-      "name": "stop_cleanup",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.stop_cleanup() 异步方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "stop_cleanup"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore._cleanup_loop",
-      "type": "function",
-      "name": "_cleanup_loop",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore._cleanup_loop() 异步方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "_cleanup_loop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore._cleanup_expired",
-      "type": "function",
-      "name": "_cleanup_expired",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore._cleanup_expired() 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "_cleanup_expired"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.create",
-      "type": "function",
-      "name": "create",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.create(task_id, agent_name, input_data, skill_name) 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "create"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.get(task_id) 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.update_status",
-      "type": "function",
-      "name": "update_status",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.update_status(task_id, status) 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "update_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.list_tasks",
-      "type": "function",
-      "name": "list_tasks",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.list_tasks(status, limit) 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "list_tasks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.count_by_status",
-      "type": "function",
-      "name": "count_by_status",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.count_by_status() 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "count_by_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.size",
-      "type": "function",
-      "name": "size",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.size() 方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "size"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryTaskStore.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "InMemoryTaskStore.health_check() 异步方法",
-      "tags": [
-        "InMemoryTaskStore",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RedisTaskStore",
-      "type": "class",
-      "name": "RedisTaskStore",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "Redis-backed task state storage with TTL.",
-      "tags": [
-        "RedisTaskStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:RedisTaskStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.__init__(redis_url, ttl_seconds, max_records) 方法",
-      "tags": [
-        "RedisTaskStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.backend_type",
-      "type": "function",
-      "name": "backend_type",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.backend_type() 方法",
-      "tags": [
-        "RedisTaskStore",
-        "backend_type"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore._get_redis",
-      "type": "function",
-      "name": "_get_redis",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore._get_redis() 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "_get_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore._key",
-      "type": "function",
-      "name": "_key",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore._key(task_id) 方法",
-      "tags": [
-        "RedisTaskStore",
-        "_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.start_cleanup",
-      "type": "function",
-      "name": "start_cleanup",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.start_cleanup() 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "start_cleanup"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.stop_cleanup",
-      "type": "function",
-      "name": "stop_cleanup",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.stop_cleanup() 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "stop_cleanup"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.create",
-      "type": "function",
-      "name": "create",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.create(task_id, agent_name, input_data, skill_name) 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "create"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.get(task_id) 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.update_status",
-      "type": "function",
-      "name": "update_status",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.update_status(task_id, status, reset_ttl) 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "update_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.list_tasks",
-      "type": "function",
-      "name": "list_tasks",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.list_tasks(status, limit) 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "list_tasks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.count_by_status",
-      "type": "function",
-      "name": "count_by_status",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.count_by_status() 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "count_by_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.size",
-      "type": "function",
-      "name": "size",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.size() 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "size"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore.health_check() 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore._count_keys",
-      "type": "function",
-      "name": "_count_keys",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore._count_keys(redis) 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "_count_keys"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisTaskStore._evict_oldest_completed",
-      "type": "function",
-      "name": "_evict_oldest_completed",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "RedisTaskStore._evict_oldest_completed(redis) 异步方法",
-      "tags": [
-        "RedisTaskStore",
-        "_evict_oldest_completed"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AsyncWriteQueue",
-      "type": "class",
-      "name": "AsyncWriteQueue",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "Background pending-buffer queue for non-blocking session persistence.",
-      "tags": [
-        "AsyncWriteQueue"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:AsyncWriteQueue.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue.__init__(store, max_buffer_size) 方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AsyncWriteQueue._ensure_started",
-      "type": "function",
-      "name": "_ensure_started",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue._ensure_started() 方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "_ensure_started"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AsyncWriteQueue._writer_loop",
-      "type": "function",
-      "name": "_writer_loop",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue._writer_loop() 异步方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "_writer_loop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AsyncWriteQueue.enqueue",
-      "type": "function",
-      "name": "enqueue",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue.enqueue(message, session) 方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "enqueue"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AsyncWriteQueue.buffered_messages",
-      "type": "function",
-      "name": "buffered_messages",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue.buffered_messages(session_id) 方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "buffered_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AsyncWriteQueue.pending_count",
-      "type": "function",
-      "name": "pending_count",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue.pending_count() 方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "pending_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AsyncWriteQueue.flush",
-      "type": "function",
-      "name": "flush",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue.flush() 异步方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "flush"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AsyncWriteQueue.stop",
-      "type": "function",
-      "name": "stop",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "AsyncWriteQueue.stop() 异步方法",
-      "tags": [
-        "AsyncWriteQueue",
-        "stop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SessionManager",
-      "type": "class",
-      "name": "SessionManager",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "Manages conversation sessions and their messages.",
-      "tags": [
-        "SessionManager"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:SessionManager.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.__init__(store) 方法",
-      "tags": [
-        "SessionManager",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.store",
-      "type": "function",
-      "name": "store",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.store() 方法",
-      "tags": [
-        "SessionManager",
-        "store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.create_session",
-      "type": "function",
-      "name": "create_session",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.create_session(agent_name, metadata) 异步方法",
-      "tags": [
-        "SessionManager",
-        "create_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.get_session",
-      "type": "function",
-      "name": "get_session",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.get_session(session_id) 异步方法",
-      "tags": [
-        "SessionManager",
-        "get_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.pause_session",
-      "type": "function",
-      "name": "pause_session",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.pause_session(session_id) 异步方法",
-      "tags": [
-        "SessionManager",
-        "pause_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.resume_session",
-      "type": "function",
-      "name": "resume_session",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.resume_session(session_id) 异步方法",
-      "tags": [
-        "SessionManager",
-        "resume_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.close_session",
-      "type": "function",
-      "name": "close_session",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.close_session(session_id) 异步方法",
-      "tags": [
-        "SessionManager",
-        "close_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.delete_session",
-      "type": "function",
-      "name": "delete_session",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.delete_session(session_id) 异步方法",
-      "tags": [
-        "SessionManager",
-        "delete_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.list_sessions(agent_name, limit) 异步方法",
-      "tags": [
-        "SessionManager",
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.append_message",
-      "type": "function",
-      "name": "append_message",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.append_message(session_id, role, content, tool_call_id, agent_name, metadata) 异步方法",
-      "tags": [
-        "SessionManager",
-        "append_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.get_messages",
-      "type": "function",
-      "name": "get_messages",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.get_messages(session_id, limit, offset) 异步方法",
-      "tags": [
-        "SessionManager",
-        "get_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.get_chat_messages",
-      "type": "function",
-      "name": "get_chat_messages",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.get_chat_messages(session_id) 异步方法",
-      "tags": [
-        "SessionManager",
-        "get_chat_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.count_messages",
-      "type": "function",
-      "name": "count_messages",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.count_messages(session_id) 异步方法",
-      "tags": [
-        "SessionManager",
-        "count_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.health_check() 异步方法",
-      "tags": [
-        "SessionManager",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.flush",
-      "type": "function",
-      "name": "flush",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.flush() 异步方法",
-      "tags": [
-        "SessionManager",
-        "flush"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionManager.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/session/manager.py",
-      "layer": "data",
-      "summary": "SessionManager.close() 异步方法",
-      "tags": [
-        "SessionManager",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SessionStatus",
-      "type": "class",
-      "name": "SessionStatus",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Session lifecycle states.",
-      "tags": [
-        "SessionStatus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MessageRole",
-      "type": "class",
-      "name": "MessageRole",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Message role — mirrors OpenAI chat message roles.",
-      "tags": [
-        "MessageRole"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Message",
-      "type": "class",
-      "name": "Message",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "A single message within a conversation session.",
-      "tags": [
-        "Message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Message.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Message.to_dict() 方法",
-      "tags": [
-        "Message",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Message.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Message.from_dict(cls, data) 方法",
-      "tags": [
-        "Message",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Message.to_chat_message",
-      "type": "function",
-      "name": "to_chat_message",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Message.to_chat_message() 方法",
-      "tags": [
-        "Message",
-        "to_chat_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Session",
-      "type": "class",
-      "name": "Session",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "A conversation session binding a user to an Agent.",
-      "tags": [
-        "Session"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:Session.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Session.to_dict() 方法",
-      "tags": [
-        "Session",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Session.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Session.from_dict(cls, data) 方法",
-      "tags": [
-        "Session",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Session.new_session_id",
-      "type": "function",
-      "name": "new_session_id",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Session.new_session_id() 方法",
-      "tags": [
-        "Session",
-        "new_session_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Session.new_message_id",
-      "type": "function",
-      "name": "new_message_id",
-      "filePath": "src/agentkit/session/models.py",
-      "layer": "data",
-      "summary": "Session.new_message_id() 方法",
-      "tags": [
-        "Session",
-        "new_message_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SessionStore",
-      "type": "class",
-      "name": "SessionStore",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "Protocol for session persistence backends.",
-      "tags": [
-        "SessionStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:SessionStore.save_session",
-      "type": "function",
-      "name": "save_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.save_session(session) 异步方法",
-      "tags": [
-        "SessionStore",
-        "save_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.get_session",
-      "type": "function",
-      "name": "get_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.get_session(session_id) 异步方法",
-      "tags": [
-        "SessionStore",
-        "get_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.update_session_status",
-      "type": "function",
-      "name": "update_session_status",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.update_session_status(session_id, status) 异步方法",
-      "tags": [
-        "SessionStore",
-        "update_session_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.delete_session",
-      "type": "function",
-      "name": "delete_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.delete_session(session_id) 异步方法",
-      "tags": [
-        "SessionStore",
-        "delete_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.list_sessions(agent_name, limit) 异步方法",
-      "tags": [
-        "SessionStore",
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.append_message",
-      "type": "function",
-      "name": "append_message",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.append_message(message) 异步方法",
-      "tags": [
-        "SessionStore",
-        "append_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.get_messages",
-      "type": "function",
-      "name": "get_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.get_messages(session_id, limit, offset) 异步方法",
-      "tags": [
-        "SessionStore",
-        "get_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.count_messages",
-      "type": "function",
-      "name": "count_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.count_messages(session_id) 异步方法",
-      "tags": [
-        "SessionStore",
-        "count_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SessionStore.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "SessionStore.health_check() 异步方法",
-      "tags": [
-        "SessionStore",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemorySessionStore",
-      "type": "class",
-      "name": "InMemorySessionStore",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "In-memory session store for development and testing.",
-      "tags": [
-        "InMemorySessionStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:InMemorySessionStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.__init__(max_sessions, max_messages_per_session) 方法",
-      "tags": [
-        "InMemorySessionStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.save_session",
-      "type": "function",
-      "name": "save_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.save_session(session) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "save_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.get_session",
-      "type": "function",
-      "name": "get_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.get_session(session_id) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "get_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.update_session_status",
-      "type": "function",
-      "name": "update_session_status",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.update_session_status(session_id, status) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "update_session_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.delete_session",
-      "type": "function",
-      "name": "delete_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.delete_session(session_id) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "delete_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.list_sessions(agent_name, limit) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.append_message",
-      "type": "function",
-      "name": "append_message",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.append_message(message) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "append_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.get_messages",
-      "type": "function",
-      "name": "get_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.get_messages(session_id, limit, offset) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "get_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.count_messages",
-      "type": "function",
-      "name": "count_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.count_messages(session_id) 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "count_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemorySessionStore.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "InMemorySessionStore.health_check() 异步方法",
-      "tags": [
-        "InMemorySessionStore",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:RedisSessionStore",
-      "type": "class",
-      "name": "RedisSessionStore",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "Redis-backed session store for production use.",
-      "tags": [
-        "RedisSessionStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:RedisSessionStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.__init__(redis_url, ttl_seconds) 方法",
-      "tags": [
-        "RedisSessionStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore._get_redis",
-      "type": "function",
-      "name": "_get_redis",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore._get_redis() 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "_get_redis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore._session_key",
-      "type": "function",
-      "name": "_session_key",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore._session_key(session_id) 方法",
-      "tags": [
-        "RedisSessionStore",
-        "_session_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore._messages_key",
-      "type": "function",
-      "name": "_messages_key",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore._messages_key(session_id) 方法",
-      "tags": [
-        "RedisSessionStore",
-        "_messages_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.save_session",
-      "type": "function",
-      "name": "save_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.save_session(session) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "save_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.get_session",
-      "type": "function",
-      "name": "get_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.get_session(session_id) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "get_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.update_session_status",
-      "type": "function",
-      "name": "update_session_status",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.update_session_status(session_id, status) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "update_session_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.delete_session",
-      "type": "function",
-      "name": "delete_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.delete_session(session_id) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "delete_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.list_sessions(agent_name, limit) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.append_message",
-      "type": "function",
-      "name": "append_message",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.append_message(message) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "append_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.get_messages",
-      "type": "function",
-      "name": "get_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.get_messages(session_id, limit, offset) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "get_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.count_messages",
-      "type": "function",
-      "name": "count_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.count_messages(session_id) 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "count_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:RedisSessionStore.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "RedisSessionStore.health_check() 异步方法",
-      "tags": [
-        "RedisSessionStore",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:FileSessionStore",
-      "type": "class",
-      "name": "FileSessionStore",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "File-based session store — persists sessions to ~/.agentkit/sessions/.",
-      "tags": [
-        "FileSessionStore"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:FileSessionStore.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.__init__(data_dir) 方法",
-      "tags": [
-        "FileSessionStore",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore._session_path",
-      "type": "function",
-      "name": "_session_path",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore._session_path(session_id) 方法",
-      "tags": [
-        "FileSessionStore",
-        "_session_path"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore._read_session_file",
-      "type": "function",
-      "name": "_read_session_file",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore._read_session_file(session_id) 方法",
-      "tags": [
-        "FileSessionStore",
-        "_read_session_file"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore._write_session_file",
-      "type": "function",
-      "name": "_write_session_file",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore._write_session_file(session_id, data) 方法",
-      "tags": [
-        "FileSessionStore",
-        "_write_session_file"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.save_session",
-      "type": "function",
-      "name": "save_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.save_session(session) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "save_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.get_session",
-      "type": "function",
-      "name": "get_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.get_session(session_id) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "get_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.update_session_status",
-      "type": "function",
-      "name": "update_session_status",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.update_session_status(session_id, status) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "update_session_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.delete_session",
-      "type": "function",
-      "name": "delete_session",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.delete_session(session_id) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "delete_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.list_sessions(agent_name, limit) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.append_message",
-      "type": "function",
-      "name": "append_message",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.append_message(message) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "append_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.get_messages",
-      "type": "function",
-      "name": "get_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.get_messages(session_id, limit, offset) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "get_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.count_messages",
-      "type": "function",
-      "name": "count_messages",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.count_messages(session_id) 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "count_messages"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FileSessionStore.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "FileSessionStore.health_check() 异步方法",
-      "tags": [
-        "FileSessionStore",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:EvolutionConfig",
-      "type": "class",
-      "name": "EvolutionConfig",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Evolution configuration",
-      "tags": [
-        "EvolutionConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:IntentConfig",
-      "type": "class",
-      "name": "IntentConfig",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "意图配置",
-      "tags": [
-        "IntentConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:QualityGateConfig",
-      "type": "class",
-      "name": "QualityGateConfig",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "质量门控配置",
-      "tags": [
-        "QualityGateConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillConfig",
-      "type": "class",
-      "name": "SkillConfig",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "扩展 AgentConfig，新增 intent、quality_gate、execution_mode 等 v2 字段",
-      "tags": [
-        "SkillConfig"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SkillConfig.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "SkillConfig.__init__(name, agent_type, version, description, task_mode, supported_tasks, max_concurrency, input_schema, output_schema, prompt, llm, tools, memory, custom_handler, intent, quality_gate, execution_mode, max_steps, evolution, skill_md_path, disclosure_level, dependencies, capabilities, alignment) 方法",
-      "tags": [
-        "SkillConfig",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillConfig._validate_v2",
-      "type": "function",
-      "name": "_validate_v2",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "SkillConfig._validate_v2() 方法",
-      "tags": [
-        "SkillConfig",
-        "_validate_v2"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillConfig._parse_dependencies",
-      "type": "function",
-      "name": "_parse_dependencies",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "SkillConfig._parse_dependencies(raw) 方法",
-      "tags": [
-        "SkillConfig",
-        "_parse_dependencies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillConfig._parse_capabilities",
-      "type": "function",
-      "name": "_parse_capabilities",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "SkillConfig._parse_capabilities(raw) 方法",
-      "tags": [
-        "SkillConfig",
-        "_parse_capabilities"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillConfig.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "SkillConfig.from_dict(cls, data) 方法",
-      "tags": [
-        "SkillConfig",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillConfig.from_yaml",
-      "type": "function",
-      "name": "from_yaml",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "SkillConfig.from_yaml(cls, path) 方法",
-      "tags": [
-        "SkillConfig",
-        "from_yaml"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillConfig.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "SkillConfig.to_dict() 方法",
-      "tags": [
-        "SkillConfig",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Skill",
-      "type": "class",
-      "name": "Skill",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill 封装 SkillConfig + 绑定 Tools",
-      "tags": [
-        "Skill"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:Skill.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.__init__(config, tools) 方法",
-      "tags": [
-        "Skill",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.name",
-      "type": "function",
-      "name": "name",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.name() 方法",
-      "tags": [
-        "Skill",
-        "name"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.version",
-      "type": "function",
-      "name": "version",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.version() 方法",
-      "tags": [
-        "Skill",
-        "version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.config",
-      "type": "function",
-      "name": "config",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.config() 方法",
-      "tags": [
-        "Skill",
-        "config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.tools",
-      "type": "function",
-      "name": "tools",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.tools() 方法",
-      "tags": [
-        "Skill",
-        "tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.capabilities",
-      "type": "function",
-      "name": "capabilities",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.capabilities() 方法",
-      "tags": [
-        "Skill",
-        "capabilities"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.dependencies",
-      "type": "function",
-      "name": "dependencies",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.dependencies() 方法",
-      "tags": [
-        "Skill",
-        "dependencies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.bind_tool",
-      "type": "function",
-      "name": "bind_tool",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.bind_tool(tool) 方法",
-      "tags": [
-        "Skill",
-        "bind_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.unbind_tool",
-      "type": "function",
-      "name": "unbind_tool",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.unbind_tool(tool_name) 方法",
-      "tags": [
-        "Skill",
-        "unbind_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Skill.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/skills/base.py",
-      "layer": "service",
-      "summary": "Skill.to_dict() 方法",
-      "tags": [
-        "Skill",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStep",
-      "type": "class",
-      "name": "PipelineStep",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "Pipeline 步骤定义",
-      "tags": [
-        "PipelineStep"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineStepResult",
-      "type": "class",
-      "name": "PipelineStepResult",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "步骤执行结果",
-      "tags": [
-        "PipelineStepResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PipelineResult",
-      "type": "class",
-      "name": "PipelineResult",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "Pipeline 执行结果",
-      "tags": [
-        "PipelineResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:GEOPipeline",
-      "type": "class",
-      "name": "GEOPipeline",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEO 端到端工作流编排",
-      "tags": [
-        "GEOPipeline"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:GEOPipeline.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline.__init__(name, steps, skill_registry, agent_pool, workspace) 方法",
-      "tags": [
-        "GEOPipeline",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline.from_config",
-      "type": "function",
-      "name": "from_config",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline.from_config(cls, config, skill_registry, agent_pool, workspace) 方法",
-      "tags": [
-        "GEOPipeline",
-        "from_config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline.execute(input_data) 异步方法",
-      "tags": [
-        "GEOPipeline",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline._execute_step",
-      "type": "function",
-      "name": "_execute_step",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline._execute_step(step, input_data, step_outputs, execution_id, saga) 异步方法",
-      "tags": [
-        "GEOPipeline",
-        "_execute_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline._execute_skill",
-      "type": "function",
-      "name": "_execute_skill",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline._execute_skill(skill_name, input_data) 异步方法",
-      "tags": [
-        "GEOPipeline",
-        "_execute_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline._build_execution_groups",
-      "type": "function",
-      "name": "_build_execution_groups",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline._build_execution_groups() 方法",
-      "tags": [
-        "GEOPipeline",
-        "_build_execution_groups"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline._map_input",
-      "type": "function",
-      "name": "_map_input",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline._map_input(step, input_data, step_outputs) 方法",
-      "tags": [
-        "GEOPipeline",
-        "_map_input"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline._resolve_mapping_path",
-      "type": "function",
-      "name": "_resolve_mapping_path",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline._resolve_mapping_path(path, input_data, step_outputs) 方法",
-      "tags": [
-        "GEOPipeline",
-        "_resolve_mapping_path"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline._evaluate_condition",
-      "type": "function",
-      "name": "_evaluate_condition",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline._evaluate_condition(condition, input_data, step_outputs) 方法",
-      "tags": [
-        "GEOPipeline",
-        "_evaluate_condition"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:GEOPipeline._build_final_output",
-      "type": "function",
-      "name": "_build_final_output",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "GEOPipeline._build_final_output(step_outputs, input_data) 方法",
-      "tags": [
-        "GEOPipeline",
-        "_build_final_output"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillLoader",
-      "type": "class",
-      "name": "SkillLoader",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "从 YAML/SKILL.md 目录/Python 包批量加载 Skill 并注册到 SkillRegistry",
-      "tags": [
-        "SkillLoader"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SkillLoader.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader.__init__(skill_registry, tool_registry) 方法",
-      "tags": [
-        "SkillLoader",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillLoader.load_from_directory",
-      "type": "function",
-      "name": "load_from_directory",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader.load_from_directory(directory) 方法",
-      "tags": [
-        "SkillLoader",
-        "load_from_directory"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillLoader.load_from_file",
-      "type": "function",
-      "name": "load_from_file",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader.load_from_file(path) 方法",
-      "tags": [
-        "SkillLoader",
-        "load_from_file"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillLoader._load_skill_from_file",
-      "type": "function",
-      "name": "_load_skill_from_file",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader._load_skill_from_file(path) 方法",
-      "tags": [
-        "SkillLoader",
-        "_load_skill_from_file"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillLoader.load_from_skill_md",
-      "type": "function",
-      "name": "load_from_skill_md",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader.load_from_skill_md(path, disclosure_level) 方法",
-      "tags": [
-        "SkillLoader",
-        "load_from_skill_md"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillLoader.load_from_entry_points",
-      "type": "function",
-      "name": "load_from_entry_points",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader.load_from_entry_points(group) 方法",
-      "tags": [
-        "SkillLoader",
-        "load_from_entry_points"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillLoader._bind_tools",
-      "type": "function",
-      "name": "_bind_tools",
-      "filePath": "src/agentkit/skills/loader.py",
-      "layer": "service",
-      "summary": "SkillLoader._bind_tools(config) 方法",
-      "tags": [
-        "SkillLoader",
-        "_bind_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillPipeline",
-      "type": "class",
-      "name": "SkillPipeline",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "将多个 Skill 串联为 Pipeline 执行",
-      "tags": [
-        "SkillPipeline"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SkillPipeline.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "SkillPipeline.__init__(name, steps, skill_registry) 方法",
-      "tags": [
-        "SkillPipeline",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillPipeline.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "SkillPipeline.execute(input_data, agent_factory) 异步方法",
-      "tags": [
-        "SkillPipeline",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillPipeline._execute_skill",
-      "type": "function",
-      "name": "_execute_skill",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "SkillPipeline._execute_skill(skill_name, input_data, agent_factory) 异步方法",
-      "tags": [
-        "SkillPipeline",
-        "_execute_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillPipeline._evaluate_condition",
-      "type": "function",
-      "name": "_evaluate_condition",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "SkillPipeline._evaluate_condition(condition, current_input, results) 方法",
-      "tags": [
-        "SkillPipeline",
-        "_evaluate_condition"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillPipeline._resolve_path",
-      "type": "function",
-      "name": "_resolve_path",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "SkillPipeline._resolve_path(path, data) 方法",
-      "tags": [
-        "SkillPipeline",
-        "_resolve_path"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillPipeline._map_input",
-      "type": "function",
-      "name": "_map_input",
-      "filePath": "src/agentkit/skills/pipeline.py",
-      "layer": "service",
-      "summary": "SkillPipeline._map_input(current_input, mapping, results) 方法",
-      "tags": [
-        "SkillPipeline",
-        "_map_input"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillRegistry",
-      "type": "class",
-      "name": "SkillRegistry",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "Skill 注册中心，管理 Skill 的注册、发现、更新",
-      "tags": [
-        "SkillRegistry"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:SkillRegistry.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.__init__() 方法",
-      "tags": [
-        "SkillRegistry",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.register",
-      "type": "function",
-      "name": "register",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.register(skill) 方法",
-      "tags": [
-        "SkillRegistry",
-        "register"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.unregister",
-      "type": "function",
-      "name": "unregister",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.unregister(name, version) 方法",
-      "tags": [
-        "SkillRegistry",
-        "unregister"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.get(name, version) 方法",
-      "tags": [
-        "SkillRegistry",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.list_skills",
-      "type": "function",
-      "name": "list_skills",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.list_skills() 方法",
-      "tags": [
-        "SkillRegistry",
-        "list_skills"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.update_skill",
-      "type": "function",
-      "name": "update_skill",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.update_skill(name, config) 方法",
-      "tags": [
-        "SkillRegistry",
-        "update_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.has_skill",
-      "type": "function",
-      "name": "has_skill",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.has_skill(name, version) 方法",
-      "tags": [
-        "SkillRegistry",
-        "has_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.get_versions",
-      "type": "function",
-      "name": "get_versions",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.get_versions(name) 方法",
-      "tags": [
-        "SkillRegistry",
-        "get_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.query_by_capability",
-      "type": "function",
-      "name": "query_by_capability",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.query_by_capability(tag) 方法",
-      "tags": [
-        "SkillRegistry",
-        "query_by_capability"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.health_check(name) 方法",
-      "tags": [
-        "SkillRegistry",
-        "health_check"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry._check_skill_dependencies",
-      "type": "function",
-      "name": "_check_skill_dependencies",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry._check_skill_dependencies(skill) 方法",
-      "tags": [
-        "SkillRegistry",
-        "_check_skill_dependencies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry._check_version_constraint",
-      "type": "function",
-      "name": "_check_version_constraint",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry._check_version_constraint(actual_version, constraint) 方法",
-      "tags": [
-        "SkillRegistry",
-        "_check_version_constraint"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.register_pipeline",
-      "type": "function",
-      "name": "register_pipeline",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.register_pipeline(pipeline) 方法",
-      "tags": [
-        "SkillRegistry",
-        "register_pipeline"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.get_pipeline",
-      "type": "function",
-      "name": "get_pipeline",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.get_pipeline(name) 方法",
-      "tags": [
-        "SkillRegistry",
-        "get_pipeline"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.list_pipelines",
-      "type": "function",
-      "name": "list_pipelines",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.list_pipelines() 方法",
-      "tags": [
-        "SkillRegistry",
-        "list_pipelines"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillRegistry.unregister_pipeline",
-      "type": "function",
-      "name": "unregister_pipeline",
-      "filePath": "src/agentkit/skills/registry.py",
-      "layer": "service",
-      "summary": "SkillRegistry.unregister_pipeline(name) 方法",
-      "tags": [
-        "SkillRegistry",
-        "unregister_pipeline"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DependencyDecl",
-      "type": "class",
-      "name": "DependencyDecl",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "依赖声明 - 声明 Skill/Tool 依赖",
-      "tags": [
-        "DependencyDecl"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CapabilityTag",
-      "type": "class",
-      "name": "CapabilityTag",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "能力标签 - 用于 Skill 能力查询",
-      "tags": [
-        "CapabilityTag"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillSpec",
-      "type": "class",
-      "name": "SkillSpec",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "Skill 标准接口规范",
-      "tags": [
-        "SkillSpec"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SkillSpec.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "SkillSpec.from_dict(cls, data) 方法",
-      "tags": [
-        "SkillSpec",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillSpec.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "SkillSpec.to_dict() 方法",
-      "tags": [
-        "SkillSpec",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillSpec.capability_tags",
-      "type": "function",
-      "name": "capability_tags",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "SkillSpec.capability_tags() 方法",
-      "tags": [
-        "SkillSpec",
-        "capability_tags"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillSpec.required_dependencies",
-      "type": "function",
-      "name": "required_dependencies",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "SkillSpec.required_dependencies() 方法",
-      "tags": [
-        "SkillSpec",
-        "required_dependencies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillSpec.skill_dependencies",
-      "type": "function",
-      "name": "skill_dependencies",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "SkillSpec.skill_dependencies() 方法",
-      "tags": [
-        "SkillSpec",
-        "skill_dependencies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillSpec.tool_dependencies",
-      "type": "function",
-      "name": "tool_dependencies",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "SkillSpec.tool_dependencies() 方法",
-      "tags": [
-        "SkillSpec",
-        "tool_dependencies"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HealthCheckResult",
-      "type": "class",
-      "name": "HealthCheckResult",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "依赖健康检查结果",
-      "tags": [
-        "HealthCheckResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HealthCheckResult.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/skills/schema.py",
-      "layer": "service",
-      "summary": "HealthCheckResult.to_dict() 方法",
-      "tags": [
-        "HealthCheckResult",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillMdParser",
-      "type": "class",
-      "name": "SkillMdParser",
-      "filePath": "src/agentkit/skills/skill_md.py",
-      "layer": "service",
-      "summary": "解析 SKILL.md 文件为 SkillConfig",
-      "tags": [
-        "SkillMdParser"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillMdParser.parse",
-      "type": "function",
-      "name": "parse",
-      "filePath": "src/agentkit/skills/skill_md.py",
-      "layer": "service",
-      "summary": "SkillMdParser.parse(file_path) 方法",
-      "tags": [
-        "SkillMdParser",
-        "parse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillMdParser.to_skill_config",
-      "type": "function",
-      "name": "to_skill_config",
-      "filePath": "src/agentkit/skills/skill_md.py",
-      "layer": "service",
-      "summary": "SkillMdParser.to_skill_config(frontmatter, sections, file_path, disclosure_level) 方法",
-      "tags": [
-        "SkillMdParser",
-        "to_skill_config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_NoOpCounter",
-      "type": "class",
-      "name": "_NoOpCounter",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "No-op counter used when OTel is not installed.",
-      "tags": [
-        "_NoOpCounter"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpCounter.add",
-      "type": "function",
-      "name": "add",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "_NoOpCounter.add() 方法",
-      "tags": [
-        "_NoOpCounter",
-        "add"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_NoOpHistogram",
-      "type": "class",
-      "name": "_NoOpHistogram",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "No-op histogram used when OTel is not installed.",
-      "tags": [
-        "_NoOpHistogram"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpHistogram.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "_NoOpHistogram.record() 方法",
-      "tags": [
-        "_NoOpHistogram",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_NoOpUpDownCounter",
-      "type": "class",
-      "name": "_NoOpUpDownCounter",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "No-op up-down counter used when OTel is not installed.",
-      "tags": [
-        "_NoOpUpDownCounter"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpUpDownCounter.add",
-      "type": "function",
-      "name": "add",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "_NoOpUpDownCounter.add() 方法",
-      "tags": [
-        "_NoOpUpDownCounter",
-        "add"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TelemetryConfig",
-      "type": "class",
-      "name": "TelemetryConfig",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "Telemetry configuration.",
-      "tags": [
-        "TelemetryConfig"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:NoOpSpan",
-      "type": "class",
-      "name": "NoOpSpan",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "No-op span when telemetry is disabled.",
-      "tags": [
-        "NoOpSpan"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:NoOpSpan.__enter__",
-      "type": "function",
-      "name": "__enter__",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpSpan.__enter__() 方法",
-      "tags": [
-        "NoOpSpan",
-        "__enter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpSpan.__exit__",
-      "type": "function",
-      "name": "__exit__",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpSpan.__exit__() 方法",
-      "tags": [
-        "NoOpSpan",
-        "__exit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpSpan.set_attribute",
-      "type": "function",
-      "name": "set_attribute",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpSpan.set_attribute(key, value) 方法",
-      "tags": [
-        "NoOpSpan",
-        "set_attribute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpSpan.add_event",
-      "type": "function",
-      "name": "add_event",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpSpan.add_event(name, attributes) 方法",
-      "tags": [
-        "NoOpSpan",
-        "add_event"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpSpan.record_exception",
-      "type": "function",
-      "name": "record_exception",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpSpan.record_exception(exception) 方法",
-      "tags": [
-        "NoOpSpan",
-        "record_exception"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpSpan.is_recording",
-      "type": "function",
-      "name": "is_recording",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpSpan.is_recording() 方法",
-      "tags": [
-        "NoOpSpan",
-        "is_recording"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:NoOpTracer",
-      "type": "class",
-      "name": "NoOpTracer",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "No-op tracer when telemetry is disabled.",
-      "tags": [
-        "NoOpTracer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpTracer.start_span",
-      "type": "function",
-      "name": "start_span",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpTracer.start_span(name, attributes) 方法",
-      "tags": [
-        "NoOpTracer",
-        "start_span"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:NoOpTracer.start_as_current_span",
-      "type": "function",
-      "name": "start_as_current_span",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "NoOpTracer.start_as_current_span(name, attributes) 方法",
-      "tags": [
-        "NoOpTracer",
-        "start_as_current_span"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OTelSpan",
-      "type": "class",
-      "name": "OTelSpan",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "Wrapper around OpenTelemetry Span.",
-      "tags": [
-        "OTelSpan"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:OTelSpan.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelSpan.__init__(span) 方法",
-      "tags": [
-        "OTelSpan",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelSpan.__enter__",
-      "type": "function",
-      "name": "__enter__",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelSpan.__enter__() 方法",
-      "tags": [
-        "OTelSpan",
-        "__enter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelSpan.__exit__",
-      "type": "function",
-      "name": "__exit__",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelSpan.__exit__() 方法",
-      "tags": [
-        "OTelSpan",
-        "__exit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelSpan.set_attribute",
-      "type": "function",
-      "name": "set_attribute",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelSpan.set_attribute(key, value) 方法",
-      "tags": [
-        "OTelSpan",
-        "set_attribute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelSpan.add_event",
-      "type": "function",
-      "name": "add_event",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelSpan.add_event(name, attributes) 方法",
-      "tags": [
-        "OTelSpan",
-        "add_event"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelSpan.record_exception",
-      "type": "function",
-      "name": "record_exception",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelSpan.record_exception(exception) 方法",
-      "tags": [
-        "OTelSpan",
-        "record_exception"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelSpan.is_recording",
-      "type": "function",
-      "name": "is_recording",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelSpan.is_recording() 方法",
-      "tags": [
-        "OTelSpan",
-        "is_recording"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OTelTracer",
-      "type": "class",
-      "name": "OTelTracer",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "Wrapper around OpenTelemetry Tracer.",
-      "tags": [
-        "OTelTracer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelTracer.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelTracer.__init__(tracer) 方法",
-      "tags": [
-        "OTelTracer",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelTracer.start_span",
-      "type": "function",
-      "name": "start_span",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelTracer.start_span(name, attributes) 方法",
-      "tags": [
-        "OTelTracer",
-        "start_span"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OTelTracer.start_as_current_span",
-      "type": "function",
-      "name": "start_as_current_span",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "OTelTracer.start_as_current_span(name, attributes) 方法",
-      "tags": [
-        "OTelTracer",
-        "start_as_current_span"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:_NoOpSpan",
-      "type": "class",
-      "name": "_NoOpSpan",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "No-op span context manager used when OTel is not installed.",
-      "tags": [
-        "_NoOpSpan"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_NoOpSpan.__enter__",
-      "type": "function",
-      "name": "__enter__",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "_NoOpSpan.__enter__() 方法",
-      "tags": [
-        "_NoOpSpan",
-        "__enter__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpSpan.__exit__",
-      "type": "function",
-      "name": "__exit__",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "_NoOpSpan.__exit__() 方法",
-      "tags": [
-        "_NoOpSpan",
-        "__exit__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpSpan.set_attribute",
-      "type": "function",
-      "name": "set_attribute",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "_NoOpSpan.set_attribute() 方法",
-      "tags": [
-        "_NoOpSpan",
-        "set_attribute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpSpan.add_event",
-      "type": "function",
-      "name": "add_event",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "_NoOpSpan.add_event() 方法",
-      "tags": [
-        "_NoOpSpan",
-        "add_event"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpSpan.set_status",
-      "type": "function",
-      "name": "set_status",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "_NoOpSpan.set_status() 方法",
-      "tags": [
-        "_NoOpSpan",
-        "set_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_NoOpSpan.record_exception",
-      "type": "function",
-      "name": "record_exception",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "_NoOpSpan.record_exception() 方法",
-      "tags": [
-        "_NoOpSpan",
-        "record_exception"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AgentTool",
-      "type": "class",
-      "name": "AgentTool",
-      "filePath": "src/agentkit/tools/agent_tool.py",
-      "layer": "utility",
-      "summary": "将另一个 Agent 包装为 Tool",
-      "tags": [
-        "AgentTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/agent_tool.py",
-      "layer": "utility",
-      "summary": "AgentTool.__init__(name, description, agent_name, task_type, input_mapping, output_mapping, timeout_seconds, version, tags) 方法",
-      "tags": [
-        "AgentTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentTool.set_dispatcher",
-      "type": "function",
-      "name": "set_dispatcher",
-      "filePath": "src/agentkit/tools/agent_tool.py",
-      "layer": "utility",
-      "summary": "AgentTool.set_dispatcher(dispatcher) 方法",
-      "tags": [
-        "AgentTool",
-        "set_dispatcher"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AgentTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/agent_tool.py",
-      "layer": "utility",
-      "summary": "AgentTool.execute() 异步方法",
-      "tags": [
-        "AgentTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:AskHumanTool",
-      "type": "class",
-      "name": "AskHumanTool",
-      "filePath": "src/agentkit/tools/ask_human.py",
-      "layer": "utility",
-      "summary": "Tool that asks the human user a question and waits for a reply.",
-      "tags": [
-        "AskHumanTool"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:AskHumanTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/ask_human.py",
-      "layer": "utility",
-      "summary": "AskHumanTool.__init__(timeout) 方法",
-      "tags": [
-        "AskHumanTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AskHumanTool.configure",
-      "type": "function",
-      "name": "configure",
-      "filePath": "src/agentkit/tools/ask_human.py",
-      "layer": "utility",
-      "summary": "AskHumanTool.configure(pending_replies, ask_callback) 方法",
-      "tags": [
-        "AskHumanTool",
-        "configure"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AskHumanTool.parameters",
-      "type": "function",
-      "name": "parameters",
-      "filePath": "src/agentkit/tools/ask_human.py",
-      "layer": "utility",
-      "summary": "AskHumanTool.parameters() 方法",
-      "tags": [
-        "AskHumanTool",
-        "parameters"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:AskHumanTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/ask_human.py",
-      "layer": "utility",
-      "summary": "AskHumanTool.execute() 异步方法",
-      "tags": [
-        "AskHumanTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:BaiduSearchTool",
-      "type": "class",
-      "name": "BaiduSearchTool",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "百度搜索工具 - 执行关键词搜索，返回搜索结果",
-      "tags": [
-        "BaiduSearchTool"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:BaiduSearchTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool.__init__(name, description, input_schema, output_schema, version, tags, api_key, api_url) 方法",
-      "tags": [
-        "BaiduSearchTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaiduSearchTool._default_input_schema",
-      "type": "function",
-      "name": "_default_input_schema",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool._default_input_schema() 方法",
-      "tags": [
-        "BaiduSearchTool",
-        "_default_input_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaiduSearchTool._default_output_schema",
-      "type": "function",
-      "name": "_default_output_schema",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool._default_output_schema() 方法",
-      "tags": [
-        "BaiduSearchTool",
-        "_default_output_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaiduSearchTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool.execute() 异步方法",
-      "tags": [
-        "BaiduSearchTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaiduSearchTool._search_via_api",
-      "type": "function",
-      "name": "_search_via_api",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool._search_via_api(query, max_results) 异步方法",
-      "tags": [
-        "BaiduSearchTool",
-        "_search_via_api"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaiduSearchTool._search_via_scrape",
-      "type": "function",
-      "name": "_search_via_scrape",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool._search_via_scrape(query, max_results) 异步方法",
-      "tags": [
-        "BaiduSearchTool",
-        "_search_via_scrape"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaiduSearchTool._parse_baidu_html",
-      "type": "function",
-      "name": "_parse_baidu_html",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool._parse_baidu_html(html, max_results) 方法",
-      "tags": [
-        "BaiduSearchTool",
-        "_parse_baidu_html"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:BaiduSearchTool._parse_baidu_html_alt",
-      "type": "function",
-      "name": "_parse_baidu_html_alt",
-      "filePath": "src/agentkit/tools/baidu_search.py",
-      "layer": "utility",
-      "summary": "BaiduSearchTool._parse_baidu_html_alt(html, max_results) 方法",
-      "tags": [
-        "BaiduSearchTool",
-        "_parse_baidu_html_alt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:Tool",
-      "type": "class",
-      "name": "Tool",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "工具抽象基类",
-      "tags": [
-        "Tool"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:Tool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.__init__(name, description, input_schema, output_schema, version, tags) 方法",
-      "tags": [
-        "Tool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Tool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.execute() 异步方法",
-      "tags": [
-        "Tool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Tool.before_execute",
-      "type": "function",
-      "name": "before_execute",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.before_execute() 异步方法",
-      "tags": [
-        "Tool",
-        "before_execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Tool.after_execute",
-      "type": "function",
-      "name": "after_execute",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.after_execute(result) 异步方法",
-      "tags": [
-        "Tool",
-        "after_execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Tool.on_error",
-      "type": "function",
-      "name": "on_error",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.on_error(error) 异步方法",
-      "tags": [
-        "Tool",
-        "on_error"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Tool.safe_execute",
-      "type": "function",
-      "name": "safe_execute",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.safe_execute() 异步方法",
-      "tags": [
-        "Tool",
-        "safe_execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Tool.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.to_dict() 方法",
-      "tags": [
-        "Tool",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:Tool.__repr__",
-      "type": "function",
-      "name": "__repr__",
-      "filePath": "src/agentkit/tools/base.py",
-      "layer": "utility",
-      "summary": "Tool.__repr__() 方法",
-      "tags": [
-        "Tool",
-        "__repr__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SequentialChain",
-      "type": "class",
-      "name": "SequentialChain",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "顺序链 - 依次执行多个工具，前一个输出作为后一个输入",
-      "tags": [
-        "SequentialChain"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SequentialChain.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "SequentialChain.__init__(name, description, tools, version, tags) 方法",
-      "tags": [
-        "SequentialChain",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SequentialChain.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "SequentialChain.execute() 异步方法",
-      "tags": [
-        "SequentialChain",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ParallelFanOut",
-      "type": "class",
-      "name": "ParallelFanOut",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "并行扇出 - 同时执行多个工具，结果合并",
-      "tags": [
-        "ParallelFanOut"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ParallelFanOut.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "ParallelFanOut.__init__(name, description, tools, merge_strategy, version, tags) 方法",
-      "tags": [
-        "ParallelFanOut",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ParallelFanOut.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "ParallelFanOut.execute() 异步方法",
-      "tags": [
-        "ParallelFanOut",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DynamicSelector",
-      "type": "class",
-      "name": "DynamicSelector",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "动态选择器 - 根据输入动态选择合适的工具执行",
-      "tags": [
-        "DynamicSelector"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:DynamicSelector.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "DynamicSelector.__init__(name, description, tools, mode, llm_client, version, tags) 方法",
-      "tags": [
-        "DynamicSelector",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DynamicSelector.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "DynamicSelector.execute() 异步方法",
-      "tags": [
-        "DynamicSelector",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DynamicSelector._select_by_keyword",
-      "type": "function",
-      "name": "_select_by_keyword",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "DynamicSelector._select_by_keyword(kwargs, intent) 方法",
-      "tags": [
-        "DynamicSelector",
-        "_select_by_keyword"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DynamicSelector._select_by_llm",
-      "type": "function",
-      "name": "_select_by_llm",
-      "filePath": "src/agentkit/tools/composition.py",
-      "layer": "utility",
-      "summary": "DynamicSelector._select_by_llm(kwargs) 异步方法",
-      "tags": [
-        "DynamicSelector",
-        "_select_by_llm"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ComputerUseTool",
-      "type": "class",
-      "name": "ComputerUseTool",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "Computer Use 工具",
-      "tags": [
-        "ComputerUseTool"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ComputerUseTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool.__init__(name, description, input_schema, output_schema, version, tags, api_key, model, api_base_url, session_factory, recorder, fallback_callback, max_retries, request_timeout) 方法",
-      "tags": [
-        "ComputerUseTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._get_http_client",
-      "type": "function",
-      "name": "_get_http_client",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._get_http_client() 异步方法",
-      "tags": [
-        "ComputerUseTool",
-        "_get_http_client"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool.close() 异步方法",
-      "tags": [
-        "ComputerUseTool",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._default_input_schema",
-      "type": "function",
-      "name": "_default_input_schema",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._default_input_schema() 方法",
-      "tags": [
-        "ComputerUseTool",
-        "_default_input_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._default_output_schema",
-      "type": "function",
-      "name": "_default_output_schema",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._default_output_schema() 方法",
-      "tags": [
-        "ComputerUseTool",
-        "_default_output_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool.execute() 异步方法",
-      "tags": [
-        "ComputerUseTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._execute_with_fallback",
-      "type": "function",
-      "name": "_execute_with_fallback",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._execute_with_fallback(session, action, params) 异步方法",
-      "tags": [
-        "ComputerUseTool",
-        "_execute_with_fallback"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._call_anthropic_api",
-      "type": "function",
-      "name": "_call_anthropic_api",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._call_anthropic_api(session, action, params) 异步方法",
-      "tags": [
-        "ComputerUseTool",
-        "_call_anthropic_api"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._validate_params",
-      "type": "function",
-      "name": "_validate_params",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._validate_params(action, kwargs) 方法",
-      "tags": [
-        "ComputerUseTool",
-        "_validate_params"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._format_result",
-      "type": "function",
-      "name": "_format_result",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._format_result(result, session_id) 方法",
-      "tags": [
-        "ComputerUseTool",
-        "_format_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool._error_result",
-      "type": "function",
-      "name": "_error_result",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool._error_result(action, error, fallback) 方法",
-      "tags": [
-        "ComputerUseTool",
-        "_error_result"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool.session_manager",
-      "type": "function",
-      "name": "session_manager",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool.session_manager() 方法",
-      "tags": [
-        "ComputerUseTool",
-        "session_manager"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseTool.recorder",
-      "type": "function",
-      "name": "recorder",
-      "filePath": "src/agentkit/tools/computer_use.py",
-      "layer": "utility",
-      "summary": "ComputerUseTool.recorder() 方法",
-      "tags": [
-        "ComputerUseTool",
-        "recorder"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ActionRecord",
-      "type": "class",
-      "name": "ActionRecord",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "操作记录",
-      "tags": [
-        "ActionRecord"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ActionRecord.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ActionRecord.to_dict() 方法",
-      "tags": [
-        "ActionRecord",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ActionRecord.from_dict",
-      "type": "function",
-      "name": "from_dict",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ActionRecord.from_dict(cls, data) 方法",
-      "tags": [
-        "ActionRecord",
-        "from_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ComputerUseRecorder",
-      "type": "class",
-      "name": "ComputerUseRecorder",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "Computer Use 操作录制器",
-      "tags": [
-        "ComputerUseRecorder"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ComputerUseRecorder.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.__init__(screenshot_dir) 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.record",
-      "type": "function",
-      "name": "record",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.record(action, params, result, screenshot_path) 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.get_records",
-      "type": "function",
-      "name": "get_records",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.get_records() 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "get_records"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.get_records_by_action",
-      "type": "function",
-      "name": "get_records_by_action",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.get_records_by_action(action) 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "get_records_by_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.get_failed_records",
-      "type": "function",
-      "name": "get_failed_records",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.get_failed_records() 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "get_failed_records"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.replay",
-      "type": "function",
-      "name": "replay",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.replay(session) 异步方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "replay"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.save_recording",
-      "type": "function",
-      "name": "save_recording",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.save_recording(path) 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "save_recording"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.load_recording",
-      "type": "function",
-      "name": "load_recording",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.load_recording(path) 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "load_recording"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.clear",
-      "type": "function",
-      "name": "clear",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.clear() 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "clear"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.total_actions",
-      "type": "function",
-      "name": "total_actions",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.total_actions() 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "total_actions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.success_count",
-      "type": "function",
-      "name": "success_count",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.success_count() 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "success_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.failure_count",
-      "type": "function",
-      "name": "failure_count",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.failure_count() 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "failure_count"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseRecorder.summary",
-      "type": "function",
-      "name": "summary",
-      "filePath": "src/agentkit/tools/computer_use_recorder.py",
-      "layer": "utility",
-      "summary": "ComputerUseRecorder.summary() 方法",
-      "tags": [
-        "ComputerUseRecorder",
-        "summary"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ScreenInfo",
-      "type": "class",
-      "name": "ScreenInfo",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "屏幕信息",
-      "tags": [
-        "ScreenInfo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ActionResult",
-      "type": "class",
-      "name": "ActionResult",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "操作执行结果",
-      "tags": [
-        "ActionResult"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ComputerUseSession",
-      "type": "class",
-      "name": "ComputerUseSession",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "虚拟桌面会话抽象基类",
-      "tags": [
-        "ComputerUseSession"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ComputerUseSession.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.__init__(session_id, screen_width, screen_height) 方法",
-      "tags": [
-        "ComputerUseSession",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.is_started",
-      "type": "function",
-      "name": "is_started",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.is_started() 方法",
-      "tags": [
-        "ComputerUseSession",
-        "is_started"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.start",
-      "type": "function",
-      "name": "start",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.start() 异步方法",
-      "tags": [
-        "ComputerUseSession",
-        "start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.stop",
-      "type": "function",
-      "name": "stop",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.stop() 异步方法",
-      "tags": [
-        "ComputerUseSession",
-        "stop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.screenshot",
-      "type": "function",
-      "name": "screenshot",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.screenshot() 异步方法",
-      "tags": [
-        "ComputerUseSession",
-        "screenshot"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.execute_action",
-      "type": "function",
-      "name": "execute_action",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.execute_action(action) 异步方法",
-      "tags": [
-        "ComputerUseSession",
-        "execute_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.record_action",
-      "type": "function",
-      "name": "record_action",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.record_action(action, params, result) 方法",
-      "tags": [
-        "ComputerUseSession",
-        "record_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.action_history",
-      "type": "function",
-      "name": "action_history",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.action_history() 方法",
-      "tags": [
-        "ComputerUseSession",
-        "action_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSession.__repr__",
-      "type": "function",
-      "name": "__repr__",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSession.__repr__() 方法",
-      "tags": [
-        "ComputerUseSession",
-        "__repr__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:InMemoryComputerUseSession",
-      "type": "class",
-      "name": "InMemoryComputerUseSession",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "内存模拟会话，用于测试",
-      "tags": [
-        "InMemoryComputerUseSession"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:InMemoryComputerUseSession.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "InMemoryComputerUseSession.__init__(session_id, screen_width, screen_height) 方法",
-      "tags": [
-        "InMemoryComputerUseSession",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryComputerUseSession.start",
-      "type": "function",
-      "name": "start",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "InMemoryComputerUseSession.start() 异步方法",
-      "tags": [
-        "InMemoryComputerUseSession",
-        "start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryComputerUseSession.stop",
-      "type": "function",
-      "name": "stop",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "InMemoryComputerUseSession.stop() 异步方法",
-      "tags": [
-        "InMemoryComputerUseSession",
-        "stop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryComputerUseSession.screenshot",
-      "type": "function",
-      "name": "screenshot",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "InMemoryComputerUseSession.screenshot() 异步方法",
-      "tags": [
-        "InMemoryComputerUseSession",
-        "screenshot"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryComputerUseSession.execute_action",
-      "type": "function",
-      "name": "execute_action",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "InMemoryComputerUseSession.execute_action(action) 异步方法",
-      "tags": [
-        "InMemoryComputerUseSession",
-        "execute_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:InMemoryComputerUseSession._simulate_action",
-      "type": "function",
-      "name": "_simulate_action",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "InMemoryComputerUseSession._simulate_action(action) 方法",
-      "tags": [
-        "InMemoryComputerUseSession",
-        "_simulate_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:LocalComputerUseSession",
-      "type": "class",
-      "name": "LocalComputerUseSession",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "本地桌面会话，使用 pyautogui + screencapture。",
-      "tags": [
-        "LocalComputerUseSession"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:LocalComputerUseSession.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "LocalComputerUseSession.__init__(session_id, screen_width, screen_height) 方法",
-      "tags": [
-        "LocalComputerUseSession",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalComputerUseSession.start",
-      "type": "function",
-      "name": "start",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "LocalComputerUseSession.start() 异步方法",
-      "tags": [
-        "LocalComputerUseSession",
-        "start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalComputerUseSession.stop",
-      "type": "function",
-      "name": "stop",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "LocalComputerUseSession.stop() 异步方法",
-      "tags": [
-        "LocalComputerUseSession",
-        "stop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalComputerUseSession.screenshot",
-      "type": "function",
-      "name": "screenshot",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "LocalComputerUseSession.screenshot() 异步方法",
-      "tags": [
-        "LocalComputerUseSession",
-        "screenshot"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalComputerUseSession.execute_action",
-      "type": "function",
-      "name": "execute_action",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "LocalComputerUseSession.execute_action(action) 异步方法",
-      "tags": [
-        "LocalComputerUseSession",
-        "execute_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalComputerUseSession._validate_coordinates",
-      "type": "function",
-      "name": "_validate_coordinates",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "LocalComputerUseSession._validate_coordinates(x, y) 方法",
-      "tags": [
-        "LocalComputerUseSession",
-        "_validate_coordinates"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:LocalComputerUseSession._execute_local_action",
-      "type": "function",
-      "name": "_execute_local_action",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "LocalComputerUseSession._execute_local_action(action) 异步方法",
-      "tags": [
-        "LocalComputerUseSession",
-        "_execute_local_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:DockerComputerUseSession",
-      "type": "class",
-      "name": "DockerComputerUseSession",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "Docker 沙箱虚拟桌面会话",
-      "tags": [
-        "DockerComputerUseSession"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:DockerComputerUseSession.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "DockerComputerUseSession.__init__(session_id, screen_width, screen_height, container_image, docker_url) 方法",
-      "tags": [
-        "DockerComputerUseSession",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DockerComputerUseSession.container_id",
-      "type": "function",
-      "name": "container_id",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "DockerComputerUseSession.container_id() 方法",
-      "tags": [
-        "DockerComputerUseSession",
-        "container_id"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DockerComputerUseSession.start",
-      "type": "function",
-      "name": "start",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "DockerComputerUseSession.start() 异步方法",
-      "tags": [
-        "DockerComputerUseSession",
-        "start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DockerComputerUseSession.stop",
-      "type": "function",
-      "name": "stop",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "DockerComputerUseSession.stop() 异步方法",
-      "tags": [
-        "DockerComputerUseSession",
-        "stop"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DockerComputerUseSession.screenshot",
-      "type": "function",
-      "name": "screenshot",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "DockerComputerUseSession.screenshot() 异步方法",
-      "tags": [
-        "DockerComputerUseSession",
-        "screenshot"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:DockerComputerUseSession.execute_action",
-      "type": "function",
-      "name": "execute_action",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "DockerComputerUseSession.execute_action(action) 异步方法",
-      "tags": [
-        "DockerComputerUseSession",
-        "execute_action"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ComputerUseSessionManager",
-      "type": "class",
-      "name": "ComputerUseSessionManager",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "Computer Use 会话管理器",
-      "tags": [
-        "ComputerUseSessionManager"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ComputerUseSessionManager.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSessionManager.__init__(max_sessions, session_factory) 方法",
-      "tags": [
-        "ComputerUseSessionManager",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSessionManager.get_or_create",
-      "type": "function",
-      "name": "get_or_create",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSessionManager.get_or_create(session_id) 方法",
-      "tags": [
-        "ComputerUseSessionManager",
-        "get_or_create"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSessionManager.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSessionManager.get(session_id) 方法",
-      "tags": [
-        "ComputerUseSessionManager",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSessionManager.remove",
-      "type": "function",
-      "name": "remove",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSessionManager.remove(session_id) 方法",
-      "tags": [
-        "ComputerUseSessionManager",
-        "remove"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSessionManager.list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSessionManager.list_sessions() 方法",
-      "tags": [
-        "ComputerUseSessionManager",
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSessionManager.has_session",
-      "type": "function",
-      "name": "has_session",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSessionManager.has_session(session_id) 方法",
-      "tags": [
-        "ComputerUseSessionManager",
-        "has_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ComputerUseSessionManager.close_all",
-      "type": "function",
-      "name": "close_all",
-      "filePath": "src/agentkit/tools/computer_use_session.py",
-      "layer": "utility",
-      "summary": "ComputerUseSessionManager.close_all() 异步方法",
-      "tags": [
-        "ComputerUseSessionManager",
-        "close_all"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:FunctionTool",
-      "type": "class",
-      "name": "FunctionTool",
-      "filePath": "src/agentkit/tools/function_tool.py",
-      "layer": "utility",
-      "summary": "将普通 Python 函数包装为 Tool",
-      "tags": [
-        "FunctionTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FunctionTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/function_tool.py",
-      "layer": "utility",
-      "summary": "FunctionTool.__init__(name, description, func, input_schema, output_schema, version, tags) 方法",
-      "tags": [
-        "FunctionTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FunctionTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/function_tool.py",
-      "layer": "utility",
-      "summary": "FunctionTool.execute() 异步方法",
-      "tags": [
-        "FunctionTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:FunctionTool._infer_schema",
-      "type": "function",
-      "name": "_infer_schema",
-      "filePath": "src/agentkit/tools/function_tool.py",
-      "layer": "utility",
-      "summary": "FunctionTool._infer_schema(func) 方法",
-      "tags": [
-        "FunctionTool",
-        "_infer_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:HeadroomRetrieveTool",
-      "type": "class",
-      "name": "HeadroomRetrieveTool",
-      "filePath": "src/agentkit/tools/headroom_retrieve.py",
-      "layer": "utility",
-      "summary": "从 CCR 缓存检索原始未压缩数据",
-      "tags": [
-        "HeadroomRetrieveTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomRetrieveTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/headroom_retrieve.py",
-      "layer": "utility",
-      "summary": "HeadroomRetrieveTool.__init__(compressor) 方法",
-      "tags": [
-        "HeadroomRetrieveTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:HeadroomRetrieveTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/headroom_retrieve.py",
-      "layer": "utility",
-      "summary": "HeadroomRetrieveTool.execute() 异步方法",
-      "tags": [
-        "HeadroomRetrieveTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MCPTool",
-      "type": "class",
-      "name": "MCPTool",
-      "filePath": "src/agentkit/tools/mcp_tool.py",
-      "layer": "utility",
-      "summary": "MCP 工具 - 通过 MCP Client 调用远程工具",
-      "tags": [
-        "MCPTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/mcp_tool.py",
-      "layer": "utility",
-      "summary": "MCPTool.__init__(name, description, client, input_schema, output_schema, version, tags) 方法",
-      "tags": [
-        "MCPTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MCPTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/mcp_tool.py",
-      "layer": "utility",
-      "summary": "MCPTool.execute() 异步方法",
-      "tags": [
-        "MCPTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:MemoryTool",
-      "type": "class",
-      "name": "MemoryTool",
-      "filePath": "src/agentkit/tools/memory_tool.py",
-      "layer": "utility",
-      "summary": "Agent 可调用的记忆操作工具.",
-      "tags": [
-        "MemoryTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/memory_tool.py",
-      "layer": "utility",
-      "summary": "MemoryTool.__init__(memory_store) 方法",
-      "tags": [
-        "MemoryTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/memory_tool.py",
-      "layer": "utility",
-      "summary": "MemoryTool.execute() 异步方法",
-      "tags": [
-        "MemoryTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:MemoryTool._update_soul",
-      "type": "function",
-      "name": "_update_soul",
-      "filePath": "src/agentkit/tools/memory_tool.py",
-      "layer": "utility",
-      "summary": "MemoryTool._update_soul(mf, section, content, reason) 异步方法",
-      "tags": [
-        "MemoryTool",
-        "_update_soul"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ErrorType",
-      "type": "class",
-      "name": "ErrorType",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "命令输出错误类型",
-      "tags": [
-        "ErrorType"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ParsedOutput",
-      "type": "class",
-      "name": "ParsedOutput",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "结构化命令输出",
-      "tags": [
-        "ParsedOutput"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ParsedOutput.to_dict",
-      "type": "function",
-      "name": "to_dict",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "ParsedOutput.to_dict() 方法",
-      "tags": [
-        "ParsedOutput",
-        "to_dict"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:OutputParser",
-      "type": "class",
-      "name": "OutputParser",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "命令输出结构化解析器",
-      "tags": [
-        "OutputParser"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OutputParser.parse",
-      "type": "function",
-      "name": "parse",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "OutputParser.parse(output, exit_code) 方法",
-      "tags": [
-        "OutputParser",
-        "parse"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OutputParser._extract_message",
-      "type": "function",
-      "name": "_extract_message",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "OutputParser._extract_message(output) 方法",
-      "tags": [
-        "OutputParser",
-        "_extract_message"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:OutputParser._classify_error",
-      "type": "function",
-      "name": "_classify_error",
-      "filePath": "src/agentkit/tools/output_parser.py",
-      "layer": "utility",
-      "summary": "OutputParser._classify_error(output, exit_code) 方法",
-      "tags": [
-        "OutputParser",
-        "_classify_error"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PTYOutput",
-      "type": "class",
-      "name": "PTYOutput",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTY 输出结果",
-      "tags": [
-        "PTYOutput"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:PTYSession",
-      "type": "class",
-      "name": "PTYSession",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "伪终端会话 - 支持交互式命令",
-      "tags": [
-        "PTYSession"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:PTYSession.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession.__init__(auto_respond, custom_rules, default_timeout, buffer_size) 方法",
-      "tags": [
-        "PTYSession",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession.is_running",
-      "type": "function",
-      "name": "is_running",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession.is_running() 方法",
-      "tags": [
-        "PTYSession",
-        "is_running"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession.start",
-      "type": "function",
-      "name": "start",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession.start() 异步方法",
-      "tags": [
-        "PTYSession",
-        "start"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession.run_command",
-      "type": "function",
-      "name": "run_command",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession.run_command(command, timeout, cwd, env) 异步方法",
-      "tags": [
-        "PTYSession",
-        "run_command"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession.send",
-      "type": "function",
-      "name": "send",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession.send(line) 异步方法",
-      "tags": [
-        "PTYSession",
-        "send"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession.read_output",
-      "type": "function",
-      "name": "read_output",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession.read_output(timeout) 异步方法",
-      "tags": [
-        "PTYSession",
-        "read_output"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession.close() 异步方法",
-      "tags": [
-        "PTYSession",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession._read_until_exit",
-      "type": "function",
-      "name": "_read_until_exit",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession._read_until_exit(timeout) 异步方法",
-      "tags": [
-        "PTYSession",
-        "_read_until_exit"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession._drain_remaining_output",
-      "type": "function",
-      "name": "_drain_remaining_output",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession._drain_remaining_output() 异步方法",
-      "tags": [
-        "PTYSession",
-        "_drain_remaining_output"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:PTYSession._try_auto_respond",
-      "type": "function",
-      "name": "_try_auto_respond",
-      "filePath": "src/agentkit/tools/pty_session.py",
-      "layer": "utility",
-      "summary": "PTYSession._try_auto_respond(recent_output) 异步方法",
-      "tags": [
-        "PTYSession",
-        "_try_auto_respond"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ToolRegistry",
-      "type": "class",
-      "name": "ToolRegistry",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "工具注册中心，管理工具的注册、发现、版本",
-      "tags": [
-        "ToolRegistry"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:ToolRegistry.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.__init__() 方法",
-      "tags": [
-        "ToolRegistry",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolRegistry.register",
-      "type": "function",
-      "name": "register",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.register(tool) 方法",
-      "tags": [
-        "ToolRegistry",
-        "register"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolRegistry.unregister",
-      "type": "function",
-      "name": "unregister",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.unregister(name, version) 方法",
-      "tags": [
-        "ToolRegistry",
-        "unregister"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolRegistry.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.get(name, version) 方法",
-      "tags": [
-        "ToolRegistry",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolRegistry.list_tools",
-      "type": "function",
-      "name": "list_tools",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.list_tools(tag) 方法",
-      "tags": [
-        "ToolRegistry",
-        "list_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolRegistry.list_all_versions",
-      "type": "function",
-      "name": "list_all_versions",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.list_all_versions(name) 方法",
-      "tags": [
-        "ToolRegistry",
-        "list_all_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolRegistry.has_tool",
-      "type": "function",
-      "name": "has_tool",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.has_tool(name) 方法",
-      "tags": [
-        "ToolRegistry",
-        "has_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ToolRegistry.clear",
-      "type": "function",
-      "name": "clear",
-      "filePath": "src/agentkit/tools/registry.py",
-      "layer": "utility",
-      "summary": "ToolRegistry.clear() 方法",
-      "tags": [
-        "ToolRegistry",
-        "clear"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SchemaExtractTool",
-      "type": "class",
-      "name": "SchemaExtractTool",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "结构化数据提取工具 - 从 HTML 中提取 JSON-LD、Microdata、RDFa 等",
-      "tags": [
-        "SchemaExtractTool"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SchemaExtractTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaExtractTool.__init__(name, description, input_schema, output_schema, version, tags) 方法",
-      "tags": [
-        "SchemaExtractTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaExtractTool._default_input_schema",
-      "type": "function",
-      "name": "_default_input_schema",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaExtractTool._default_input_schema() 方法",
-      "tags": [
-        "SchemaExtractTool",
-        "_default_input_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaExtractTool._default_output_schema",
-      "type": "function",
-      "name": "_default_output_schema",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaExtractTool._default_output_schema() 方法",
-      "tags": [
-        "SchemaExtractTool",
-        "_default_output_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaExtractTool._is_url",
-      "type": "function",
-      "name": "_is_url",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaExtractTool._is_url(text) 方法",
-      "tags": [
-        "SchemaExtractTool",
-        "_is_url"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaExtractTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaExtractTool.execute() 异步方法",
-      "tags": [
-        "SchemaExtractTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SchemaGenerateTool",
-      "type": "class",
-      "name": "SchemaGenerateTool",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "JSON-LD 结构化数据生成工具 - 为常见 Schema.org 类型生成标记",
-      "tags": [
-        "SchemaGenerateTool"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:SchemaGenerateTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaGenerateTool.__init__(name, description, input_schema, output_schema, version, tags) 方法",
-      "tags": [
-        "SchemaGenerateTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaGenerateTool._default_input_schema",
-      "type": "function",
-      "name": "_default_input_schema",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaGenerateTool._default_input_schema() 方法",
-      "tags": [
-        "SchemaGenerateTool",
-        "_default_input_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaGenerateTool._default_output_schema",
-      "type": "function",
-      "name": "_default_output_schema",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaGenerateTool._default_output_schema() 方法",
-      "tags": [
-        "SchemaGenerateTool",
-        "_default_output_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaGenerateTool._generate_manual",
-      "type": "function",
-      "name": "_generate_manual",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaGenerateTool._generate_manual(schema_type, properties) 方法",
-      "tags": [
-        "SchemaGenerateTool",
-        "_generate_manual"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaGenerateTool._generate_with_schemaorg",
-      "type": "function",
-      "name": "_generate_with_schemaorg",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaGenerateTool._generate_with_schemaorg(schema_type, properties) 方法",
-      "tags": [
-        "SchemaGenerateTool",
-        "_generate_with_schemaorg"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SchemaGenerateTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/schema_tools.py",
-      "layer": "utility",
-      "summary": "SchemaGenerateTool.execute() 异步方法",
-      "tags": [
-        "SchemaGenerateTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:ShellTool",
-      "type": "class",
-      "name": "ShellTool",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "Shell 命令执行工具",
-      "tags": [
-        "ShellTool"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:ShellTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool.__init__(name, description, input_schema, output_schema, version, tags, confirm_callback, default_timeout, max_output_length) 方法",
-      "tags": [
-        "ShellTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._default_input_schema",
-      "type": "function",
-      "name": "_default_input_schema",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._default_input_schema() 方法",
-      "tags": [
-        "ShellTool",
-        "_default_input_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._default_output_schema",
-      "type": "function",
-      "name": "_default_output_schema",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._default_output_schema() 方法",
-      "tags": [
-        "ShellTool",
-        "_default_output_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool.execute() 异步方法",
-      "tags": [
-        "ShellTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._execute_standalone",
-      "type": "function",
-      "name": "_execute_standalone",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._execute_standalone(command, timeout, working_dir, interactive) 异步方法",
-      "tags": [
-        "ShellTool",
-        "_execute_standalone"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._execute_in_session",
-      "type": "function",
-      "name": "_execute_in_session",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._execute_in_session(command, session_id, timeout, working_dir, interactive) 异步方法",
-      "tags": [
-        "ShellTool",
-        "_execute_in_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._execute_with_pty",
-      "type": "function",
-      "name": "_execute_with_pty",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._execute_with_pty(command, timeout, cwd, env) 异步方法",
-      "tags": [
-        "ShellTool",
-        "_execute_with_pty"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._is_dangerous",
-      "type": "function",
-      "name": "_is_dangerous",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._is_dangerous(command) 方法",
-      "tags": [
-        "ShellTool",
-        "_is_dangerous"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._is_single_command_dangerous",
-      "type": "function",
-      "name": "_is_single_command_dangerous",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._is_single_command_dangerous(command) 方法",
-      "tags": [
-        "ShellTool",
-        "_is_single_command_dangerous"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._request_confirmation",
-      "type": "function",
-      "name": "_request_confirmation",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._request_confirmation(command) 异步方法",
-      "tags": [
-        "ShellTool",
-        "_request_confirmation"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool._log_audit",
-      "type": "function",
-      "name": "_log_audit",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool._log_audit(command, session_id, exit_code, blocked) 方法",
-      "tags": [
-        "ShellTool",
-        "_log_audit"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool.session_manager",
-      "type": "function",
-      "name": "session_manager",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool.session_manager() 方法",
-      "tags": [
-        "ShellTool",
-        "session_manager"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ShellTool.audit_log",
-      "type": "function",
-      "name": "audit_log",
-      "filePath": "src/agentkit/tools/shell.py",
-      "layer": "utility",
-      "summary": "ShellTool.audit_log() 方法",
-      "tags": [
-        "ShellTool",
-        "audit_log"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:SkillInstallTool",
-      "type": "class",
-      "name": "SkillInstallTool",
-      "filePath": "src/agentkit/tools/skill_install.py",
-      "layer": "utility",
-      "summary": "技能安装工具",
-      "tags": [
-        "SkillInstallTool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillInstallTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/skill_install.py",
-      "layer": "utility",
-      "summary": "SkillInstallTool.__init__(name, description, input_schema, output_schema, version, tags, confirm_callback, skill_registry, tool_registry) 方法",
-      "tags": [
-        "SkillInstallTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillInstallTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/skill_install.py",
-      "layer": "utility",
-      "summary": "SkillInstallTool.execute() 异步方法",
-      "tags": [
-        "SkillInstallTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:SkillInstallTool._try_register_skill",
-      "type": "function",
-      "name": "_try_register_skill",
-      "filePath": "src/agentkit/tools/skill_install.py",
-      "layer": "utility",
-      "summary": "SkillInstallTool._try_register_skill(name) 方法",
-      "tags": [
-        "SkillInstallTool",
-        "_try_register_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:CommandRecord",
-      "type": "class",
-      "name": "CommandRecord",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "命令执行记录",
-      "tags": [
-        "CommandRecord"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TerminalSession",
-      "type": "class",
-      "name": "TerminalSession",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "终端会话 - 跨命令保持 cwd/env/history 状态",
-      "tags": [
-        "TerminalSession"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:TerminalSession.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.__init__(session_id, cwd, env, max_history) 方法",
-      "tags": [
-        "TerminalSession",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.cwd",
-      "type": "function",
-      "name": "cwd",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.cwd() 方法",
-      "tags": [
-        "TerminalSession",
-        "cwd"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.env",
-      "type": "function",
-      "name": "env",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.env() 方法",
-      "tags": [
-        "TerminalSession",
-        "env"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.history",
-      "type": "function",
-      "name": "history",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.history() 方法",
-      "tags": [
-        "TerminalSession",
-        "history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.created_at",
-      "type": "function",
-      "name": "created_at",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.created_at() 方法",
-      "tags": [
-        "TerminalSession",
-        "created_at"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.get_cwd",
-      "type": "function",
-      "name": "get_cwd",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.get_cwd() 方法",
-      "tags": [
-        "TerminalSession",
-        "get_cwd"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.set_cwd",
-      "type": "function",
-      "name": "set_cwd",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.set_cwd(cwd) 方法",
-      "tags": [
-        "TerminalSession",
-        "set_cwd"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.get_env",
-      "type": "function",
-      "name": "get_env",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.get_env() 方法",
-      "tags": [
-        "TerminalSession",
-        "get_env"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.set_env",
-      "type": "function",
-      "name": "set_env",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.set_env(key, value) 方法",
-      "tags": [
-        "TerminalSession",
-        "set_env"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.update_env",
-      "type": "function",
-      "name": "update_env",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.update_env(env) 方法",
-      "tags": [
-        "TerminalSession",
-        "update_env"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.get_history",
-      "type": "function",
-      "name": "get_history",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.get_history() 方法",
-      "tags": [
-        "TerminalSession",
-        "get_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.execute(command, timeout) 异步方法",
-      "tags": [
-        "TerminalSession",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession._build_command",
-      "type": "function",
-      "name": "_build_command",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession._build_command(command) 方法",
-      "tags": [
-        "TerminalSession",
-        "_build_command"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession._update_state_after_execution",
-      "type": "function",
-      "name": "_update_state_after_execution",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession._update_state_after_execution(command, output, exit_code) 方法",
-      "tags": [
-        "TerminalSession",
-        "_update_state_after_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession._parse_cd_commands",
-      "type": "function",
-      "name": "_parse_cd_commands",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession._parse_cd_commands(command, output) 方法",
-      "tags": [
-        "TerminalSession",
-        "_parse_cd_commands"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession._parse_export_commands",
-      "type": "function",
-      "name": "_parse_export_commands",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession._parse_export_commands(command) 方法",
-      "tags": [
-        "TerminalSession",
-        "_parse_export_commands"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession._add_history",
-      "type": "function",
-      "name": "_add_history",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession._add_history(record) 方法",
-      "tags": [
-        "TerminalSession",
-        "_add_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSession.close",
-      "type": "function",
-      "name": "close",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSession.close() 方法",
-      "tags": [
-        "TerminalSession",
-        "close"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:TerminalSessionManager",
-      "type": "class",
-      "name": "TerminalSessionManager",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "终端会话管理器 - 按 ID 管理多个 TerminalSession",
-      "tags": [
-        "TerminalSessionManager"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:TerminalSessionManager.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSessionManager.__init__(max_sessions) 方法",
-      "tags": [
-        "TerminalSessionManager",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSessionManager.get_or_create",
-      "type": "function",
-      "name": "get_or_create",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSessionManager.get_or_create(session_id, cwd, env) 方法",
-      "tags": [
-        "TerminalSessionManager",
-        "get_or_create"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSessionManager.get",
-      "type": "function",
-      "name": "get",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSessionManager.get(session_id) 方法",
-      "tags": [
-        "TerminalSessionManager",
-        "get"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSessionManager.remove",
-      "type": "function",
-      "name": "remove",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSessionManager.remove(session_id) 方法",
-      "tags": [
-        "TerminalSessionManager",
-        "remove"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSessionManager.list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSessionManager.list_sessions() 方法",
-      "tags": [
-        "TerminalSessionManager",
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSessionManager.has_session",
-      "type": "function",
-      "name": "has_session",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSessionManager.has_session(session_id) 方法",
-      "tags": [
-        "TerminalSessionManager",
-        "has_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:TerminalSessionManager.close_all",
-      "type": "function",
-      "name": "close_all",
-      "filePath": "src/agentkit/tools/terminal_session.py",
-      "layer": "utility",
-      "summary": "TerminalSessionManager.close_all() 方法",
-      "tags": [
-        "TerminalSessionManager",
-        "close_all"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WebCrawlTool",
-      "type": "class",
-      "name": "WebCrawlTool",
-      "filePath": "src/agentkit/tools/web_crawl.py",
-      "layer": "utility",
-      "summary": "网页抓取工具 - 使用 Crawl4AI，可选依赖未安装时优雅降级",
-      "tags": [
-        "WebCrawlTool"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:WebCrawlTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/web_crawl.py",
-      "layer": "utility",
-      "summary": "WebCrawlTool.__init__(name, description, input_schema, output_schema, version, tags) 方法",
-      "tags": [
-        "WebCrawlTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebCrawlTool._default_input_schema",
-      "type": "function",
-      "name": "_default_input_schema",
-      "filePath": "src/agentkit/tools/web_crawl.py",
-      "layer": "utility",
-      "summary": "WebCrawlTool._default_input_schema() 方法",
-      "tags": [
-        "WebCrawlTool",
-        "_default_input_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebCrawlTool._default_output_schema",
-      "type": "function",
-      "name": "_default_output_schema",
-      "filePath": "src/agentkit/tools/web_crawl.py",
-      "layer": "utility",
-      "summary": "WebCrawlTool._default_output_schema() 方法",
-      "tags": [
-        "WebCrawlTool",
-        "_default_output_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebCrawlTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/web_crawl.py",
-      "layer": "utility",
-      "summary": "WebCrawlTool.execute() 异步方法",
-      "tags": [
-        "WebCrawlTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "class:WebSearchTool",
-      "type": "class",
-      "name": "WebSearchTool",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "通用网页搜索工具。",
-      "tags": [
-        "WebSearchTool"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:WebSearchTool.__init__",
-      "type": "function",
-      "name": "__init__",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool.__init__(name, description, input_schema, output_schema, version, tags, tavily_api_key, serper_api_key, default_max_results) 方法",
-      "tags": [
-        "WebSearchTool",
-        "__init__"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._default_input_schema",
-      "type": "function",
-      "name": "_default_input_schema",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._default_input_schema() 方法",
-      "tags": [
-        "WebSearchTool",
-        "_default_input_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._default_output_schema",
-      "type": "function",
-      "name": "_default_output_schema",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._default_output_schema() 方法",
-      "tags": [
-        "WebSearchTool",
-        "_default_output_schema"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool.execute",
-      "type": "function",
-      "name": "execute",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool.execute() 异步方法",
-      "tags": [
-        "WebSearchTool",
-        "execute"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._search_tavily",
-      "type": "function",
-      "name": "_search_tavily",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._search_tavily(query, max_results) 异步方法",
-      "tags": [
-        "WebSearchTool",
-        "_search_tavily"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._search_serper",
-      "type": "function",
-      "name": "_search_serper",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._search_serper(query, max_results) 异步方法",
-      "tags": [
-        "WebSearchTool",
-        "_search_serper"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._search_duckduckgo",
-      "type": "function",
-      "name": "_search_duckduckgo",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._search_duckduckgo(query, max_results) 异步方法",
-      "tags": [
-        "WebSearchTool",
-        "_search_duckduckgo"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._contains_cjk",
-      "type": "function",
-      "name": "_contains_cjk",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._contains_cjk(text) 方法",
-      "tags": [
-        "WebSearchTool",
-        "_contains_cjk"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._cjk_to_english_hint",
-      "type": "function",
-      "name": "_cjk_to_english_hint",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._cjk_to_english_hint(query) 方法",
-      "tags": [
-        "WebSearchTool",
-        "_cjk_to_english_hint"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._search_duckduckgo_html",
-      "type": "function",
-      "name": "_search_duckduckgo_html",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._search_duckduckgo_html(query, max_results) 异步方法",
-      "tags": [
-        "WebSearchTool",
-        "_search_duckduckgo_html"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._search_duckduckgo_instant",
-      "type": "function",
-      "name": "_search_duckduckgo_instant",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._search_duckduckgo_instant(query, max_results) 异步方法",
-      "tags": [
-        "WebSearchTool",
-        "_search_duckduckgo_instant"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._search_bing",
-      "type": "function",
-      "name": "_search_bing",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._search_bing(query, max_results) 异步方法",
-      "tags": [
-        "WebSearchTool",
-        "_search_bing"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._parse_bing_html",
-      "type": "function",
-      "name": "_parse_bing_html",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._parse_bing_html(html, max_results) 方法",
-      "tags": [
-        "WebSearchTool",
-        "_parse_bing_html"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._parse_duckduckgo_html",
-      "type": "function",
-      "name": "_parse_duckduckgo_html",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._parse_duckduckgo_html(html, max_results) 方法",
-      "tags": [
-        "WebSearchTool",
-        "_parse_duckduckgo_html"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:WebSearchTool._parse_duckduckgo_html_alt",
-      "type": "function",
-      "name": "_parse_duckduckgo_html_alt",
-      "filePath": "src/agentkit/tools/web_search.py",
-      "layer": "utility",
-      "summary": "WebSearchTool._parse_duckduckgo_html_alt(html, max_results) 方法",
-      "tags": [
-        "WebSearchTool",
-        "_parse_duckduckgo_html_alt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_internal_headers",
-      "type": "function",
-      "name": "_internal_headers",
-      "filePath": "configs/geo_handlers.py",
-      "layer": "utility",
-      "summary": "_internal_headers() 函数 → dict",
-      "tags": [
-        "_internal_headers"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:handle_citation_task",
-      "type": "function",
-      "name": "handle_citation_task",
-      "filePath": "configs/geo_handlers.py",
-      "layer": "utility",
-      "summary": "handle_citation_task(task) 异步函数 → dict",
-      "tags": [
-        "handle_citation_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:handle_monitor_task",
-      "type": "function",
-      "name": "handle_monitor_task",
-      "filePath": "configs/geo_handlers.py",
-      "layer": "utility",
-      "summary": "handle_monitor_task(task) 异步函数 → dict",
-      "tags": [
-        "handle_monitor_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:handle_schema_task",
-      "type": "function",
-      "name": "handle_schema_task",
-      "filePath": "configs/geo_handlers.py",
-      "layer": "utility",
-      "summary": "handle_schema_task(task) 异步函数 → dict",
-      "tags": [
-        "handle_schema_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_call_internal",
-      "type": "function",
-      "name": "_call_internal",
-      "filePath": "configs/geo_handlers.py",
-      "layer": "utility",
-      "summary": "_call_internal(path, input_data) 异步函数 → dict",
-      "tags": [
-        "_call_internal"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_substitute_env_vars",
-      "type": "function",
-      "name": "_substitute_env_vars",
-      "filePath": "configs/geo_server.py",
-      "layer": "utility",
-      "summary": "_substitute_env_vars(config_path) 函数 → dict",
-      "tags": [
-        "_substitute_env_vars"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_init_llm_gateway",
-      "type": "function",
-      "name": "_init_llm_gateway",
-      "filePath": "configs/geo_server.py",
-      "layer": "utility",
-      "summary": "_init_llm_gateway() 函数 → LLMGateway",
-      "tags": [
-        "_init_llm_gateway"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_init_tool_registry",
-      "type": "function",
-      "name": "_init_tool_registry",
-      "filePath": "configs/geo_server.py",
-      "layer": "utility",
-      "summary": "_init_tool_registry() 函数 → ToolRegistry",
-      "tags": [
-        "_init_tool_registry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_init_skill_registry",
-      "type": "function",
-      "name": "_init_skill_registry",
-      "filePath": "configs/geo_server.py",
-      "layer": "utility",
-      "summary": "_init_skill_registry(tool_registry) 函数 → SkillRegistry",
-      "tags": [
-        "_init_skill_registry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_geo_app",
-      "type": "function",
-      "name": "create_geo_app",
-      "filePath": "configs/geo_server.py",
-      "layer": "utility",
-      "summary": "create_geo_app() 函数 → FastAPI",
-      "tags": [
-        "create_geo_app"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_internal_headers",
-      "type": "function",
-      "name": "_internal_headers",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "_internal_headers() 函数 → dict",
-      "tags": [
-        "_internal_headers"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:execute_single_platform",
-      "type": "function",
-      "name": "execute_single_platform",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "execute_single_platform(keyword, platform, target_brand, brand_aliases) 异步函数 → dict",
-      "tags": [
-        "execute_single_platform"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_or_create_task",
-      "type": "function",
-      "name": "get_or_create_task",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "get_or_create_task(query_id, platform) 异步函数 → dict",
-      "tags": [
-        "get_or_create_task"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:retrieve_knowledge",
-      "type": "function",
-      "name": "retrieve_knowledge",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "retrieve_knowledge(knowledge_base_ids, query, top_k) 异步函数 → dict",
-      "tags": [
-        "retrieve_knowledge"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:monitor_check_and_compare",
-      "type": "function",
-      "name": "monitor_check_and_compare",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "monitor_check_and_compare(record_id) 异步函数 → dict",
-      "tags": [
-        "monitor_check_and_compare"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:monitor_generate_report",
-      "type": "function",
-      "name": "monitor_generate_report",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "monitor_generate_report(record_id) 异步函数 → dict",
-      "tags": [
-        "monitor_generate_report"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:monitor_create_record",
-      "type": "function",
-      "name": "monitor_create_record",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "monitor_create_record(brand_id, query_keywords, platform, check_interval_hours) 异步函数 → dict",
-      "tags": [
-        "monitor_create_record"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:fill_schema_with_llm",
-      "type": "function",
-      "name": "fill_schema_with_llm",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "fill_schema_with_llm(schema_type, brand_info, diagnosis_dimensions) 异步函数 → dict",
-      "tags": [
-        "fill_schema_with_llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:identify_missing_dimensions",
-      "type": "function",
-      "name": "identify_missing_dimensions",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "identify_missing_dimensions(diagnosis_data, focus_dimensions) 异步函数 → dict",
-      "tags": [
-        "identify_missing_dimensions"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:competitor_analyze",
-      "type": "function",
-      "name": "competitor_analyze",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "competitor_analyze(brand_id, analysis_types, period_days) 异步函数 → dict",
-      "tags": [
-        "competitor_analyze"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:competitor_gap_analysis",
-      "type": "function",
-      "name": "competitor_gap_analysis",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "competitor_gap_analysis(brand_id, period_days) 异步函数 → dict",
-      "tags": [
-        "competitor_gap_analysis"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:trend_insight",
-      "type": "function",
-      "name": "trend_insight",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "trend_insight(brand_id, days, platforms, keywords) 异步函数 → dict",
-      "tags": [
-        "trend_insight"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:trend_hotspot",
-      "type": "function",
-      "name": "trend_hotspot",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "trend_hotspot(brand_id, days) 异步函数 → dict",
-      "tags": [
-        "trend_hotspot"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:search_knowledge",
-      "type": "function",
-      "name": "search_knowledge",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "search_knowledge(query, knowledge_base_ids, top_k) 异步函数 → dict",
-      "tags": [
-        "search_knowledge"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:detect_ai_patterns",
-      "type": "function",
-      "name": "detect_ai_patterns",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "detect_ai_patterns(content, platform_id) 异步函数 → dict",
-      "tags": [
-        "detect_ai_patterns"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:register_geo_tools",
-      "type": "function",
-      "name": "register_geo_tools",
-      "filePath": "configs/geo_tools.py",
-      "layer": "utility",
-      "summary": "register_geo_tools(registry) 函数 → None",
-      "tags": [
-        "register_geo_tools"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_message_bus",
-      "type": "function",
-      "name": "create_message_bus",
-      "filePath": "src/agentkit/bus/redis_bus.py",
-      "layer": "data",
-      "summary": "create_message_bus(backend, redis_url, consumer_group, max_retries) 函数 → BinOp(left=Name(id='InMemoryMessageBus', ctx=Load()), op=BitOr(), right=Name(id='RedisMessageBus', ctx=Load()))",
-      "tags": [
-        "create_message_bus"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/cli/chat.py",
-      "layer": "api",
-      "summary": "chat(model, agent_name, config, system_prompt, no_stream) 函数",
-      "tags": [
-        "chat"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_chat_async",
-      "type": "function",
-      "name": "_chat_async",
-      "filePath": "src/agentkit/cli/chat.py",
-      "layer": "api",
-      "summary": "_chat_async(model, agent_name, config_arg, system_prompt, no_stream) 异步函数 → None",
-      "tags": [
-        "_chat_async"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_extract_search_keys",
-      "type": "function",
-      "name": "_extract_search_keys",
-      "filePath": "src/agentkit/cli/chat.py",
-      "layer": "api",
-      "summary": "_extract_search_keys(server_config) 函数 → Subscript(value=Name(id='dict', ctx=Load()), slice=Tuple(elts=[Name(id='str', ctx=Load()), Name(id='str', ctx=Load())], ctx=Load()), ctx=Load())",
-      "tags": [
-        "_extract_search_keys"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_build_gateway",
-      "type": "function",
-      "name": "_build_gateway",
-      "filePath": "src/agentkit/cli/chat.py",
-      "layer": "api",
-      "summary": "_build_gateway(server_config) 函数 → LLMGateway",
-      "tags": [
-        "_build_gateway"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_resolve_default_model",
-      "type": "function",
-      "name": "_resolve_default_model",
-      "filePath": "src/agentkit/cli/chat.py",
-      "layer": "api",
-      "summary": "_resolve_default_model(server_config) 函数 → str",
-      "tags": [
-        "_resolve_default_model"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_print_help",
-      "type": "function",
-      "name": "_print_help",
-      "filePath": "src/agentkit/cli/chat.py",
-      "layer": "api",
-      "summary": "_print_help() 函数 → None",
-      "tags": [
-        "_print_help"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_write_file",
-      "type": "function",
-      "name": "_write_file",
-      "filePath": "src/agentkit/cli/init.py",
-      "layer": "api",
-      "summary": "_write_file(path, content, force) 函数 → bool",
-      "tags": [
-        "_write_file"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:init",
-      "type": "function",
-      "name": "init",
-      "filePath": "src/agentkit/cli/init.py",
-      "layer": "api",
-      "summary": "init(output_dir, non_interactive, force) 函数",
-      "tags": [
-        "init"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:gui",
-      "type": "function",
-      "name": "gui",
-      "filePath": "src/agentkit/cli/main.py",
-      "layer": "api",
-      "summary": "gui(host, port, config, no_open) 函数",
-      "tags": [
-        "gui"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:serve",
-      "type": "function",
-      "name": "serve",
-      "filePath": "src/agentkit/cli/main.py",
-      "layer": "api",
-      "summary": "serve(host, port, workers, reload, config, task_store_backend, task_store_redis_url) 函数",
-      "tags": [
-        "serve"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:version",
-      "type": "function",
-      "name": "version",
-      "filePath": "src/agentkit/cli/main.py",
-      "layer": "api",
-      "summary": "version() 函数",
-      "tags": [
-        "version"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:doctor",
-      "type": "function",
-      "name": "doctor",
-      "filePath": "src/agentkit/cli/main.py",
-      "layer": "api",
-      "summary": "doctor(host, port) 函数",
-      "tags": [
-        "doctor"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:needs_onboarding",
-      "type": "function",
-      "name": "needs_onboarding",
-      "filePath": "src/agentkit/cli/onboarding.py",
-      "layer": "api",
-      "summary": "needs_onboarding(config_arg) → bool: 检查是否需要 onboarding，使用 load_config_with_dotenv 加载配置并检查 has_llm_provider()",
-      "tags": [
-        "needs_onboarding"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:run_onboarding",
-      "type": "function",
-      "name": "run_onboarding",
-      "filePath": "src/agentkit/cli/onboarding.py",
-      "layer": "api",
-      "summary": "run_onboarding(output_dir, config_arg) → str | None: 交互式配置向导，merge-update 模式（仅更新 LLM section，保留其他配置），bailian-coding provider 预设",
-      "tags": [
-        "run_onboarding"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_generate_api_key",
-      "type": "function",
-      "name": "_generate_api_key",
-      "filePath": "src/agentkit/cli/pair.py",
-      "layer": "api",
-      "summary": "_generate_api_key() 函数 → str",
-      "tags": [
-        "_generate_api_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_load_clients",
-      "type": "function",
-      "name": "_load_clients",
-      "filePath": "src/agentkit/cli/pair.py",
-      "layer": "api",
-      "summary": "_load_clients(config_dir) 函数 → dict",
-      "tags": [
-        "_load_clients"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_save_clients",
-      "type": "function",
-      "name": "_save_clients",
-      "filePath": "src/agentkit/cli/pair.py",
-      "layer": "api",
-      "summary": "_save_clients(config_dir, clients) 函数 → None",
-      "tags": [
-        "_save_clients"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:pair",
-      "type": "function",
-      "name": "pair",
-      "filePath": "src/agentkit/cli/pair.py",
-      "layer": "api",
-      "summary": "pair(name, skills_dir, config_dir, list_clients, revoke, server_url) 函数",
-      "tags": [
-        "pair"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:list_skills",
-      "type": "function",
-      "name": "list_skills",
-      "filePath": "src/agentkit/cli/skill.py",
-      "layer": "api",
-      "summary": "list_skills(server_url) 函数",
-      "tags": [
-        "list_skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:load_skill",
-      "type": "function",
-      "name": "load_skill",
-      "filePath": "src/agentkit/cli/skill.py",
-      "layer": "api",
-      "summary": "load_skill(path) 函数",
-      "tags": [
-        "load_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:skill_create",
-      "type": "function",
-      "name": "skill_create",
-      "filePath": "src/agentkit/cli/skill.py",
-      "layer": "api",
-      "summary": "skill_create(name, output_dir) 函数",
-      "tags": [
-        "skill_create"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:skill_info",
-      "type": "function",
-      "name": "skill_info",
-      "filePath": "src/agentkit/cli/skill.py",
-      "layer": "api",
-      "summary": "skill_info(name, server_url) 函数",
-      "tags": [
-        "skill_info"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:submit",
-      "type": "function",
-      "name": "submit",
-      "filePath": "src/agentkit/cli/task.py",
-      "layer": "api",
-      "summary": "submit(input, input_file, skill, agent, mode, server_url, config) 函数",
-      "tags": [
-        "submit"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_submit_remote",
-      "type": "function",
-      "name": "_submit_remote",
-      "filePath": "src/agentkit/cli/task.py",
-      "layer": "api",
-      "summary": "_submit_remote(input_data, skill, agent, mode, server_url) 函数",
-      "tags": [
-        "_submit_remote"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_submit_local",
-      "type": "function",
-      "name": "_submit_local",
-      "filePath": "src/agentkit/cli/task.py",
-      "layer": "api",
-      "summary": "_submit_local(input_data, skill, agent, mode, config_path) 函数",
-      "tags": [
-        "_submit_local"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:status",
-      "type": "function",
-      "name": "status",
-      "filePath": "src/agentkit/cli/task.py",
-      "layer": "api",
-      "summary": "status(task_id, server_url) 函数",
-      "tags": [
-        "status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_tasks",
-      "type": "function",
-      "name": "list_tasks",
-      "filePath": "src/agentkit/cli/task.py",
-      "layer": "api",
-      "summary": "list_tasks(status_filter, limit, server_url) 函数",
-      "tags": [
-        "list_tasks"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:cancel",
-      "type": "function",
-      "name": "cancel",
-      "filePath": "src/agentkit/cli/task.py",
-      "layer": "api",
-      "summary": "cancel(task_id, server_url) 函数",
-      "tags": [
-        "cancel"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:usage",
-      "type": "function",
-      "name": "usage",
-      "filePath": "src/agentkit/cli/usage.py",
-      "layer": "api",
-      "summary": "usage(agent, format, server_url) 函数",
-      "tags": [
-        "usage"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:create_compressor",
-      "type": "function",
-      "name": "create_compressor",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "create_compressor(config) 函数 → BinOp(left=Name(id='CompressionStrategy', ctx=Load()), op=BitOr(), right=Constant(value=None))",
-      "tags": [
-        "create_compressor"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:render_cached",
-      "type": "function",
-      "name": "render_cached",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "render_cached(template, variables) 函数 → Subscript(value=Name(id='list', ctx=Load()), slice=Subscript(value=Name(id='dict', ctx=Load()), slice=Tuple(elts=[Name(id='str', ctx=Load()), Name(id='str', ctx=Load())], ctx=Load()), ctx=Load()), ctx=Load())",
-      "tags": [
-        "render_cached"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:clear_cache",
-      "type": "function",
-      "name": "clear_cache",
-      "filePath": "src/agentkit/core/compressor.py",
-      "layer": "service",
-      "summary": "clear_cache(template) 函数 → None",
-      "tags": [
-        "clear_cache"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_validate_callback_url",
-      "type": "function",
-      "name": "_validate_callback_url",
-      "filePath": "src/agentkit/core/dispatcher.py",
-      "layer": "service",
-      "summary": "_validate_callback_url(url) 函数 → bool",
-      "tags": [
-        "_validate_callback_url"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_is_json_content",
-      "type": "function",
-      "name": "_is_json_content",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "_is_json_content(text) 函数 → bool",
-      "tags": [
-        "_is_json_content"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_is_code_content",
-      "type": "function",
-      "name": "_is_code_content",
-      "filePath": "src/agentkit/core/headroom_compressor.py",
-      "layer": "service",
-      "summary": "_is_code_content(text) 函数 → bool",
-      "tags": [
-        "_is_code_content"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:setup_structured_logging",
-      "type": "function",
-      "name": "setup_structured_logging",
-      "filePath": "src/agentkit/core/logging.py",
-      "layer": "service",
-      "summary": "setup_structured_logging(level) 函数 → None",
-      "tags": [
-        "setup_structured_logging"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_logger",
-      "type": "function",
-      "name": "get_logger",
-      "filePath": "src/agentkit/core/logging.py",
-      "layer": "service",
-      "summary": "get_logger(name) 函数 → Attribute(value=Name(id='logging', ctx=Load()), attr='LoggerAdapter', ctx=Load())",
-      "tags": [
-        "get_logger"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:main",
-      "type": "function",
-      "name": "main",
-      "filePath": "src/agentkit/core/standalone.py",
-      "layer": "service",
-      "summary": "main() 异步函数",
-      "tags": [
-        "main"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:create_evolution_store",
-      "type": "function",
-      "name": "create_evolution_store",
-      "filePath": "src/agentkit/evolution/evolution_store.py",
-      "layer": "utility",
-      "summary": "create_evolution_store(backend, db_path, session_factory, evolution_model, database_url) 函数 → BinOp(left=BinOp(left=Name(id='EvolutionStore', ctx=Load()), op=BitOr(), right=Name(id='PersistentEvolutionStore', ctx=Load())), op=BitOr(), right=Name(id='InMemoryEvolutionStore', ctx=Load()))",
-      "tags": [
-        "create_evolution_store"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_parse_time_window",
-      "type": "function",
-      "name": "_parse_time_window",
-      "filePath": "src/agentkit/evolution/experience_store.py",
-      "layer": "utility",
-      "summary": "_parse_time_window(window) 函数 → timedelta",
-      "tags": [
-        "_parse_time_window"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_utcnow",
-      "type": "function",
-      "name": "_utcnow",
-      "filePath": "src/agentkit/evolution/pg_store.py",
-      "layer": "utility",
-      "summary": "_utcnow() 函数 → datetime",
-      "tags": [
-        "_utcnow"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_compute_name_similarity",
-      "type": "function",
-      "name": "_compute_name_similarity",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "_compute_name_similarity(step_name, step_description, historical_step_name) 函数 → float",
-      "tags": [
-        "_compute_name_similarity"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_extract_keywords",
-      "type": "function",
-      "name": "_extract_keywords",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "_extract_keywords(text) 函数 → Subscript(value=Name(id='frozenset', ctx=Load()), slice=Name(id='str', ctx=Load()), ctx=Load())",
-      "tags": [
-        "_extract_keywords"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_determine_warning_level",
-      "type": "function",
-      "name": "_determine_warning_level",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "_determine_warning_level(failure_rate) 函数 → WarningLevel",
-      "tags": [
-        "_determine_warning_level"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_warning_level_order",
-      "type": "function",
-      "name": "_warning_level_order",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "_warning_level_order(level) 函数 → int",
-      "tags": [
-        "_warning_level_order"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_build_suggestion",
-      "type": "function",
-      "name": "_build_suggestion",
-      "filePath": "src/agentkit/evolution/pitfall_detector.py",
-      "layer": "utility",
-      "summary": "_build_suggestion(stats, failure_rate) 函数 → str",
-      "tags": [
-        "_build_suggestion"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:create_prompt_optimizer",
-      "type": "function",
-      "name": "create_prompt_optimizer",
-      "filePath": "src/agentkit/evolution/prompt_optimizer.py",
-      "layer": "utility",
-      "summary": "create_prompt_optimizer(optimizer_type, llm_gateway) 函数 → BinOp(left=Name(id='BootstrapPromptOptimizer', ctx=Load()), op=BitOr(), right=Name(id='LLMPromptOptimizer', ctx=Load()))",
-      "tags": [
-        "create_prompt_optimizer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_serialize_response",
-      "type": "function",
-      "name": "_serialize_response",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "_serialize_response(response) 函数 → dict",
-      "tags": [
-        "_serialize_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_deserialize_response",
-      "type": "function",
-      "name": "_deserialize_response",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "_deserialize_response(data) 函数 → LLMResponse",
-      "tags": [
-        "_deserialize_response"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_serialize_entry",
-      "type": "function",
-      "name": "_serialize_entry",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "_serialize_entry(entry) 函数 → dict",
-      "tags": [
-        "_serialize_entry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_deserialize_entry",
-      "type": "function",
-      "name": "_deserialize_entry",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "_deserialize_entry(data) 函数 → CacheEntry",
-      "tags": [
-        "_deserialize_entry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_llm_cache",
-      "type": "function",
-      "name": "create_llm_cache",
-      "filePath": "src/agentkit/llm/cache.py",
-      "layer": "utility",
-      "summary": "create_llm_cache(backend, redis_url, max_entries, exact_ttl, semantic_ttl, similarity_threshold) 函数 → LLMCache",
-      "tags": [
-        "create_llm_cache"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:generate_cache_key",
-      "type": "function",
-      "name": "generate_cache_key",
-      "filePath": "src/agentkit/llm/cache_key.py",
-      "layer": "utility",
-      "summary": "generate_cache_key(model, messages, temperature, tools, tool_choice, max_tokens) 函数 → str",
-      "tags": [
-        "generate_cache_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_extract_system_prompt",
-      "type": "function",
-      "name": "_extract_system_prompt",
-      "filePath": "src/agentkit/llm/cache_key.py",
-      "layer": "utility",
-      "summary": "_extract_system_prompt(messages) 函数 → str",
-      "tags": [
-        "_extract_system_prompt"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_hash_str",
-      "type": "function",
-      "name": "_hash_str",
-      "filePath": "src/agentkit/llm/cache_key.py",
-      "layer": "utility",
-      "summary": "_hash_str(s) 函数 → str",
-      "tags": [
-        "_hash_str"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_hash_json",
-      "type": "function",
-      "name": "_hash_json",
-      "filePath": "src/agentkit/llm/cache_key.py",
-      "layer": "utility",
-      "summary": "_hash_json(obj) 函数 → str",
-      "tags": [
-        "_hash_json"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_usage_store",
-      "type": "function",
-      "name": "create_usage_store",
-      "filePath": "src/agentkit/llm/providers/usage_store.py",
-      "layer": "utility",
-      "summary": "create_usage_store(backend, redis_url) 函数 → UsageStore",
-      "tags": [
-        "create_usage_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_is_retryable_error",
-      "type": "function",
-      "name": "_is_retryable_error",
-      "filePath": "src/agentkit/llm/retry.py",
-      "layer": "utility",
-      "summary": "_is_retryable_error(error, retryable_status_codes) 函数 → bool",
-      "tags": [
-        "_is_retryable_error"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_escape_cql",
-      "type": "function",
-      "name": "_escape_cql",
-      "filePath": "src/agentkit/memory/adapters/confluence.py",
-      "layer": "data",
-      "summary": "_escape_cql(value) 函数 → str",
-      "tags": [
-        "_escape_cql"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_detect_format",
-      "type": "function",
-      "name": "_detect_format",
-      "filePath": "src/agentkit/memory/document_loader.py",
-      "layer": "data",
-      "summary": "_detect_format(filename) 函数 → str",
-      "tags": [
-        "_detect_format"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_loader_doc_to_kb_doc",
-      "type": "function",
-      "name": "_loader_doc_to_kb_doc",
-      "filePath": "src/agentkit/memory/local_rag.py",
-      "layer": "data",
-      "summary": "_loader_doc_to_kb_doc(loader_doc) 函数 → Document",
-      "tags": [
-        "_loader_doc_to_kb_doc"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_episodic_session_factory",
-      "type": "function",
-      "name": "create_episodic_session_factory",
-      "filePath": "src/agentkit/memory/models.py",
-      "layer": "data",
-      "summary": "create_episodic_session_factory(database_url) 函数",
-      "tags": [
-        "create_episodic_session_factory"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:ensure_episodic_table",
-      "type": "function",
-      "name": "ensure_episodic_table",
-      "filePath": "src/agentkit/memory/models.py",
-      "layer": "data",
-      "summary": "ensure_episodic_table(database_url) 异步函数 → None",
-      "tags": [
-        "ensure_episodic_table"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_content_hash",
-      "type": "function",
-      "name": "_content_hash",
-      "filePath": "src/agentkit/memory/multi_source_retriever.py",
-      "layer": "data",
-      "summary": "_content_hash(content) 函数 → str",
-      "tags": [
-        "_content_hash"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_query_transformer",
-      "type": "function",
-      "name": "create_query_transformer",
-      "filePath": "src/agentkit/memory/query_transformer.py",
-      "layer": "data",
-      "summary": "create_query_transformer(strategy, llm_gateway, synonyms, max_sub_queries) 函数 → QueryTransformerBase",
-      "tags": [
-        "create_query_transformer"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_estimate_tokens",
-      "type": "function",
-      "name": "_estimate_tokens",
-      "filePath": "src/agentkit/memory/retriever.py",
-      "layer": "data",
-      "summary": "_estimate_tokens(text) 函数 → int",
-      "tags": [
-        "_estimate_tokens"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:execute_with_retry",
-      "type": "function",
-      "name": "execute_with_retry",
-      "filePath": "src/agentkit/orchestrator/retry.py",
-      "layer": "service",
-      "summary": "execute_with_retry(func, retry_policy, step_name) 异步函数 → Any",
-      "tags": [
-        "execute_with_retry"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:create_cascade_state_store",
-      "type": "function",
-      "name": "create_cascade_state_store",
-      "filePath": "src/agentkit/quality/cascade_state_store.py",
-      "layer": "utility",
-      "summary": "create_cascade_state_store(backend, redis_url, session_ttl) 函数 → CascadeStateStore",
-      "tags": [
-        "create_cascade_state_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_pool",
-      "type": "function",
-      "name": "_get_pool",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "_get_pool(request) 函数",
-      "tags": [
-        "_get_pool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_skill_registry",
-      "type": "function",
-      "name": "_get_skill_registry",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "_get_skill_registry(request) 函数",
-      "tags": [
-        "_get_skill_registry"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_agent",
-      "type": "function",
-      "name": "create_agent",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "create_agent(request, req) 异步函数",
-      "tags": [
-        "create_agent"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:list_agents",
-      "type": "function",
-      "name": "list_agents",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "list_agents(req) 异步函数",
-      "tags": [
-        "list_agents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_agent",
-      "type": "function",
-      "name": "get_agent",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "get_agent(name, req) 异步函数",
-      "tags": [
-        "get_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:delete_agent",
-      "type": "function",
-      "name": "delete_agent",
-      "filePath": "src/agentkit/server/routes/agents.py",
-      "layer": "api",
-      "summary": "delete_agent(name, req) 异步函数",
-      "tags": [
-        "delete_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_evolution_store",
-      "type": "function",
-      "name": "_get_evolution_store",
-      "filePath": "src/agentkit/server/routes/evolution.py",
-      "layer": "api",
-      "summary": "_get_evolution_store(request) 函数",
-      "tags": [
-        "_get_evolution_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_evolution_events",
-      "type": "function",
-      "name": "list_evolution_events",
-      "filePath": "src/agentkit/server/routes/evolution.py",
-      "layer": "api",
-      "summary": "list_evolution_events(agent_name, event_type, limit, offset, req) 异步函数",
-      "tags": [
-        "list_evolution_events"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_skill_versions",
-      "type": "function",
-      "name": "get_skill_versions",
-      "filePath": "src/agentkit/server/routes/evolution.py",
-      "layer": "api",
-      "summary": "get_skill_versions(skill_name, req) 异步函数",
-      "tags": [
-        "get_skill_versions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:trigger_evolution",
-      "type": "function",
-      "name": "trigger_evolution",
-      "filePath": "src/agentkit/server/routes/evolution.py",
-      "layer": "api",
-      "summary": "trigger_evolution(request, req) 异步函数",
-      "tags": [
-        "trigger_evolution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:list_ab_tests",
-      "type": "function",
-      "name": "list_ab_tests",
-      "filePath": "src/agentkit/server/routes/evolution.py",
-      "layer": "api",
-      "summary": "list_ab_tests(status, limit, req) 异步函数",
-      "tags": [
-        "list_ab_tests"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_verify_api_key",
-      "type": "function",
-      "name": "_verify_api_key",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "_verify_api_key(request, api_key_header, api_key_query) 异步函数 → None",
-      "tags": [
-        "_verify_api_key"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_get_experience_store",
-      "type": "function",
-      "name": "_get_experience_store",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "_get_experience_store(request) 函数",
-      "tags": [
-        "_get_experience_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_pitfall_detector",
-      "type": "function",
-      "name": "_get_pitfall_detector",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "_get_pitfall_detector(request) 函数",
-      "tags": [
-        "_get_pitfall_detector"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_path_optimizer",
-      "type": "function",
-      "name": "_get_path_optimizer",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "_get_path_optimizer(request) 函数",
-      "tags": [
-        "_get_path_optimizer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_experiences",
-      "type": "function",
-      "name": "list_experiences",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "list_experiences(task_type, outcome, limit, req, _auth) 异步函数",
-      "tags": [
-        "list_experiences"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:record_experience",
-      "type": "function",
-      "name": "record_experience",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "record_experience(body, req, _auth) 异步函数",
-      "tags": [
-        "record_experience"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_metrics",
-      "type": "function",
-      "name": "get_metrics",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "get_metrics(period, req, _auth) 异步函数",
-      "tags": [
-        "get_metrics"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_generate_trends",
-      "type": "function",
-      "name": "_generate_trends",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "_generate_trends(metrics_list, period) 函数 → Subscript(value=Name(id='list', ctx=Load()), slice=Name(id='dict', ctx=Load()), ctx=Load())",
-      "tags": [
-        "_generate_trends"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_compute_metrics_from_memory",
-      "type": "function",
-      "name": "_compute_metrics_from_memory",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "_compute_metrics_from_memory(period) 函数 → Subscript(value=Name(id='tuple', ctx=Load()), slice=Tuple(elts=[Name(id='dict', ctx=Load()), Subscript(value=Name(id='list', ctx=Load()), slice=Name(id='dict', ctx=Load()), ctx=Load())], ctx=Load()), ctx=Load())",
-      "tags": [
-        "_compute_metrics_from_memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "get_usage(period, req, _auth) 异步函数",
-      "tags": [
-        "get_usage"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:check_pitfalls",
-      "type": "function",
-      "name": "check_pitfalls",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "check_pitfalls(task_type, steps, req, _auth) 异步函数",
-      "tags": [
-        "check_pitfalls"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:list_path_optimizations",
-      "type": "function",
-      "name": "list_path_optimizations",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "list_path_optimizations(task_type, limit, req, _auth) 异步函数",
-      "tags": [
-        "list_path_optimizations"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:record_path_optimization",
-      "type": "function",
-      "name": "record_path_optimization",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "record_path_optimization(body, req, _auth) 异步函数",
-      "tags": [
-        "record_path_optimization"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:evolution_dashboard_ws",
-      "type": "function",
-      "name": "evolution_dashboard_ws",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "evolution_dashboard_ws(websocket) 异步函数",
-      "tags": [
-        "evolution_dashboard_ws"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_broadcast_event",
-      "type": "function",
-      "name": "_broadcast_event",
-      "filePath": "src/agentkit/server/routes/evolution_dashboard.py",
-      "layer": "api",
-      "summary": "_broadcast_event(event_type, data) 异步函数",
-      "tags": [
-        "_broadcast_event"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:health_check",
-      "type": "function",
-      "name": "health_check",
-      "filePath": "src/agentkit/server/routes/health.py",
-      "layer": "api",
-      "summary": "health_check(request) 异步函数",
-      "tags": [
-        "health_check"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_verify_api_key",
-      "type": "function",
-      "name": "_verify_api_key",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "_verify_api_key(request, api_key_header, api_key_query) 异步函数 → None",
-      "tags": [
-        "_verify_api_key"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:list_sources",
-      "type": "function",
-      "name": "list_sources",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "list_sources(req, _auth) 异步函数",
-      "tags": [
-        "list_sources"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:add_source",
-      "type": "function",
-      "name": "add_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "add_source(request, req, _auth) 异步函数",
-      "tags": [
-        "add_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:remove_source",
-      "type": "function",
-      "name": "remove_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "remove_source(source_id, req, _auth) 异步函数",
-      "tags": [
-        "remove_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:sync_source",
-      "type": "function",
-      "name": "sync_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "sync_source(source_id, _auth) 异步函数",
-      "tags": [
-        "sync_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:update_source",
-      "type": "function",
-      "name": "update_source",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "update_source(source_id, data, _auth) 异步函数",
-      "tags": [
-        "update_source"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_documents",
-      "type": "function",
-      "name": "list_documents",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "list_documents(source_id, _auth) 异步函数",
-      "tags": [
-        "list_documents"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:delete_document",
-      "type": "function",
-      "name": "delete_document",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "delete_document(document_id, _auth) 异步函数",
-      "tags": [
-        "delete_document"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:upload_document",
-      "type": "function",
-      "name": "upload_document",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "upload_document(req, file, source_id, _auth) 异步函数",
-      "tags": [
-        "upload_document"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:search_knowledge",
-      "type": "function",
-      "name": "search_knowledge",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "search_knowledge(request, req, _auth) 异步函数",
-      "tags": [
-        "search_knowledge"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:check_source_health",
-      "type": "function",
-      "name": "check_source_health",
-      "filePath": "src/agentkit/server/routes/kb_management.py",
-      "layer": "api",
-      "summary": "check_source_health(source_id, req, _auth) 异步函数",
-      "tags": [
-        "check_source_health"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_usage",
-      "type": "function",
-      "name": "get_usage",
-      "filePath": "src/agentkit/server/routes/llm.py",
-      "layer": "api",
-      "summary": "get_usage(agent_name, req) 异步函数",
-      "tags": [
-        "get_usage"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_memory_retriever",
-      "type": "function",
-      "name": "_get_memory_retriever",
-      "filePath": "src/agentkit/server/routes/memory.py",
-      "layer": "api",
-      "summary": "_get_memory_retriever(request) 函数",
-      "tags": [
-        "_get_memory_retriever"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:search_episodic_memory",
-      "type": "function",
-      "name": "search_episodic_memory",
-      "filePath": "src/agentkit/server/routes/memory.py",
-      "layer": "api",
-      "summary": "search_episodic_memory(query, top_k, agent_name, req) 异步函数",
-      "tags": [
-        "search_episodic_memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:search_semantic_memory",
-      "type": "function",
-      "name": "search_semantic_memory",
-      "filePath": "src/agentkit/server/routes/memory.py",
-      "layer": "api",
-      "summary": "search_semantic_memory(query, knowledge_base_ids, top_k, req) 异步函数",
-      "tags": [
-        "search_semantic_memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:delete_episodic_memory",
-      "type": "function",
-      "name": "delete_episodic_memory",
-      "filePath": "src/agentkit/server/routes/memory.py",
-      "layer": "api",
-      "summary": "delete_episodic_memory(key, req) 异步函数",
-      "tags": [
-        "delete_episodic_memory"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:get_metrics",
-      "type": "function",
-      "name": "get_metrics",
-      "filePath": "src/agentkit/server/routes/metrics.py",
-      "layer": "api",
-      "summary": "get_metrics(request) 异步函数",
-      "tags": [
-        "get_metrics"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_verify_api_key",
-      "type": "function",
-      "name": "_verify_api_key",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "_verify_api_key(request, api_key_header, api_key_query) 异步函数 → None",
-      "tags": [
-        "_verify_api_key"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_resolve_for_chat",
-      "type": "function",
-      "name": "_resolve_for_chat",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "_resolve_for_chat(request, req) 异步函数 → Subscript(value=Name(id='tuple', ctx=Load()), slice=Tuple(elts=[Name(id='Any', ctx=Load()), Name(id='Any', ctx=Load()), BinOp(left=Name(id='str', ctx=Load()), op=BitOr(), right=Constant(value=None)), BinOp(left=Name(id='str', ctx=Load()), op=BitOr(), right=Constant(value=None)), BinOp(left=Name(id='float', ctx=Load()), op=BitOr(), right=Constant(value=None))], ctx=Load()), ctx=Load())",
-      "tags": [
-        "_resolve_for_chat"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:chat",
-      "type": "function",
-      "name": "chat",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "chat(request, req, _auth) 异步函数",
-      "tags": [
-        "chat"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:chat_stream",
-      "type": "function",
-      "name": "chat_stream",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "chat_stream(request, req, _auth) 异步函数",
-      "tags": [
-        "chat_stream"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:get_capabilities",
-      "type": "function",
-      "name": "get_capabilities",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "get_capabilities(req, _auth) 异步函数",
-      "tags": [
-        "get_capabilities"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:list_conversations",
-      "type": "function",
-      "name": "list_conversations",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "list_conversations(limit, _auth) 异步函数",
-      "tags": [
-        "list_conversations"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_derive_conversation_title",
-      "type": "function",
-      "name": "_derive_conversation_title",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "_derive_conversation_title(conv) 函数 → str",
-      "tags": [
-        "_derive_conversation_title"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:get_conversation",
-      "type": "function",
-      "name": "get_conversation",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "get_conversation(conversation_id, limit, _auth) 异步函数",
-      "tags": [
-        "get_conversation"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:portal_websocket",
-      "type": "function",
-      "name": "portal_websocket",
-      "filePath": "src/agentkit/server/routes/portal.py",
-      "layer": "api",
-      "summary": "portal_websocket(websocket) 异步函数",
-      "tags": [
-        "portal_websocket"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_mask_api_key",
-      "type": "function",
-      "name": "_mask_api_key",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "_mask_api_key(key) 函数 → str",
-      "tags": [
-        "_mask_api_key"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_read_yaml_config",
-      "type": "function",
-      "name": "_read_yaml_config",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "_read_yaml_config(config_path) 函数 → dict",
-      "tags": [
-        "_read_yaml_config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_write_yaml_config",
-      "type": "function",
-      "name": "_write_yaml_config",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "_write_yaml_config(config_path, data) → None: 写回 YAML 配置，使用 _reverse_resolve_env 保留 ${VAR} 引用，ruamel.yaml 保留注释格式",
-      "tags": [
-        "_write_yaml_config"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_get_config_path",
-      "type": "function",
-      "name": "_get_config_path",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "_get_config_path(request) 函数 → str",
-      "tags": [
-        "_get_config_path"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_llm_settings",
-      "type": "function",
-      "name": "get_llm_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "get_llm_settings(request) 异步函数",
-      "tags": [
-        "get_llm_settings"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:update_llm_settings",
-      "type": "function",
-      "name": "update_llm_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "update_llm_settings(request, update) 异步函数: 更新 LLM 配置，明文 API Key 写入 .env（_write_env_var），YAML 中保留 ${VAR} 引用",
-      "tags": [
-        "update_llm_settings"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:get_skills_settings",
-      "type": "function",
-      "name": "get_skills_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "get_skills_settings(request) 异步函数",
-      "tags": [
-        "get_skills_settings"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:update_skills_settings",
-      "type": "function",
-      "name": "update_skills_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "update_skills_settings(request, update) 异步函数",
-      "tags": [
-        "update_skills_settings"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:get_kb_settings",
-      "type": "function",
-      "name": "get_kb_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "get_kb_settings(request) 异步函数",
-      "tags": [
-        "get_kb_settings"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:update_kb_settings",
-      "type": "function",
-      "name": "update_kb_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "update_kb_settings(request, update) 异步函数",
-      "tags": [
-        "update_kb_settings"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_general_settings",
-      "type": "function",
-      "name": "get_general_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "get_general_settings(request) 异步函数",
-      "tags": [
-        "get_general_settings"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:update_general_settings",
-      "type": "function",
-      "name": "update_general_settings",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "update_general_settings(request, update) 异步函数",
-      "tags": [
-        "update_general_settings"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_skill_to_info",
-      "type": "function",
-      "name": "_skill_to_info",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "_skill_to_info(skill) 函数 → Subscript(value=Name(id='dict', ctx=Load()), slice=Tuple(elts=[Name(id='str', ctx=Load()), Name(id='Any', ctx=Load())], ctx=Load()), ctx=Load())",
-      "tags": [
-        "_skill_to_info"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_skill_to_detail",
-      "type": "function",
-      "name": "_skill_to_detail",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "_skill_to_detail(skill) 函数 → Subscript(value=Name(id='dict', ctx=Load()), slice=Tuple(elts=[Name(id='str', ctx=Load()), Name(id='Any', ctx=Load())], ctx=Load()), ctx=Load())",
-      "tags": [
-        "_skill_to_detail"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_skills",
-      "type": "function",
-      "name": "list_skills",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "list_skills(req, capability, page, size) 异步函数",
-      "tags": [
-        "list_skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:get_skill_detail",
-      "type": "function",
-      "name": "get_skill_detail",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "get_skill_detail(skill_name, req) 异步函数",
-      "tags": [
-        "get_skill_detail"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:check_skill_health",
-      "type": "function",
-      "name": "check_skill_health",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "check_skill_health(skill_name, req) 异步函数",
-      "tags": [
-        "check_skill_health"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_capabilities",
-      "type": "function",
-      "name": "list_capabilities",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "list_capabilities(req) 异步函数",
-      "tags": [
-        "list_capabilities"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:reload_skill",
-      "type": "function",
-      "name": "reload_skill",
-      "filePath": "src/agentkit/server/routes/skill_management.py",
-      "layer": "api",
-      "summary": "reload_skill(skill_name, req) 异步函数",
-      "tags": [
-        "reload_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_validate_skill_name",
-      "type": "function",
-      "name": "_validate_skill_name",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "_validate_skill_name(name) 函数 → str",
-      "tags": [
-        "_validate_skill_name"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_skills_dir",
-      "type": "function",
-      "name": "_get_skills_dir",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "_get_skills_dir(req) 函数 → str",
-      "tags": [
-        "_get_skills_dir"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_validate_source_url",
-      "type": "function",
-      "name": "_validate_source_url",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "_validate_source_url(source) 函数 → None",
-      "tags": [
-        "_validate_source_url"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_validate_yaml_content",
-      "type": "function",
-      "name": "_validate_yaml_content",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "_validate_yaml_content(content) 函数 → dict",
-      "tags": [
-        "_validate_yaml_content"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:register_skill",
-      "type": "function",
-      "name": "register_skill",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "register_skill(request, req) 异步函数",
-      "tags": [
-        "register_skill"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_skills",
-      "type": "function",
-      "name": "list_skills",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "list_skills(req) 异步函数",
-      "tags": [
-        "list_skills"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:mention_suggest",
-      "type": "function",
-      "name": "mention_suggest",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "mention_suggest(q, req) 异步函数",
-      "tags": [
-        "mention_suggest"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:install_skill",
-      "type": "function",
-      "name": "install_skill",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "install_skill(request, req) 异步函数",
-      "tags": [
-        "install_skill"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:uninstall_skill",
-      "type": "function",
-      "name": "uninstall_skill",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "uninstall_skill(name, req) 异步函数",
-      "tags": [
-        "uninstall_skill"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:create_pipeline",
-      "type": "function",
-      "name": "create_pipeline",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "create_pipeline(request, req) 异步函数",
-      "tags": [
-        "create_pipeline"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_pipelines",
-      "type": "function",
-      "name": "list_pipelines",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "list_pipelines(req) 异步函数",
-      "tags": [
-        "list_pipelines"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:execute_pipeline",
-      "type": "function",
-      "name": "execute_pipeline",
-      "filePath": "src/agentkit/server/routes/skills.py",
-      "layer": "api",
-      "summary": "execute_pipeline(name, request, req) 异步函数",
-      "tags": [
-        "execute_pipeline"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_validate_input_size",
-      "type": "function",
-      "name": "_validate_input_size",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "_validate_input_size(input_data) 函数 → None",
-      "tags": [
-        "_validate_input_size"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_tasks",
-      "type": "function",
-      "name": "list_tasks",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "list_tasks(status, limit, req) 异步函数",
-      "tags": [
-        "list_tasks"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:submit_task",
-      "type": "function",
-      "name": "submit_task",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "submit_task(request, req) 异步函数",
-      "tags": [
-        "submit_task"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:get_task_status",
-      "type": "function",
-      "name": "get_task_status",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "get_task_status(task_id, req) 异步函数",
-      "tags": [
-        "get_task_status"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:cancel_task",
-      "type": "function",
-      "name": "cancel_task",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "cancel_task(task_id, req) 异步函数",
-      "tags": [
-        "cancel_task"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:stream_task",
-      "type": "function",
-      "name": "stream_task",
-      "filePath": "src/agentkit/server/routes/tasks.py",
-      "layer": "api",
-      "summary": "stream_task(request, req) 异步函数",
-      "tags": [
-        "stream_task"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_get_or_create_session",
-      "type": "function",
-      "name": "_get_or_create_session",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "_get_or_create_session(session_id) 函数 → TerminalSessionState",
-      "tags": [
-        "_get_or_create_session"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_cleanup_session",
-      "type": "function",
-      "name": "_cleanup_session",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "_cleanup_session(session_id) 函数 → None",
-      "tags": [
-        "_cleanup_session"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_is_single_command_dangerous",
-      "type": "function",
-      "name": "_is_single_command_dangerous",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "_is_single_command_dangerous(command) 函数 → bool",
-      "tags": [
-        "_is_single_command_dangerous"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_is_dangerous",
-      "type": "function",
-      "name": "_is_dangerous",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "_is_dangerous(command) 函数 → bool",
-      "tags": [
-        "_is_dangerous"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_check_command_safety",
-      "type": "function",
-      "name": "_check_command_safety",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "_check_command_safety(command, session_id) 函数 → Subscript(value=Name(id='dict', ctx=Load()), slice=Tuple(elts=[Name(id='str', ctx=Load()), Name(id='Any', ctx=Load())], ctx=Load()), ctx=Load())",
-      "tags": [
-        "_check_command_safety"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:execute_command",
-      "type": "function",
-      "name": "execute_command",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "execute_command(request) 异步函数",
-      "tags": [
-        "execute_command"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:list_sessions",
-      "type": "function",
-      "name": "list_sessions",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "list_sessions() 异步函数",
-      "tags": [
-        "list_sessions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_session_history",
-      "type": "function",
-      "name": "get_session_history",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "get_session_history(session_id, limit, offset) 异步函数",
-      "tags": [
-        "get_session_history"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:close_session",
-      "type": "function",
-      "name": "close_session",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "close_session(session_id) 异步函数",
-      "tags": [
-        "close_session"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:terminal_websocket",
-      "type": "function",
-      "name": "terminal_websocket",
-      "filePath": "src/agentkit/server/routes/terminal.py",
-      "layer": "api",
-      "summary": "terminal_websocket(websocket) 异步函数 → None",
-      "tags": [
-        "terminal_websocket"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_verify_api_key",
-      "type": "function",
-      "name": "_verify_api_key",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_verify_api_key(request, api_key_header, api_key_query) 异步函数 → None",
-      "tags": [
-        "_verify_api_key"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_ws_subscribe",
-      "type": "function",
-      "name": "_ws_subscribe",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_ws_subscribe(execution_id, ws) 异步函数 → None",
-      "tags": [
-        "_ws_subscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_ws_unsubscribe",
-      "type": "function",
-      "name": "_ws_unsubscribe",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_ws_unsubscribe(execution_id, ws) 异步函数 → None",
-      "tags": [
-        "_ws_unsubscribe"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_store",
-      "type": "function",
-      "name": "_get_store",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_get_store(request) 函数 → WorkflowStore",
-      "tags": [
-        "_get_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_validate_workflow_stages",
-      "type": "function",
-      "name": "_validate_workflow_stages",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_validate_workflow_stages(stages) 函数 → None",
-      "tags": [
-        "_validate_workflow_stages"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_execute_workflow",
-      "type": "function",
-      "name": "_execute_workflow",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_execute_workflow(workflow, execution, variables, store, skill_registry) 异步函数 → None",
-      "tags": [
-        "_execute_workflow"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_evaluate_condition",
-      "type": "function",
-      "name": "_evaluate_condition",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_evaluate_condition(expression, variables) 函数 → bool",
-      "tags": [
-        "_evaluate_condition"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_broadcast_ws",
-      "type": "function",
-      "name": "_broadcast_ws",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "_broadcast_ws(message, execution_id) 异步函数 → None",
-      "tags": [
-        "_broadcast_ws"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:list_workflows",
-      "type": "function",
-      "name": "list_workflows",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "list_workflows(request, limit, _auth) 异步函数",
-      "tags": [
-        "list_workflows"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_workflow",
-      "type": "function",
-      "name": "create_workflow",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "create_workflow(request, body, _auth) 异步函数",
-      "tags": [
-        "create_workflow"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_workflow",
-      "type": "function",
-      "name": "get_workflow",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "get_workflow(request, workflow_id, _auth) 异步函数",
-      "tags": [
-        "get_workflow"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:list_workflow_executions",
-      "type": "function",
-      "name": "list_workflow_executions",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "list_workflow_executions(request, workflow_id, limit, offset, _auth) 异步函数",
-      "tags": [
-        "list_workflow_executions"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:update_workflow",
-      "type": "function",
-      "name": "update_workflow",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "update_workflow(request, workflow_id, body, _auth) 异步函数",
-      "tags": [
-        "update_workflow"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:delete_workflow",
-      "type": "function",
-      "name": "delete_workflow",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "delete_workflow(request, workflow_id, _auth) 异步函数",
-      "tags": [
-        "delete_workflow"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:execute_workflow",
-      "type": "function",
-      "name": "execute_workflow",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "execute_workflow(request, workflow_id, body, _auth) 异步函数",
-      "tags": [
-        "execute_workflow"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_execution",
-      "type": "function",
-      "name": "get_execution",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "get_execution(request, execution_id, _auth) 异步函数",
-      "tags": [
-        "get_execution"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:approve_execution",
-      "type": "function",
-      "name": "approve_execution",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "approve_execution(request, execution_id, body, _auth) 异步函数",
-      "tags": [
-        "approve_execution"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:cancel_execution",
-      "type": "function",
-      "name": "cancel_execution",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "cancel_execution(request, execution_id, _auth) 异步函数",
-      "tags": [
-        "cancel_execution"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:workflow_websocket",
-      "type": "function",
-      "name": "workflow_websocket",
-      "filePath": "src/agentkit/server/routes/workflows.py",
-      "layer": "api",
-      "summary": "workflow_websocket(websocket) 异步函数",
-      "tags": [
-        "workflow_websocket"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_authenticate",
-      "type": "function",
-      "name": "_authenticate",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "_authenticate(websocket, api_key) 函数 → bool",
-      "tags": [
-        "_authenticate"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:task_websocket",
-      "type": "function",
-      "name": "task_websocket",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "task_websocket(websocket, task_id) 异步函数 → None",
-      "tags": [
-        "task_websocket"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_resolve_agent",
-      "type": "function",
-      "name": "_resolve_agent",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "_resolve_agent(websocket, _task_id) 函数",
-      "tags": [
-        "_resolve_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_run_react_and_stream",
-      "type": "function",
-      "name": "_run_react_and_stream",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "_run_react_and_stream(websocket, task_id, agent, cancellation_token) 异步函数 → None",
-      "tags": [
-        "_run_react_and_stream"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_listen_client_messages",
-      "type": "function",
-      "name": "_listen_client_messages",
-      "filePath": "src/agentkit/server/routes/ws.py",
-      "layer": "api",
-      "summary": "_listen_client_messages(websocket, task_id, cancellation_token, _exec_task) 异步函数 → None",
-      "tags": [
-        "_listen_client_messages"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:create_task_store",
-      "type": "function",
-      "name": "create_task_store",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "create_task_store(backend, redis_url, ttl_seconds, max_records) 函数 → BinOp(left=Name(id='InMemoryTaskStore', ctx=Load()), op=BitOr(), right=Name(id='RedisTaskStore', ctx=Load()))",
-      "tags": [
-        "create_task_store"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_sanitize_redis_url",
-      "type": "function",
-      "name": "_sanitize_redis_url",
-      "filePath": "src/agentkit/server/task_store.py",
-      "layer": "api",
-      "summary": "_sanitize_redis_url(url) 函数 → str",
-      "tags": [
-        "_sanitize_redis_url"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:create_session_store",
-      "type": "function",
-      "name": "create_session_store",
-      "filePath": "src/agentkit/session/store.py",
-      "layer": "data",
-      "summary": "create_session_store(backend, redis_url, ttl_seconds, data_dir) 函数 → BinOp(left=BinOp(left=Name(id='InMemorySessionStore', ctx=Load()), op=BitOr(), right=Name(id='RedisSessionStore', ctx=Load())), op=BitOr(), right=Name(id='FileSessionStore', ctx=Load()))",
-      "tags": [
-        "create_session_store"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:create_geo_pipeline_steps",
-      "type": "function",
-      "name": "create_geo_pipeline_steps",
-      "filePath": "src/agentkit/skills/geo_pipeline.py",
-      "layer": "service",
-      "summary": "create_geo_pipeline_steps() 函数 → Subscript(value=Name(id='list', ctx=Load()), slice=Name(id='PipelineStep', ctx=Load()), ctx=Load())",
-      "tags": [
-        "create_geo_pipeline_steps"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:get_meter",
-      "type": "function",
-      "name": "get_meter",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "get_meter(name) 函数",
-      "tags": [
-        "get_meter"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_counter",
-      "type": "function",
-      "name": "_get_counter",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "_get_counter(name, description, unit) 函数",
-      "tags": [
-        "_get_counter"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_get_histogram",
-      "type": "function",
-      "name": "_get_histogram",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "_get_histogram(name, description, unit) 函数",
-      "tags": [
-        "_get_histogram"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:agent_request_counter",
-      "type": "function",
-      "name": "agent_request_counter",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "agent_request_counter() 函数",
-      "tags": [
-        "agent_request_counter"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:agent_duration_histogram",
-      "type": "function",
-      "name": "agent_duration_histogram",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "agent_duration_histogram() 函数",
-      "tags": [
-        "agent_duration_histogram"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:llm_token_histogram",
-      "type": "function",
-      "name": "llm_token_histogram",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "llm_token_histogram() 函数",
-      "tags": [
-        "llm_token_histogram"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:tool_duration_histogram",
-      "type": "function",
-      "name": "tool_duration_histogram",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "tool_duration_histogram() 函数",
-      "tags": [
-        "tool_duration_histogram"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:pipeline_step_histogram",
-      "type": "function",
-      "name": "pipeline_step_histogram",
-      "filePath": "src/agentkit/telemetry/metrics.py",
-      "layer": "utility",
-      "summary": "pipeline_step_histogram() 函数",
-      "tags": [
-        "pipeline_step_histogram"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:setup_telemetry",
-      "type": "function",
-      "name": "setup_telemetry",
-      "filePath": "src/agentkit/telemetry/setup.py",
-      "layer": "utility",
-      "summary": "setup_telemetry(app, config) 函数",
-      "tags": [
-        "setup_telemetry"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:get_tracer",
-      "type": "function",
-      "name": "get_tracer",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "get_tracer() 函数 → BinOp(left=Name(id='NoOpTracer', ctx=Load()), op=BitOr(), right=Name(id='OTelTracer', ctx=Load()))",
-      "tags": [
-        "get_tracer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:init_telemetry",
-      "type": "function",
-      "name": "init_telemetry",
-      "filePath": "src/agentkit/telemetry/tracer.py",
-      "layer": "utility",
-      "summary": "init_telemetry(config) 函数 → None",
-      "tags": [
-        "init_telemetry"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:get_tracer",
-      "type": "function",
-      "name": "get_tracer",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "get_tracer(name) 函数",
-      "tags": [
-        "get_tracer"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:start_span",
-      "type": "function",
-      "name": "start_span",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "start_span(name, kind, attributes) 函数",
-      "tags": [
-        "start_span"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:trace_agent",
-      "type": "function",
-      "name": "trace_agent",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "trace_agent(agent_name, agent_type) 函数",
-      "tags": [
-        "trace_agent"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:trace_tool",
-      "type": "function",
-      "name": "trace_tool",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "trace_tool(tool_name) 函数",
-      "tags": [
-        "trace_tool"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:trace_llm",
-      "type": "function",
-      "name": "trace_llm",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "trace_llm(provider, model) 函数",
-      "tags": [
-        "trace_llm"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:trace_pipeline_step",
-      "type": "function",
-      "name": "trace_pipeline_step",
-      "filePath": "src/agentkit/telemetry/tracing.py",
-      "layer": "utility",
-      "summary": "trace_pipeline_step(pipeline_name, step_name) 函数",
-      "tags": [
-        "trace_pipeline_step"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:is_safe_url",
-      "type": "function",
-      "name": "is_safe_url",
-      "filePath": "src/agentkit/utils/security.py",
-      "layer": "unknown",
-      "summary": "is_safe_url(url) 函数 → bool",
-      "tags": [
-        "is_safe_url"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_is_unsafe_ip",
-      "type": "function",
-      "name": "_is_unsafe_ip",
-      "filePath": "src/agentkit/utils/security.py",
-      "layer": "unknown",
-      "summary": "_is_unsafe_ip(ip) 函数 → bool",
-      "tags": [
-        "_is_unsafe_ip"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:is_safe_url_async",
-      "type": "function",
-      "name": "is_safe_url_async",
-      "filePath": "src/agentkit/utils/security.py",
-      "layer": "unknown",
-      "summary": "is_safe_url_async(url) 异步函数 → bool",
-      "tags": [
-        "is_safe_url_async"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:compute_cosine_similarity",
-      "type": "function",
-      "name": "compute_cosine_similarity",
-      "filePath": "src/agentkit/utils/vector_math.py",
-      "layer": "unknown",
-      "summary": "compute_cosine_similarity(vec_a, vec_b) 函数 → float",
-      "tags": [
-        "compute_cosine_similarity"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/core/plan_exec_engine.py",
-      "type": "file",
-      "name": "plan_exec_engine.py",
-      "summary": "Plan-and-Execute 执行引擎适配器，组合 GoalPlanner + PlanExecutor + PipelineReplanner，兼容 ReActEngine 接口，支持三阶段流程（规划→执行→重规划）",
-      "tags": [
-        "core",
-        "engine",
-        "plan-exec",
-        "autonomous"
-      ],
-      "filePath": "src/agentkit/core/plan_exec_engine.py"
-    },
-    {
-      "id": "class:src/agentkit/core/plan_exec_engine.py:PlanExecEngine",
-      "type": "class",
-      "name": "PlanExecEngine",
-      "summary": "Plan-and-Execute 执行引擎主类，支持 SharedWorkspace 状态传递和 step_event_callback 进度推送",
-      "tags": [
-        "core",
-        "engine",
-        "plan-exec"
-      ],
-      "filePath": "src/agentkit/core/plan_exec_engine.py"
-    },
-    {
-      "id": "class:src/agentkit/core/plan_exec_engine.py:ReActStepExecutor",
-      "type": "class",
-      "name": "ReActStepExecutor",
-      "summary": "ReAct 循环步骤执行器，使用 ReActEngine 执行每个 PlanStep，支持工具调用和 confirmation_handler",
-      "tags": [
-        "core",
-        "executor",
-        "react"
-      ],
-      "filePath": "src/agentkit/core/plan_exec_engine.py"
-    },
-    {
-      "id": "class:src/agentkit/core/plan_exec_engine.py:_ReActStepAgent",
-      "type": "class",
-      "name": "_ReActStepAgent",
-      "summary": "ReAct 循环步骤 Agent，将 PlanStep 描述交给 ReActEngine 执行",
-      "tags": [
-        "core",
-        "agent",
-        "react"
-      ],
-      "filePath": "src/agentkit/core/plan_exec_engine.py"
-    },
-    {
-      "id": "file:src/agentkit/core/goal_planner.py",
-      "type": "file",
-      "name": "goal_planner.py",
-      "summary": "目标分析与计划生成器，将自然语言目标分解为结构化 ExecutionPlan，支持规则分解、动词模式匹配、LLM 细化和能力缺口识别",
-      "tags": [
-        "core",
-        "planner",
-        "decomposition"
-      ],
-      "filePath": "src/agentkit/core/goal_planner.py"
-    },
-    {
-      "id": "class:src/agentkit/core/goal_planner.py:GoalPlanner",
-      "type": "class",
-      "name": "GoalPlanner",
-      "summary": "目标分析与计划生成器主类，支持规则分解（并列/顺序/动词模式）、LLM 细化、能力缺口识别",
-      "tags": [
-        "core",
-        "planner"
-      ],
-      "filePath": "src/agentkit/core/goal_planner.py"
-    },
-    {
-      "id": "file:src/agentkit/experts/orchestrator.py",
-      "type": "file",
-      "name": "orchestrator.py",
-      "summary": "专家团队协作计划执行引擎，支持串行/子任务并行/竞争并行、LLM 合并策略（BEST/VOTE/FUSION）、里程碑检查、重试+重规划+回退",
-      "tags": [
-        "experts",
-        "orchestrator",
-        "team"
-      ],
-      "filePath": "src/agentkit/experts/orchestrator.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/orchestrator.py:TeamOrchestrator",
-      "type": "class",
-      "name": "TeamOrchestrator",
-      "summary": "团队编排引擎，执行 CollaborationPlan，支持串行/并行/竞争阶段、LLM 合并策略、重试→重规划→回退",
-      "tags": [
-        "experts",
-        "orchestrator"
-      ],
-      "filePath": "src/agentkit/experts/orchestrator.py"
-    },
-    {
-      "id": "file:src/agentkit/experts/team.py",
-      "type": "file",
-      "name": "team.py",
-      "summary": "专家团队容器，管理 Expert 生命周期、共享上下文、协作计划和团队状态，暴露 workspace/handoff_transport/get_expert/set_status 公共 API",
-      "tags": [
-        "experts",
-        "team",
-        "container"
-      ],
-      "filePath": "src/agentkit/experts/team.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/team.py:ExpertTeam",
-      "type": "class",
-      "name": "ExpertTeam",
-      "summary": "专家团队容器主类，暴露 workspace/handoff_transport/team_channel/get_expert/set_status 公共 API",
-      "tags": [
-        "experts",
-        "team"
-      ],
-      "filePath": "src/agentkit/experts/team.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/team.py:TeamStatus",
-      "type": "class",
-      "name": "TeamStatus",
-      "summary": "专家团队生命周期状态枚举：FORMING→PLANNING→EXECUTING→SYNTHESIZING→COMPLETED→DISSOLVED",
-      "tags": [
-        "experts",
-        "enum"
-      ],
-      "filePath": "src/agentkit/experts/team.py"
-    },
-    {
-      "id": "file:src/agentkit/experts/router.py",
-      "type": "file",
-      "name": "router.py",
-      "summary": "专家团队路由器，解析 @team 前缀和复杂度阈值，将用户输入路由到 ExpertTeam 模式",
-      "tags": [
-        "experts",
-        "router"
-      ],
-      "filePath": "src/agentkit/experts/router.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/router.py:ExpertTeamRouter",
-      "type": "class",
-      "name": "ExpertTeamRouter",
-      "summary": "专家团队路由器，支持 @team 前缀触发、指定成员、高复杂度自动建议团队模式",
-      "tags": [
-        "experts",
-        "router"
-      ],
-      "filePath": "src/agentkit/experts/router.py"
-    },
-    {
-      "id": "file:src/agentkit/experts/config.py",
-      "type": "file",
-      "name": "config.py",
-      "summary": "Expert 配置与模板定义，ExpertConfig 扩展 AgentConfig 新增 persona/thinking_style/bound_skills 等角色属性",
-      "tags": [
-        "experts",
-        "config"
-      ],
-      "filePath": "src/agentkit/experts/config.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/config.py:ExpertConfig",
-      "type": "class",
-      "name": "ExpertConfig",
-      "summary": "专家配置类，扩展 AgentConfig 新增 persona/thinking_style/collaboration_strategy/bound_skills/avatar/color/is_lead",
-      "tags": [
-        "experts",
-        "config"
-      ],
-      "filePath": "src/agentkit/experts/config.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/config.py:ExpertTemplate",
-      "type": "class",
-      "name": "ExpertTemplate",
-      "summary": "专家模板，可复用的 Expert 配置模板",
-      "tags": [
-        "experts",
-        "template"
-      ],
-      "filePath": "src/agentkit/experts/config.py"
-    },
-    {
-      "id": "file:src/agentkit/experts/expert.py",
-      "type": "file",
-      "name": "expert.py",
-      "summary": "专家运行时包装器，持有 ExpertConfig 和 ConfigDrivenAgent，添加团队感知行为",
-      "tags": [
-        "experts",
-        "expert",
-        "runtime"
-      ],
-      "filePath": "src/agentkit/experts/expert.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/expert.py:Expert",
-      "type": "class",
-      "name": "Expert",
-      "summary": "专家运行时包装器，支持团队频道消息广播、跨 Expert 协助请求、计划修改提案",
-      "tags": [
-        "experts",
-        "expert"
-      ],
-      "filePath": "src/agentkit/experts/expert.py"
-    },
-    {
-      "id": "file:src/agentkit/experts/plan.py",
-      "type": "file",
-      "name": "plan.py",
-      "summary": "协作计划数据模型，定义 Expert Team 的结构化协作蓝图，包括阶段、角色分配、依赖关系、并行类型、合并策略和里程碑",
-      "tags": [
-        "experts",
-        "plan",
-        "model"
-      ],
-      "filePath": "src/agentkit/experts/plan.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/plan.py:CollaborationPlan",
-      "type": "class",
-      "name": "CollaborationPlan",
-      "summary": "协作计划主类，包含有序阶段列表、共享变量、状态管理、依赖关系验证（DFS循环检测）",
-      "tags": [
-        "experts",
-        "plan"
-      ],
-      "filePath": "src/agentkit/experts/plan.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/plan.py:PlanPhase",
-      "type": "class",
-      "name": "PlanPhase",
-      "summary": "协作计划阶段，包含 assigned_expert/task_description/depends_on/parallel_type/merge_strategy/milestone",
-      "tags": [
-        "experts",
-        "plan",
-        "phase"
-      ],
-      "filePath": "src/agentkit/experts/plan.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/plan.py:MergeStrategy",
-      "type": "class",
-      "name": "MergeStrategy",
-      "summary": "合并策略枚举：BEST/VOTE/FUSION",
-      "tags": [
-        "experts",
-        "enum",
-        "merge"
-      ],
-      "filePath": "src/agentkit/experts/plan.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/plan.py:ParallelType",
-      "type": "class",
-      "name": "ParallelType",
-      "summary": "并行执行类型枚举：SERIAL/SUBTASK_PARALLEL/COMPETITIVE_PARALLEL",
-      "tags": [
-        "experts",
-        "enum"
-      ],
-      "filePath": "src/agentkit/experts/plan.py"
-    },
-    {
-      "id": "file:src/agentkit/experts/registry.py",
-      "type": "file",
-      "name": "registry.py",
-      "summary": "专家模板注册中心，管理 ExpertTemplate 的注册、发现、搜索和批量加载",
-      "tags": [
-        "experts",
-        "registry"
-      ],
-      "filePath": "src/agentkit/experts/registry.py"
-    },
-    {
-      "id": "class:src/agentkit/experts/registry.py:ExpertTemplateRegistry",
-      "type": "class",
-      "name": "ExpertTemplateRegistry",
-      "summary": "专家模板注册中心，支持注册/获取/搜索模板",
-      "tags": [
-        "experts",
-        "registry"
-      ],
-      "filePath": "src/agentkit/experts/registry.py"
-    },
-    {
-      "id": "file:src/agentkit/chat/skill_routing.py",
-      "type": "file",
-      "name": "skill_routing.py",
-      "summary": "共享技能路由逻辑，包含三层成本感知路由器 CostAwareRouter、启发式分类器 HeuristicClassifier",
-      "tags": [
-        "chat",
-        "routing",
-        "skill"
-      ],
-      "filePath": "src/agentkit/chat/skill_routing.py"
-    },
-    {
-      "id": "class:src/agentkit/chat/skill_routing.py:CostAwareRouter",
-      "type": "class",
-      "name": "CostAwareRouter",
-      "summary": "三层成本感知路由器：Layer0 规则匹配→Layer1 复杂度分类→Layer2 能力匹配/团队升级",
-      "tags": [
-        "chat",
-        "router",
-        "cost-aware"
-      ],
-      "filePath": "src/agentkit/chat/skill_routing.py"
-    },
-    {
-      "id": "file:src/agentkit/server/routes/chat.py",
-      "type": "file",
-      "name": "chat.py",
-      "summary": "Chat API 路由，提供 REST 和 WebSocket 端点，支持专家团队事件推送",
-      "tags": [
-        "server",
-        "route",
-        "chat",
-        "websocket"
-      ],
-      "filePath": "src/agentkit/server/routes/chat.py"
-    },
-    {
-      "id": "file:src/agentkit/server/app.py",
-      "type": "file",
-      "name": "app.py",
-      "summary": "FastAPI 应用工厂：初始化全部组件，create_app 自动加载 .env + ServerConfig.from_yaml，支持配置热重载",
-      "tags": [
-        "server",
-        "app",
-        "factory",
-        "dotenv"
-      ],
-      "filePath": "src/agentkit/server/app.py"
-    },
-    {
-      "id": "file:src/agentkit/server/config.py",
-      "type": "file",
-      "name": "config.py",
-      "summary": "服务器配置加载器：统一配置加载链 find_config_path() → load_config_with_dotenv() → load_dotenv() + ServerConfig.from_yaml()，含 .env 白名单安全加载、${VAR} 环境变量解析、配置热重载",
-      "tags": [
-        "server",
-        "config",
-        "dotenv"
-      ],
-      "filePath": "src/agentkit/server/config.py"
-    },
-    {
-      "id": "class:src/agentkit/server/config.py:ServerConfig",
-      "type": "class",
-      "name": "ServerConfig",
-      "summary": "服务器配置主类，支持 from_yaml 加载、has_llm_provider() 检测有效 LLM 配置、watch_config 热重载",
-      "tags": [
-        "server",
-        "config"
-      ],
-      "filePath": "src/agentkit/server/config.py"
-    },
-    {
-      "id": "file:src/agentkit/server/middleware.py",
-      "type": "file",
-      "name": "middleware.py",
-      "summary": "服务器中间件，包含 API Key 认证和速率限制",
-      "tags": [
-        "server",
-        "middleware",
-        "auth"
-      ],
-      "filePath": "src/agentkit/server/middleware.py"
-    },
-    {
-      "id": "file:src/agentkit/server/frontend/src/stores/chat.ts",
-      "type": "file",
-      "name": "chat.ts",
-      "summary": "Pinia 聊天状态管理，管理对话列表、WebSocket 连接、专家团队事件",
-      "tags": [
-        "frontend",
-        "store",
-        "chat",
-        "pinia"
-      ],
-      "filePath": "src/agentkit/server/frontend/src/stores/chat.ts"
-    },
-    {
-      "id": "file:src/agentkit/server/frontend/src/stores/team.ts",
-      "type": "file",
-      "name": "team.ts",
-      "summary": "Pinia 专家团队状态管理",
-      "tags": [
-        "frontend",
-        "store",
-        "team",
-        "pinia"
-      ],
-      "filePath": "src/agentkit/server/frontend/src/stores/team.ts"
-    },
-    {
-      "id": "file:src/agentkit/server/frontend/src/components/chat/ExpertTeamView.vue",
-      "type": "file",
-      "name": "ExpertTeamView.vue",
-      "summary": "专家团队视图组件，展示活跃专家列表、阶段完成进度条",
-      "tags": [
-        "frontend",
-        "component",
-        "team",
-        "vue"
-      ],
-      "filePath": "src/agentkit/server/frontend/src/components/chat/ExpertTeamView.vue"
-    },
-    {
-      "id": "file:src/agentkit/server/frontend/src/components/chat/PlanVisualization.vue",
-      "type": "file",
-      "name": "PlanVisualization.vue",
-      "summary": "协作计划时间线可视化组件",
-      "tags": [
-        "frontend",
-        "component",
-        "plan",
-        "visualization",
-        "vue"
-      ],
-      "filePath": "src/agentkit/server/frontend/src/components/chat/PlanVisualization.vue"
-    },
-    {
-      "id": "file:src/agentkit/server/frontend/src/views/ChatView.vue",
-      "type": "file",
-      "name": "ChatView.vue",
-      "summary": "聊天主视图",
-      "tags": [
-        "frontend",
-        "view",
-        "chat",
-        "vue"
-      ],
-      "filePath": "src/agentkit/server/frontend/src/views/ChatView.vue"
-    },
-    {
-      "id": "file:tests/unit/experts/test_team_orchestrator.py",
-      "type": "file",
-      "name": "test_team_orchestrator.py",
-      "summary": "TeamOrchestrator 单元测试，覆盖串行/并行/竞争/合并策略/里程碑/重试/重规划/回退",
-      "tags": [
-        "test",
-        "unit",
-        "orchestrator"
-      ],
-      "filePath": "tests/unit/experts/test_team_orchestrator.py"
-    },
-    {
-      "id": "file:tests/unit/core/test_autonomous_research_task.py",
-      "type": "file",
-      "name": "test_autonomous_research_task.py",
-      "summary": "多步研究任务端到端验证",
-      "tags": [
-        "test",
-        "unit",
-        "plan-exec",
-        "e2e"
-      ],
-      "filePath": "tests/unit/core/test_autonomous_research_task.py"
-    },
-    {
-      "id": "file:tests/unit/experts/test_team.py",
-      "type": "file",
-      "name": "test_team.py",
-      "summary": "ExpertTeam 容器单元测试",
-      "tags": [
-        "test",
-        "unit",
-        "team"
-      ],
-      "filePath": "tests/unit/experts/test_team.py"
-    },
-    {
-      "id": "func:_resolve_env_vars",
-      "type": "function",
-      "name": "_resolve_env_vars",
-      "filePath": "src/agentkit/server/config.py",
-      "layer": "service",
-      "summary": "解析字符串中的 ${VAR} 和 ${VAR:-default} 环境变量引用",
-      "tags": [
-        "config",
-        "env-vars"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_deep_resolve",
-      "type": "function",
-      "name": "_deep_resolve",
-      "filePath": "src/agentkit/server/config.py",
-      "layer": "service",
-      "summary": "递归解析嵌套 dict/list 中的 ${VAR} 环境变量引用",
-      "tags": [
-        "config",
-        "env-vars"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:load_dotenv",
-      "type": "function",
-      "name": "load_dotenv",
-      "filePath": "src/agentkit/server/config.py",
-      "layer": "service",
-      "summary": "从 .env 文件加载环境变量，支持白名单前缀/精确名称过滤，不覆盖已存在的环境变量",
-      "tags": [
-        "config",
-        "dotenv",
-        "security"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:load_config_with_dotenv",
-      "type": "function",
-      "name": "load_config_with_dotenv",
-      "filePath": "src/agentkit/server/config.py",
-      "layer": "service",
-      "summary": "生产级配置加载入口：先 load_dotenv() 再 ServerConfig.from_yaml()，所有 CLI 和 app factory 的统一加载链",
-      "tags": [
-        "config",
-        "dotenv"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:find_config_path",
-      "type": "function",
-      "name": "find_config_path",
-      "filePath": "src/agentkit/server/config.py",
-      "layer": "service",
-      "summary": "查找 agentkit.yaml 配置文件路径：--config 参数 > ./agentkit.yaml > ~/.agentkit/agentkit.yaml",
-      "tags": [
-        "config"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:has_llm_provider",
-      "type": "function",
-      "name": "has_llm_provider",
-      "filePath": "src/agentkit/server/config.py",
-      "layer": "service",
-      "summary": "ServerConfig 方法：检查是否配置了有效的 LLM Provider（API Key 已解析且非 ${VAR} 占位符）",
-      "tags": [
-        "config",
-        "llm"
-      ],
-      "complexity": "simple"
-    },
-    {
-      "id": "func:_reverse_resolve_env",
-      "type": "function",
-      "name": "_reverse_resolve_env",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "反向解析环境变量引用：若原始 YAML 含 ${VAR} 且当前值匹配 os.environ[VAR]，保留 ${VAR} 引用而非写入明文",
-      "tags": [
-        "settings",
-        "env-vars",
-        "security"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_write_env_var",
-      "type": "function",
-      "name": "_write_env_var",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "将 API Key 写入 .env 文件（配置文件同级目录），更新已有行或追加新行，同时设置 os.environ",
-      "tags": [
-        "settings",
-        "dotenv",
-        "security"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_deep_update_ruamel",
-      "type": "function",
-      "name": "_deep_update_ruamel",
-      "filePath": "src/agentkit/server/routes/settings.py",
-      "layer": "api",
-      "summary": "深度更新 ruamel.yaml CommentedMap，保留 YAML 注释和格式",
-      "tags": [
-        "settings",
-        "yaml"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:tests/unit/server/test_settings_routes.py",
-      "type": "file",
-      "name": "test_settings_routes.py",
-      "filePath": "tests/unit/server/test_settings_routes.py",
-      "layer": "test",
-      "summary": "Settings API 路由单元测试：覆盖 LLM/Skills/KB/General 配置 CRUD、${VAR} 反向解析保留、_write_env_var .env 写入",
-      "tags": [
-        "test",
-        "settings",
-        "server"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:tests/unit/test_cli.py",
-      "type": "file",
-      "name": "test_cli.py",
-      "filePath": "tests/unit/test_cli.py",
-      "layer": "test",
-      "summary": "CLI 命令单元测试：version/doctor/init 命令、onboarding 配置加载链",
-      "tags": [
-        "test",
-        "cli"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "file:src/agentkit/cli/benchmark.py",
-      "type": "file",
-      "name": "benchmark.py",
-      "filePath": "src/agentkit/cli/benchmark.py",
-      "layer": "api",
-      "summary": "Benchmark CLI - 标准化能力基准测试，支持 Mock/LLM/GUI 三种模式，输出 Accuracy/Precision/Recall/F1/Latency 指标",
-      "tags": [
-        "benchmark",
-        "cli",
-        "testing"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:benchmark",
-      "type": "function",
-      "name": "benchmark",
-      "filePath": "src/agentkit/cli/benchmark.py",
-      "layer": "api",
-      "summary": "benchmark(dimension, mode, report, runs, fast, verbose) CLI 主命令 - 支持流式关键词检测、难度分级超时、WebSocket 协议修正、延迟统计排除 timeout 用例",
-      "tags": [
-        "benchmark",
-        "cli",
-        "main"
-      ],
-      "complexity": "complex"
-    },
-    {
-      "id": "func:_execute_llm_reasoning_task",
-      "type": "function",
-      "name": "_execute_llm_reasoning_task",
-      "filePath": "src/agentkit/cli/benchmark.py",
-      "layer": "api",
-      "summary": "LLM 推理任务执行 - 使用流式响应 + 关键词提前退出 + 难度分级超时 (easy=20s, medium=40s, hard=60s)",
-      "tags": [
-        "benchmark",
-        "llm",
-        "streaming"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_run_gui_integration",
-      "type": "function",
-      "name": "_run_gui_integration",
-      "filePath": "src/agentkit/cli/benchmark.py",
-      "layer": "api",
-      "summary": "GUI 集成测试 - 直接 WebSocket 连接测试，connected 消息作为通过标准",
-      "tags": [
-        "benchmark",
-        "gui",
-        "websocket"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "func:_compute_metrics",
-      "type": "function",
-      "name": "_compute_metrics",
-      "filePath": "src/agentkit/cli/benchmark.py",
-      "layer": "api",
-      "summary": "计算聚合指标 - 支持 exclude_latency_tags 参数排除特定用例的延迟统计",
-      "tags": [
-        "benchmark",
-        "metrics"
-      ],
-      "complexity": "moderate"
-    },
-    {
-      "id": "document:docs/plans/2026-06-17-001-fix-benchmark-failures-root-cause-plan.md",
-      "type": "document",
-      "name": "2026-06-17-001-fix-benchmark-failures-root-cause-plan.md",
-      "filePath": "docs/plans/2026-06-17-001-fix-benchmark-failures-root-cause-plan.md",
-      "layer": "document",
-      "summary": "Benchmark 测试失败根因修复计划 - 修复 3 个失败项：LLM 超时（流式+分级超时）、WebSocket（端点+协议修正）、延迟统计（排除 timeout 用例）",
-      "tags": [
-        "plan",
-        "benchmark",
-        "fix"
-      ],
-      "complexity": "moderate"
-    }
-  ],
-  "edges": [
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-    },
-    {
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-      "target": "func:MessageBus.publish",
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-    },
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-      "id": "edge:c8e54364",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.subscribe",
-      "type": "contains",
-      "label": "方法 subscribe"
-    },
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-      "id": "edge:de510dbd",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.unsubscribe",
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-      "type": "contains",
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-      "source": "file:src/agentkit/bus/memory_bus.py",
-      "target": "class:InMemoryMessageBus",
-      "type": "contains",
-      "label": "定义类 InMemoryMessageBus"
-    },
-    {
-      "id": "edge:b100b408",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus.__init__",
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-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus.subscribe",
-      "type": "contains",
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-    {
-      "id": "edge:c30d987d",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus._consume_queue",
-      "type": "contains",
-      "label": "方法 _consume_queue"
-    },
-    {
-      "id": "edge:700c53a8",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus._try_resolve_pending",
-      "type": "contains",
-      "label": "方法 _try_resolve_pending"
-    },
-    {
-      "id": "edge:9ade7b4f",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus.unsubscribe",
-      "type": "contains",
-      "label": "方法 unsubscribe"
-    },
-    {
-      "id": "edge:8e62b9fe",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus.request",
-      "type": "contains",
-      "label": "方法 request"
-    },
-    {
-      "id": "edge:fbcb1862",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus.broadcast",
-      "type": "contains",
-      "label": "方法 broadcast"
-    },
-    {
-      "id": "edge:0512f3aa",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus.health_check",
-      "type": "contains",
-      "label": "方法 health_check"
-    },
-    {
-      "id": "edge:e60af514",
-      "source": "class:InMemoryMessageBus",
-      "target": "func:InMemoryMessageBus.backend_type",
-      "type": "contains",
-      "label": "方法 backend_type"
-    },
-    {
-      "id": "edge:bb133ac2",
-      "source": "file:src/agentkit/bus/message.py",
-      "target": "class:AgentMessage",
-      "type": "contains",
-      "label": "定义类 AgentMessage"
-    },
-    {
-      "id": "edge:b44ed6e7",
-      "source": "class:AgentMessage",
-      "target": "func:AgentMessage.is_expired",
-      "type": "contains",
-      "label": "方法 is_expired"
-    },
-    {
-      "id": "edge:3c701693",
-      "source": "class:AgentMessage",
-      "target": "func:AgentMessage.is_broadcast",
-      "type": "contains",
-      "label": "方法 is_broadcast"
-    },
-    {
-      "id": "edge:cfc16ca4",
-      "source": "class:AgentMessage",
-      "target": "func:AgentMessage.to_dict",
-      "type": "contains",
-      "label": "方法 to_dict"
-    },
-    {
-      "id": "edge:bd55a0bc",
-      "source": "class:AgentMessage",
-      "target": "func:AgentMessage.from_dict",
-      "type": "contains",
-      "label": "方法 from_dict"
-    },
-    {
-      "id": "edge:0f57312a",
-      "source": "file:src/agentkit/bus/protocol.py",
-      "target": "class:MessageBus",
-      "type": "contains",
-      "label": "定义类 MessageBus"
-    },
-    {
-      "id": "edge:e56891e5",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.publish",
-      "type": "contains",
-      "label": "方法 publish"
-    },
-    {
-      "id": "edge:54286b5a",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.subscribe",
-      "type": "contains",
-      "label": "方法 subscribe"
-    },
-    {
-      "id": "edge:7c325244",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.unsubscribe",
-      "type": "contains",
-      "label": "方法 unsubscribe"
-    },
-    {
-      "id": "edge:e1d10137",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.request",
-      "type": "contains",
-      "label": "方法 request"
-    },
-    {
-      "id": "edge:d01897bd",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.broadcast",
-      "type": "contains",
-      "label": "方法 broadcast"
-    },
-    {
-      "id": "edge:4a699c05",
-      "source": "class:MessageBus",
-      "target": "func:MessageBus.health_check",
-      "type": "contains",
-      "label": "方法 health_check"
-    },
-    {
-      "id": "edge:f8fd8df9",
-      "source": "file:src/agentkit/bus/redis_bus.py",
-      "target": "class:RedisMessageBus",
-      "type": "contains",
-      "label": "定义类 RedisMessageBus"
-    },
-    {
-      "id": "edge:32440e90",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:4d3d7e2a",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus._get_redis",
-      "type": "contains",
-      "label": "方法 _get_redis"
-    },
-    {
-      "id": "edge:f9331664",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus._stream_key",
-      "type": "contains",
-      "label": "方法 _stream_key"
-    },
-    {
-      "id": "edge:61f43c6c",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus._dead_letter_key",
-      "type": "contains",
-      "label": "方法 _dead_letter_key"
-    },
-    {
-      "id": "edge:80193dd0",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus.publish",
-      "type": "contains",
-      "label": "方法 publish"
-    },
-    {
-      "id": "edge:97dafae4",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus.subscribe",
-      "type": "contains",
-      "label": "方法 subscribe"
-    },
-    {
-      "id": "edge:abba2ca4",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus._consume_stream",
-      "type": "contains",
-      "label": "方法 _consume_stream"
-    },
-    {
-      "id": "edge:3d7d068c",
-      "source": "class:RedisMessageBus",
-      "target": "func:RedisMessageBus._handle_failed_message",
-      "type": "contains",
-      "label": "方法 _handle_failed_message"
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-      "label": "方法 handle_task_with_feedback"
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-      "label": "方法 _wrap_llm_client"
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-      "label": "方法 _resolve_tool"
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-      "type": "contains",
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-      "type": "contains",
-      "label": "定义类 TaskDispatcher"
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-      "type": "contains",
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-      "target": "func:TaskDispatcher.dispatch",
-      "type": "contains",
-      "label": "方法 dispatch"
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-      "type": "contains",
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-      "type": "contains",
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-      "type": "contains",
-      "label": "定义类 AgentFrameworkError"
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-      "target": "func:AgentFrameworkError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 AgentNotFoundError"
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-      "id": "edge:3b5b3f05",
-      "source": "class:AgentNotFoundError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "id": "edge:be579b17",
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "target": "class:AgentAlreadyRegisteredError",
-      "type": "contains",
-      "label": "定义类 AgentAlreadyRegisteredError"
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-      "source": "class:AgentAlreadyRegisteredError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "source": "class:AgentAlreadyRegisteredError",
-      "target": "func:AgentAlreadyRegisteredError.__init__",
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-      "label": "定义类 AgentUnavailableError"
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-      "source": "class:AgentUnavailableError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 TaskNotFoundError"
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-    {
-      "id": "edge:97e2e58c",
-      "source": "class:TaskNotFoundError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "id": "edge:5110a3ac",
-      "source": "class:TaskNotFoundError",
-      "target": "func:TaskNotFoundError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "class:TaskDispatchError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 TaskExecutionError"
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-      "id": "edge:6d3e5bb0",
-      "source": "class:TaskExecutionError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "id": "edge:ed26d6cc",
-      "source": "class:TaskExecutionError",
-      "target": "func:TaskExecutionError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "id": "edge:10277f7d",
-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 TaskTimeoutError"
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-      "id": "edge:936095e9",
-      "source": "class:TaskTimeoutError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "id": "edge:20c9e639",
-      "source": "class:TaskTimeoutError",
-      "target": "func:TaskTimeoutError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
-      "target": "class:TaskCancelledError",
-      "type": "contains",
-      "label": "定义类 TaskCancelledError"
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-    {
-      "id": "edge:6326dfa4",
-      "source": "class:TaskCancelledError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "target": "func:TaskCancelledError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
-      "target": "class:NoAvailableAgentError",
-      "type": "contains",
-      "label": "定义类 NoAvailableAgentError"
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-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "id": "edge:96b2df7c",
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-      "target": "func:NoAvailableAgentError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 AgentNotReadyError"
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-      "source": "class:AgentNotReadyError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "target": "func:AgentNotReadyError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "label": "定义类 SkillNotFoundError"
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-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "source": "class:SkillNotFoundError",
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 ToolNotFoundError"
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-      "source": "class:ToolNotFoundError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "id": "edge:de8e6810",
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "type": "contains",
-      "label": "定义类 ToolExecutionError"
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-      "id": "edge:bd42c8eb",
-      "source": "class:ToolExecutionError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-    {
-      "id": "edge:c088ae30",
-      "source": "class:ToolExecutionError",
-      "target": "func:ToolExecutionError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 SchemaValidationError"
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-    {
-      "id": "edge:65d6b4f6",
-      "source": "class:SchemaValidationError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-    {
-      "id": "edge:ff1a8351",
-      "source": "class:SchemaValidationError",
-      "target": "func:SchemaValidationError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 HandoffError"
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-    {
-      "id": "edge:098f8595",
-      "source": "class:HandoffError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-    {
-      "id": "edge:3e18af1e",
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-      "target": "func:HandoffError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 EvolutionError"
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-      "id": "edge:4e6206a6",
-      "source": "class:EvolutionError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-      "id": "edge:fc8d2828",
-      "source": "class:EvolutionError",
-      "target": "func:EvolutionError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
-      "target": "class:LLMError",
-      "type": "contains",
-      "label": "定义类 LLMError"
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-    {
-      "id": "edge:7b86e948",
-      "source": "class:LLMError",
-      "target": "class:AgentFrameworkError",
-      "type": "extends",
-      "label": "继承 AgentFrameworkError"
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-    {
-      "id": "edge:fdf9e1d6",
-      "source": "class:LLMError",
-      "target": "func:LLMError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
-      "target": "class:LLMProviderError",
-      "type": "contains",
-      "label": "定义类 LLMProviderError"
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-      "id": "edge:4cda9c33",
-      "source": "class:LLMProviderError",
-      "target": "class:LLMError",
-      "type": "extends",
-      "label": "继承 LLMError"
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-      "id": "edge:70df55c0",
-      "source": "class:LLMProviderError",
-      "target": "func:LLMProviderError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/core/exceptions.py",
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-      "type": "contains",
-      "label": "定义类 ModelNotFoundError"
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-      "id": "edge:c000283d",
-      "source": "class:ModelNotFoundError",
-      "target": "class:LLMError",
-      "type": "extends",
-      "label": "继承 LLMError"
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-      "id": "edge:845ceac4",
-      "source": "class:ModelNotFoundError",
-      "target": "func:ModelNotFoundError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "label": "定义类 HeadroomCompressor"
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-      "source": "class:HeadroomCompressor",
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/llm/protocol.py",
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-      "type": "contains",
-      "label": "定义类 TokenUsage"
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-      "id": "edge:45166399",
-      "source": "class:TokenUsage",
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-      "type": "contains",
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-      "target": "class:ToolCall",
-      "type": "contains",
-      "label": "定义类 ToolCall"
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-      "source": "file:src/agentkit/llm/protocol.py",
-      "target": "class:LLMRequest",
-      "type": "contains",
-      "label": "定义类 LLMRequest"
-    },
-    {
-      "id": "edge:afb2ddd8",
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-      "target": "func:LLMRequest.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-      "source": "file:src/agentkit/llm/protocol.py",
-      "target": "class:StreamChunk",
-      "type": "contains",
-      "label": "定义类 StreamChunk"
-    },
-    {
-      "id": "edge:fd60959a",
-      "source": "file:src/agentkit/llm/protocol.py",
-      "target": "class:LLMResponse",
-      "type": "contains",
-      "label": "定义类 LLMResponse"
-    },
-    {
-      "id": "edge:553daf0e",
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-      "target": "func:LLMResponse.has_tool_calls",
-      "type": "contains",
-      "label": "方法 has_tool_calls"
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-      "id": "edge:fe6acfbb",
-      "source": "file:src/agentkit/llm/protocol.py",
-      "target": "class:LLMProvider",
-      "type": "contains",
-      "label": "定义类 LLMProvider"
-    },
-    {
-      "id": "edge:e72a72f3",
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-      "target": "func:LLMProvider.chat",
-      "type": "contains",
-      "label": "方法 chat"
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-      "target": "func:LLMProvider.chat_stream",
-      "type": "contains",
-      "label": "方法 chat_stream"
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-      "source": "file:src/agentkit/llm/providers/anthropic.py",
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-      "type": "contains",
-      "label": "定义类 _AnthropicStreamContext"
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-    {
-      "id": "edge:01cfe734",
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-      "type": "contains",
-      "label": "定义类 AnthropicProvider"
-    },
-    {
-      "id": "edge:67907b5d",
-      "source": "class:AnthropicProvider",
-      "target": "class:LLMProvider",
-      "type": "extends",
-      "label": "继承 LLMProvider"
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-    {
-      "id": "edge:4cfab704",
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-      "type": "contains",
-      "label": "方法 __init__"
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-    {
-      "id": "edge:6047dfbc",
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-      "type": "contains",
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-    {
-      "id": "edge:54e9c342",
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-      "target": "func:AnthropicProvider.close",
-      "type": "contains",
-      "label": "方法 close"
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-      "id": "edge:03acda39",
-      "source": "class:AnthropicProvider",
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-      "type": "contains",
-      "label": "方法 _build_headers"
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-      "id": "edge:36c31f57",
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-      "type": "contains",
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-      "id": "edge:b192c50d",
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-      "type": "contains",
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-    {
-      "id": "edge:dd08d22f",
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-      "type": "contains",
-      "label": "方法 chat"
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-    {
-      "id": "edge:de40f4e5",
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-      "type": "contains",
-      "label": "定义类 DoubaoProvider"
-    },
-    {
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-      "type": "contains",
-      "label": "定义类 _GeminiStreamContext"
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-    {
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-      "type": "contains",
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-    {
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-      "type": "contains",
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-    {
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-      "type": "contains",
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-      "label": "定义类 OpenAICompatibleProvider"
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-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
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-      "source": "class:WenxinProvider",
-      "target": "func:WenxinProvider.chat",
-      "type": "contains",
-      "label": "方法 chat"
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-    {
-      "id": "edge:624fe37c",
-      "source": "class:WenxinProvider",
-      "target": "func:WenxinProvider._ensure_access_token",
-      "type": "contains",
-      "label": "方法 _ensure_access_token"
-    },
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-      "source": "file:src/agentkit/llm/providers/yuanbao.py",
-      "target": "class:YuanbaoProvider",
-      "type": "contains",
-      "label": "定义类 YuanbaoProvider"
-    },
-    {
-      "id": "edge:55dc7a3a",
-      "source": "class:YuanbaoProvider",
-      "target": "class:OpenAICompatibleProvider",
-      "type": "extends",
-      "label": "继承 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:6ff22622",
-      "source": "class:YuanbaoProvider",
-      "target": "func:YuanbaoProvider.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:8963c781",
-      "source": "class:YuanbaoProvider",
-      "target": "func:YuanbaoProvider.chat",
-      "type": "contains",
-      "label": "方法 chat"
-    },
-    {
-      "id": "edge:e6223435",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "class:RetryConfig",
-      "type": "contains",
-      "label": "定义类 RetryConfig"
-    },
-    {
-      "id": "edge:368cf560",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "class:CircuitState",
-      "type": "contains",
-      "label": "定义类 CircuitState"
-    },
-    {
-      "id": "edge:96a5f137",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "class:CircuitBreakerConfig",
-      "type": "contains",
-      "label": "定义类 CircuitBreakerConfig"
-    },
-    {
-      "id": "edge:1b4e01ac",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "class:CircuitOpenError",
-      "type": "contains",
-      "label": "定义类 CircuitOpenError"
-    },
-    {
-      "id": "edge:0b8edbf2",
-      "source": "class:CircuitOpenError",
-      "target": "class:LLMProviderError",
-      "type": "extends",
-      "label": "继承 LLMProviderError"
-    },
-    {
-      "id": "edge:50d58fa2",
-      "source": "class:CircuitOpenError",
-      "target": "func:CircuitOpenError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:06615bcc",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "class:RetryPolicy",
-      "type": "contains",
-      "label": "定义类 RetryPolicy"
-    },
-    {
-      "id": "edge:87dfb976",
-      "source": "class:RetryPolicy",
-      "target": "func:RetryPolicy.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:8178edbf",
-      "source": "class:RetryPolicy",
-      "target": "func:RetryPolicy.execute",
-      "type": "contains",
-      "label": "方法 execute"
-    },
-    {
-      "id": "edge:09e69d76",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "class:CircuitBreaker",
-      "type": "contains",
-      "label": "定义类 CircuitBreaker"
-    },
-    {
-      "id": "edge:50d93b3f",
-      "source": "class:CircuitBreaker",
-      "target": "func:CircuitBreaker.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:ec2d6e06",
-      "source": "class:CircuitBreaker",
-      "target": "func:CircuitBreaker.state",
-      "type": "contains",
-      "label": "方法 state"
-    },
-    {
-      "id": "edge:0cf0de6e",
-      "source": "class:CircuitBreaker",
-      "target": "func:CircuitBreaker._on_success",
-      "type": "contains",
-      "label": "方法 _on_success"
-    },
-    {
-      "id": "edge:443c79c7",
-      "source": "class:CircuitBreaker",
-      "target": "func:CircuitBreaker._on_failure",
-      "type": "contains",
-      "label": "方法 _on_failure"
-    },
-    {
-      "id": "edge:b75ea705",
-      "source": "class:CircuitBreaker",
-      "target": "func:CircuitBreaker.execute",
-      "type": "contains",
-      "label": "方法 execute"
-    },
-    {
-      "id": "edge:9b4fd133",
-      "source": "file:src/agentkit/marketplace/auction.py",
-      "target": "class:Bid",
-      "type": "contains",
-      "label": "定义类 Bid"
-    },
-    {
-      "id": "edge:ee2165f8",
-      "source": "class:Bid",
-      "target": "func:Bid.__post_init__",
-      "type": "contains",
-      "label": "方法 __post_init__"
-    },
-    {
-      "id": "edge:7cc9b677",
-      "source": "file:src/agentkit/marketplace/auction.py",
-      "target": "class:AuctionResult",
-      "type": "contains",
-      "label": "定义类 AuctionResult"
-    },
-    {
-      "id": "edge:64ce015a",
-      "source": "file:src/agentkit/marketplace/auction.py",
-      "target": "class:AuctionHouse",
-      "type": "contains",
-      "label": "定义类 AuctionHouse"
-    },
-    {
-      "id": "edge:3fb06e69",
-      "source": "class:AuctionHouse",
-      "target": "func:AuctionHouse.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:bd03344d",
-      "source": "class:AuctionHouse",
-      "target": "func:AuctionHouse.run_auction",
-      "type": "contains",
-      "label": "方法 run_auction"
-    },
-    {
-      "id": "edge:f57c16fd",
-      "source": "class:AuctionHouse",
-      "target": "func:AuctionHouse.score_bid",
-      "type": "contains",
-      "label": "方法 score_bid"
-    },
-    {
-      "id": "edge:b8fe9e35",
-      "source": "class:AuctionHouse",
-      "target": "func:AuctionHouse.filter_by_capabilities",
-      "type": "contains",
-      "label": "方法 filter_by_capabilities"
-    },
-    {
-      "id": "edge:dc648286",
-      "source": "class:AuctionHouse",
-      "target": "func:AuctionHouse.run_vickrey_auction",
-      "type": "contains",
-      "label": "方法 run_vickrey_auction"
-    },
-    {
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-      "source": "file:src/agentkit/marketplace/wealth.py",
-      "target": "class:WealthTracker",
-      "type": "contains",
-      "label": "定义类 WealthTracker"
-    },
-    {
-      "id": "edge:941cc8c7",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:b68377e4",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.get_wealth",
-      "type": "contains",
-      "label": "方法 get_wealth"
-    },
-    {
-      "id": "edge:5d2d1bc8",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.reward",
-      "type": "contains",
-      "label": "方法 reward"
-    },
-    {
-      "id": "edge:0a9487a1",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.penalize",
-      "type": "contains",
-      "label": "方法 penalize"
-    },
-    {
-      "id": "edge:41629123",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.is_bankrupt",
-      "type": "contains",
-      "label": "方法 is_bankrupt"
-    },
-    {
-      "id": "edge:b58561f8",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.reset",
-      "type": "contains",
-      "label": "方法 reset"
-    },
-    {
-      "id": "edge:f85a6262",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.get_rankings",
-      "type": "contains",
-      "label": "方法 get_rankings"
-    },
-    {
-      "id": "edge:2546cfe4",
-      "source": "class:WealthTracker",
-      "target": "func:WealthTracker.get_wealth_factor",
-      "type": "contains",
-      "label": "方法 get_wealth_factor"
-    },
-    {
-      "id": "edge:aa33691a",
-      "source": "file:src/agentkit/mcp/client.py",
-      "target": "class:MCPClient",
-      "type": "contains",
-      "label": "定义类 MCPClient"
-    },
-    {
-      "id": "edge:8d3bd9f4",
-      "source": "class:MCPClient",
-      "target": "func:MCPClient.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
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-      "source": "class:MCPClient",
-      "target": "func:MCPClient.from_transport",
-      "type": "contains",
-      "label": "方法 from_transport"
-    },
-    {
-      "id": "edge:2be49345",
-      "source": "class:MCPClient",
-      "target": "func:MCPClient.list_tools",
-      "type": "contains",
-      "label": "方法 list_tools"
-    },
-    {
-      "id": "edge:30648371",
-      "source": "class:MCPClient",
-      "target": "func:MCPClient.call_tool",
-      "type": "contains",
-      "label": "方法 call_tool"
-    },
-    {
-      "id": "edge:dc3cbd64",
-      "source": "class:MCPClient",
-      "target": "func:MCPClient.as_tool",
-      "type": "contains",
-      "label": "方法 as_tool"
-    },
-    {
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-      "source": "file:src/agentkit/mcp/client.py",
-      "target": "class:MCPTool",
-      "type": "contains",
-      "label": "定义类 MCPTool"
-    },
-    {
-      "id": "edge:a50bf2e3",
-      "source": "class:MCPTool",
-      "target": "func:MCPTool.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
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-    {
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-      "source": "class:MCPTool",
-      "target": "func:MCPTool.execute",
-      "type": "contains",
-      "label": "方法 execute"
-    },
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-      "source": "file:src/agentkit/mcp/manager.py",
-      "target": "class:MCPManager",
-      "type": "contains",
-      "label": "定义类 MCPManager"
-    },
-    {
-      "id": "edge:0f71774d",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:50f7a535",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager.start_all",
-      "type": "contains",
-      "label": "方法 start_all"
-    },
-    {
-      "id": "edge:d4e11e5e",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager._start_server_safe",
-      "type": "contains",
-      "label": "方法 _start_server_safe"
-    },
-    {
-      "id": "edge:8b85fb47",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager._start_server",
-      "type": "contains",
-      "label": "方法 _start_server"
-    },
-    {
-      "id": "edge:cbb92f2c",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager.stop_all",
-      "type": "contains",
-      "label": "方法 stop_all"
-    },
-    {
-      "id": "edge:5d89e8a5",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager.is_available",
-      "type": "contains",
-      "label": "方法 is_available"
-    },
-    {
-      "id": "edge:79c4db49",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager.get_server_tools",
-      "type": "contains",
-      "label": "方法 get_server_tools"
-    },
-    {
-      "id": "edge:d6639034",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager.list_all_tools",
-      "type": "contains",
-      "label": "方法 list_all_tools"
-    },
-    {
-      "id": "edge:cdb0c99e",
-      "source": "class:MCPManager",
-      "target": "func:MCPManager.get_tool_registry",
-      "type": "contains",
-      "label": "方法 get_tool_registry"
-    },
-    {
-      "id": "edge:0e4a56d6",
-      "source": "file:src/agentkit/mcp/server.py",
-      "target": "class:MCPServer",
-      "type": "contains",
-      "label": "定义类 MCPServer"
-    },
-    {
-      "id": "edge:b35275f5",
-      "source": "class:MCPServer",
-      "target": "func:MCPServer.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:20471de5",
-      "source": "class:MCPServer",
-      "target": "func:MCPServer._create_app",
-      "type": "contains",
-      "label": "方法 _create_app"
-    },
-    {
-      "id": "edge:6a61c447",
-      "source": "class:MCPServer",
-      "target": "func:MCPServer.start",
-      "type": "contains",
-      "label": "方法 start"
-    },
-    {
-      "id": "edge:6bbe3188",
-      "source": "class:MCPServer",
-      "target": "func:MCPServer.get_app",
-      "type": "contains",
-      "label": "方法 get_app"
-    },
-    {
-      "id": "edge:719818e7",
-      "source": "file:src/agentkit/mcp/transport.py",
-      "target": "class:TransportError",
-      "type": "contains",
-      "label": "定义类 TransportError"
-    },
-    {
-      "id": "edge:2face597",
-      "source": "class:TransportError",
-      "target": "func:TransportError.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:e799999d",
-      "source": "file:src/agentkit/mcp/transport.py",
-      "target": "class:Transport",
-      "type": "contains",
-      "label": "定义类 Transport"
-    },
-    {
-      "id": "edge:d4933053",
-      "source": "class:Transport",
-      "target": "func:Transport.connect",
-      "type": "contains",
-      "label": "方法 connect"
-    },
-    {
-      "id": "edge:8498f3ce",
-      "source": "class:Transport",
-      "target": "func:Transport.disconnect",
-      "type": "contains",
-      "label": "方法 disconnect"
-    },
-    {
-      "id": "edge:9322bc8f",
-      "source": "class:Transport",
-      "target": "func:Transport.send_request",
-      "type": "contains",
-      "label": "方法 send_request"
-    },
-    {
-      "id": "edge:d4a0982a",
-      "source": "class:Transport",
-      "target": "func:Transport.receive_response",
-      "type": "contains",
-      "label": "方法 receive_response"
-    },
-    {
-      "id": "edge:fc46d58b",
-      "source": "file:src/agentkit/mcp/transport.py",
-      "target": "class:HTTPTransport",
-      "type": "contains",
-      "label": "定义类 HTTPTransport"
-    },
-    {
-      "id": "edge:99287e2c",
-      "source": "class:HTTPTransport",
-      "target": "class:Transport",
-      "type": "extends",
-      "label": "继承 Transport"
-    },
-    {
-      "id": "edge:4bcbf7eb",
-      "source": "class:HTTPTransport",
-      "target": "func:HTTPTransport.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:ddef3fb5",
-      "source": "class:HTTPTransport",
-      "target": "func:HTTPTransport.is_connected",
-      "type": "contains",
-      "label": "方法 is_connected"
-    },
-    {
-      "id": "edge:f96a6960",
-      "source": "class:HTTPTransport",
-      "target": "func:HTTPTransport.connect",
-      "type": "contains",
-      "label": "方法 connect"
-    },
-    {
-      "id": "edge:3cbec513",
-      "source": "class:HTTPTransport",
-      "target": "func:HTTPTransport.disconnect",
-      "type": "contains",
-      "label": "方法 disconnect"
-    },
-    {
-      "id": "edge:ff8e595c",
-      "source": "class:HTTPTransport",
-      "target": "func:HTTPTransport._next_request_id",
-      "type": "contains",
-      "label": "方法 _next_request_id"
-    },
-    {
-      "id": "edge:efb76951",
-      "source": "class:HTTPTransport",
-      "target": "func:HTTPTransport.send_request",
-      "type": "contains",
-      "label": "方法 send_request"
-    },
-    {
-      "id": "edge:6cc27e45",
-      "source": "class:HTTPTransport",
-      "target": "func:HTTPTransport.receive_response",
-      "type": "contains",
-      "label": "方法 receive_response"
-    },
-    {
-      "id": "edge:210df89c",
-      "source": "file:src/agentkit/mcp/transport.py",
-      "target": "class:SSETransport",
-      "type": "contains",
-      "label": "定义类 SSETransport"
-    },
-    {
-      "id": "edge:07236a3f",
-      "source": "class:SSETransport",
-      "target": "class:Transport",
-      "type": "extends",
-      "label": "继承 Transport"
-    },
-    {
-      "id": "edge:dbe6c4e9",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:cf7a8aa6",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport.is_connected",
-      "type": "contains",
-      "label": "方法 is_connected"
-    },
-    {
-      "id": "edge:8c0f7715",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport.connect",
-      "type": "contains",
-      "label": "方法 connect"
-    },
-    {
-      "id": "edge:07361e46",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport.disconnect",
-      "type": "contains",
-      "label": "方法 disconnect"
-    },
-    {
-      "id": "edge:a3455a7a",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport._listen_sse",
-      "type": "contains",
-      "label": "方法 _listen_sse"
-    },
-    {
-      "id": "edge:93923b17",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport._next_request_id",
-      "type": "contains",
-      "label": "方法 _next_request_id"
-    },
-    {
-      "id": "edge:6d357828",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport.send_request",
-      "type": "contains",
-      "label": "方法 send_request"
-    },
-    {
-      "id": "edge:164c37e9",
-      "source": "class:SSETransport",
-      "target": "func:SSETransport.receive_response",
-      "type": "contains",
-      "label": "方法 receive_response"
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-    {
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-      "source": "file:src/agentkit/mcp/transport.py",
-      "target": "class:StdioTransport",
-      "type": "contains",
-      "label": "定义类 StdioTransport"
-    },
-    {
-      "id": "edge:1916569b",
-      "source": "class:StdioTransport",
-      "target": "class:Transport",
-      "type": "extends",
-      "label": "继承 Transport"
-    },
-    {
-      "id": "edge:aa39ca6b",
-      "source": "class:StdioTransport",
-      "target": "func:StdioTransport.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:ee66347f",
-      "source": "class:StdioTransport",
-      "target": "func:StdioTransport.is_connected",
-      "type": "contains",
-      "label": "方法 is_connected"
-    },
-    {
-      "id": "edge:5eca648f",
-      "source": "class:StdioTransport",
-      "target": "func:StdioTransport._next_request_id",
-      "type": "contains",
-      "label": "方法 _next_request_id"
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-    {
-      "id": "edge:2e2857f8",
-      "source": "class:StdioTransport",
-      "target": "func:StdioTransport.connect",
-      "type": "contains",
-      "label": "方法 connect"
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-    {
-      "id": "edge:5d6e2e64",
-      "source": "class:StdioTransport",
-      "target": "func:StdioTransport.disconnect",
-      "type": "contains",
-      "label": "方法 disconnect"
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-    {
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-      "source": "class:StdioTransport",
-      "target": "func:StdioTransport._cleanup",
-      "type": "contains",
-      "label": "方法 _cleanup"
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-    {
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-      "target": "func:StdioTransport.send_request",
-      "type": "contains",
-      "label": "方法 send_request"
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-      "label": "方法 _classify_with_llm"
-    },
-    {
-      "id": "edge:0a7b2c8a",
-      "source": "class:IntentRouter",
-      "target": "func:IntentRouter._build_classification_prompt",
-      "type": "contains",
-      "label": "方法 _build_classification_prompt"
-    },
-    {
-      "id": "edge:170ead26",
-      "source": "class:IntentRouter",
-      "target": "func:IntentRouter._parse_llm_response",
-      "type": "contains",
-      "label": "方法 _parse_llm_response"
-    },
-    {
-      "id": "edge:25279d86",
-      "source": "class:IntentRouter",
-      "target": "func:IntentRouter._extract_skill_name_from_text",
-      "type": "contains",
-      "label": "方法 _extract_skill_name_from_text"
-    },
-    {
-      "id": "edge:0dbb51ab",
-      "source": "class:IntentRouter",
-      "target": "func:IntentRouter._extract_string_values",
-      "type": "contains",
-      "label": "方法 _extract_string_values"
-    },
-    {
-      "id": "edge:ec7b39a6",
-      "source": "file:src/agentkit/server/client.py",
-      "target": "class:AgentKitClient",
-      "type": "contains",
-      "label": "定义类 AgentKitClient"
-    },
-    {
-      "id": "edge:47286016",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:332d0bf9",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.create_agent",
-      "type": "contains",
-      "label": "方法 create_agent"
-    },
-    {
-      "id": "edge:821db207",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.list_agents",
-      "type": "contains",
-      "label": "方法 list_agents"
-    },
-    {
-      "id": "edge:35b2e7da",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.get_agent",
-      "type": "contains",
-      "label": "方法 get_agent"
-    },
-    {
-      "id": "edge:d468fd2d",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.delete_agent",
-      "type": "contains",
-      "label": "方法 delete_agent"
-    },
-    {
-      "id": "edge:717e9ca4",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.submit_task",
-      "type": "contains",
-      "label": "方法 submit_task"
-    },
-    {
-      "id": "edge:39cbdffb",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.register_skill",
-      "type": "contains",
-      "label": "方法 register_skill"
-    },
-    {
-      "id": "edge:b9382703",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.list_skills",
-      "type": "contains",
-      "label": "方法 list_skills"
-    },
-    {
-      "id": "edge:53269af5",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.get_usage",
-      "type": "contains",
-      "label": "方法 get_usage"
-    },
-    {
-      "id": "edge:7bf9339a",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.health",
-      "type": "contains",
-      "label": "方法 health"
-    },
-    {
-      "id": "edge:2baeee3f",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.submit_task_async",
-      "type": "contains",
-      "label": "方法 submit_task_async"
-    },
-    {
-      "id": "edge:27acfe75",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.get_task_status",
-      "type": "contains",
-      "label": "方法 get_task_status"
-    },
-    {
-      "id": "edge:eaf6d98f",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.cancel_task",
-      "type": "contains",
-      "label": "方法 cancel_task"
-    },
-    {
-      "id": "edge:9f649d66",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.list_tasks",
-      "type": "contains",
-      "label": "方法 list_tasks"
-    },
-    {
-      "id": "edge:454bee9f",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.stream_task",
-      "type": "contains",
-      "label": "方法 stream_task"
-    },
-    {
-      "id": "edge:4acfca91",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.close",
-      "type": "contains",
-      "label": "方法 close"
-    },
-    {
-      "id": "edge:679001b4",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.__aenter__",
-      "type": "contains",
-      "label": "方法 __aenter__"
-    },
-    {
-      "id": "edge:f38c0c68",
-      "source": "class:AgentKitClient",
-      "target": "func:AgentKitClient.__aexit__",
-      "type": "contains",
-      "label": "方法 __aexit__"
-    },
-    {
-      "id": "edge:f3b18b6d",
-      "source": "file:src/agentkit/server/client_config.py",
-      "target": "class:ClientConfig",
-      "type": "contains",
-      "label": "定义类 ClientConfig"
-    },
-    {
-      "id": "edge:a64033df",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:9d43abcb",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig.clients",
-      "type": "contains",
-      "label": "方法 clients"
-    },
-    {
-      "id": "edge:5d8a7ff2",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig._load_clients",
-      "type": "contains",
-      "label": "方法 _load_clients"
-    },
-    {
-      "id": "edge:a2be3513",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig.reload",
-      "type": "contains",
-      "label": "方法 reload"
-    },
-    {
-      "id": "edge:16619143",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig.identify_client",
-      "type": "contains",
-      "label": "方法 identify_client"
-    },
-    {
-      "id": "edge:bda121d1",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig.get_client_config",
-      "type": "contains",
-      "label": "方法 get_client_config"
-    },
-    {
-      "id": "edge:8ef74121",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig.get_skills_dir",
-      "type": "contains",
-      "label": "方法 get_skills_dir"
-    },
-    {
-      "id": "edge:90466a04",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig._load_default_config",
-      "type": "contains",
-      "label": "方法 _load_default_config"
-    },
-    {
-      "id": "edge:673678ed",
-      "source": "class:ClientConfig",
-      "target": "func:ClientConfig.validate_api_key",
-      "type": "contains",
-      "label": "方法 validate_api_key"
-    },
-    {
-      "id": "edge:d5ef810d",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "class:CreateAgentRequest",
-      "type": "contains",
-      "label": "定义类 CreateAgentRequest"
-    },
-    {
-      "id": "edge:188a8a9b",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "class:TriggerEvolutionRequest",
-      "type": "contains",
-      "label": "定义类 TriggerEvolutionRequest"
-    },
-    {
-      "id": "edge:2eed2d4f",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "class:DashboardExperience",
-      "type": "contains",
-      "label": "定义类 DashboardExperience"
-    },
-    {
-      "id": "edge:972a1a0e",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "class:DashboardOptimization",
-      "type": "contains",
-      "label": "定义类 DashboardOptimization"
-    },
-    {
-      "id": "edge:92840bcf",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "class:RecordExperienceRequest",
-      "type": "contains",
-      "label": "定义类 RecordExperienceRequest"
-    },
-    {
-      "id": "edge:eed3662a",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "class:RecordOptimizationRequest",
-      "type": "contains",
-      "label": "定义类 RecordOptimizationRequest"
-    },
-    {
-      "id": "edge:421342d7",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "class:UsageRecordResponse",
-      "type": "contains",
-      "label": "定义类 UsageRecordResponse"
-    },
-    {
-      "id": "edge:2a2ea336",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "class:UsageSummaryResponse",
-      "type": "contains",
-      "label": "定义类 UsageSummaryResponse"
-    },
-    {
-      "id": "edge:99b6e04e",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "class:KnowledgeSource",
-      "type": "contains",
-      "label": "定义类 KnowledgeSource"
-    },
-    {
-      "id": "edge:e484f3d5",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "class:UploadedDocument",
-      "type": "contains",
-      "label": "定义类 UploadedDocument"
-    },
-    {
-      "id": "edge:f76a9e77",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "class:KnowledgeSourceStore",
-      "type": "contains",
-      "label": "定义类 KnowledgeSourceStore"
-    },
-    {
-      "id": "edge:531b0892",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:0409668a",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.add_source",
-      "type": "contains",
-      "label": "方法 add_source"
-    },
-    {
-      "id": "edge:be3fc3b5",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.get_source",
-      "type": "contains",
-      "label": "方法 get_source"
-    },
-    {
-      "id": "edge:07cc1c66",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.remove_source",
-      "type": "contains",
-      "label": "方法 remove_source"
-    },
-    {
-      "id": "edge:a3ed3e49",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.list_sources",
-      "type": "contains",
-      "label": "方法 list_sources"
-    },
-    {
-      "id": "edge:3e914c39",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.add_document",
-      "type": "contains",
-      "label": "方法 add_document"
-    },
-    {
-      "id": "edge:432f36e7",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.list_documents",
-      "type": "contains",
-      "label": "方法 list_documents"
-    },
-    {
-      "id": "edge:036c56aa",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.delete_document",
-      "type": "contains",
-      "label": "方法 delete_document"
-    },
-    {
-      "id": "edge:43034e26",
-      "source": "class:KnowledgeSourceStore",
-      "target": "func:KnowledgeSourceStore.update_source",
-      "type": "contains",
-      "label": "方法 update_source"
-    },
-    {
-      "id": "edge:b4475c27",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "class:AddSourceRequest",
-      "type": "contains",
-      "label": "定义类 AddSourceRequest"
-    },
-    {
-      "id": "edge:a626f8c0",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "class:SearchRequest",
-      "type": "contains",
-      "label": "定义类 SearchRequest"
-    },
-    {
-      "id": "edge:6df8d487",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "class:SearchResult",
-      "type": "contains",
-      "label": "定义类 SearchResult"
-    },
-    {
-      "id": "edge:7ac7dcff",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "class:UpdateSourceRequest",
-      "type": "contains",
-      "label": "定义类 UpdateSourceRequest"
-    },
-    {
-      "id": "edge:e141af06",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "class:ChatMessage",
-      "type": "contains",
-      "label": "定义类 ChatMessage"
-    },
-    {
-      "id": "edge:17b44d9c",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "class:Conversation",
-      "type": "contains",
-      "label": "定义类 Conversation"
-    },
-    {
-      "id": "edge:c7ead0f7",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "class:ConversationStore",
-      "type": "contains",
-      "label": "定义类 ConversationStore"
-    },
-    {
-      "id": "edge:bb8141f0",
-      "source": "class:ConversationStore",
-      "target": "func:ConversationStore.__init__",
-      "type": "contains",
-      "label": "方法 __init__"
-    },
-    {
-      "id": "edge:a7df5c34",
-      "source": "class:ConversationStore",
-      "target": "func:ConversationStore.get_or_create",
-      "type": "contains",
-      "label": "方法 get_or_create"
-    },
-    {
-      "id": "edge:e154906b",
-      "source": "class:ConversationStore",
-      "target": "func:ConversationStore.add_message",
-      "type": "contains",
-      "label": "方法 add_message"
-    },
-    {
-      "id": "edge:0179be41",
-      "source": "class:ConversationStore",
-      "target": "func:ConversationStore.get_history",
-      "type": "contains",
-      "label": "方法 get_history"
-    },
-    {
-      "id": "edge:a15a731f",
-      "source": "class:ConversationStore",
-      "target": "func:ConversationStore.list_conversations",
-      "type": "contains",
-      "label": "方法 list_conversations"
-    },
-    {
-      "id": "edge:c33fb038",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "class:ChatRequest",
-      "type": "contains",
-      "label": "定义类 ChatRequest"
-    },
-    {
-      "id": "edge:39da012c",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "class:ChatResponse",
-      "type": "contains",
-      "label": "定义类 ChatResponse"
-    },
-    {
-      "id": "edge:9565ada2",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "class:CapabilityInfo",
-      "type": "contains",
-      "label": "定义类 CapabilityInfo"
-    },
-    {
-      "id": "edge:8570a3ea",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "class:CapabilitiesResponse",
-      "type": "contains",
-      "label": "定义类 CapabilitiesResponse"
-    },
-    {
-      "id": "edge:38fe95e8",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:LlmProviderResponse",
-      "type": "contains",
-      "label": "定义类 LlmProviderResponse"
-    },
-    {
-      "id": "edge:b3239b16",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:LlmConfigResponse",
-      "type": "contains",
-      "label": "定义类 LlmConfigResponse"
-    },
-    {
-      "id": "edge:fa69efb6",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:LlmProviderUpdate",
-      "type": "contains",
-      "label": "定义类 LlmProviderUpdate"
-    },
-    {
-      "id": "edge:f925d4b0",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:LlmConfigUpdate",
-      "type": "contains",
-      "label": "定义类 LlmConfigUpdate"
-    },
-    {
-      "id": "edge:220e43f9",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:SkillsConfigResponse",
-      "type": "contains",
-      "label": "定义类 SkillsConfigResponse"
-    },
-    {
-      "id": "edge:97f0f72f",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:SkillsConfigUpdate",
-      "type": "contains",
-      "label": "定义类 SkillsConfigUpdate"
-    },
-    {
-      "id": "edge:da47169c",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:KbConfigResponse",
-      "type": "contains",
-      "label": "定义类 KbConfigResponse"
-    },
-    {
-      "id": "edge:68038eb3",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:KbConfigUpdate",
-      "type": "contains",
-      "label": "定义类 KbConfigUpdate"
-    },
-    {
-      "id": "edge:dffd3b3e",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:GeneralConfigResponse",
-      "type": "contains",
-      "label": "定义类 GeneralConfigResponse"
-    },
-    {
-      "id": "edge:96b2169d",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "class:GeneralConfigUpdate",
-      "type": "contains",
-      "label": "定义类 GeneralConfigUpdate"
-    },
-    {
-      "id": "edge:cd2778eb",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "class:SkillInfo",
-      "type": "contains",
-      "label": "定义类 SkillInfo"
-    },
-    {
-      "id": "edge:0cf3ffb9",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "class:SkillDetail",
-      "type": "contains",
-      "label": "定义类 SkillDetail"
-    },
-    {
-      "id": "edge:9d223cb1",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "class:CapabilityInfo",
-      "type": "contains",
-      "label": "定义类 CapabilityInfo"
-    },
-    {
-      "id": "edge:8de2a295",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "class:RegisterSkillRequest",
-      "type": "contains",
-      "label": "定义类 RegisterSkillRequest"
-    },
-    {
-      "id": "edge:4ca71048",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "class:CreatePipelineRequest",
-      "type": "contains",
-      "label": "定义类 CreatePipelineRequest"
-    },
-    {
-      "id": "edge:6702dd9a",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "class:ExecutePipelineRequest",
-      "type": "contains",
-      "label": "定义类 ExecutePipelineRequest"
-    },
-    {
-      "id": "edge:1518c887",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "class:InstallSkillRequest",
-      "type": "contains",
-      "label": "定义类 InstallSkillRequest"
-    },
-    {
-      "id": "edge:4e9d66c2",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "class:SubmitTaskRequest",
-      "type": "contains",
-      "label": "定义类 SubmitTaskRequest"
-    },
-    {
-      "id": "edge:188396af",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "class:TerminalSessionState",
-      "type": "contains",
-      "label": "定义类 TerminalSessionState"
-    },
-    {
-      "id": "edge:255479c6",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "class:ExecuteRequest",
-      "type": "contains",
-      "label": "定义类 ExecuteRequest"
-    },
-    {
-      "id": "edge:8b8b3026",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "class:ExecuteResponse",
-      "type": "contains",
-      "label": "定义类 ExecuteResponse"
-    },
-    {
-      "id": "edge:0e602414",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "class:SessionInfo",
-      "type": "contains",
-      "label": "定义类 SessionInfo"
-    },
-    {
-      "id": "edge:afc1fea0",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "class:HistoryResponse",
-      "type": "contains",
-      "label": "定义类 HistoryResponse"
-    },
-    {
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-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "class:WorkflowStore",
-      "type": "contains",
-      "label": "定义类 WorkflowStore"
-    },
-    {
-      "id": "edge:9f79a28a",
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-      "label": "方法 _select_by_keyword"
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-      "type": "contains",
-      "label": "方法 _select_by_llm"
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-      "label": "定义类 ComputerUseTool"
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-      "target": "class:Tool",
-      "type": "extends",
-      "label": "继承 Tool"
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-      "label": "方法 __init__"
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-      "label": "方法 _get_http_client"
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-      "label": "方法 close"
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-      "label": "方法 _default_output_schema"
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-      "label": "方法 execute"
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-      "label": "方法 _execute_with_fallback"
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-      "type": "contains",
-      "label": "方法 _call_anthropic_api"
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-      "label": "方法 _validate_params"
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-      "type": "contains",
-      "label": "方法 _format_result"
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-      "type": "contains",
-      "label": "方法 _error_result"
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-      "type": "contains",
-      "label": "方法 session_manager"
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-      "label": "方法 recorder"
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-      "type": "contains",
-      "label": "定义类 ActionRecord"
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-    {
-      "id": "edge:283cec02",
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-      "type": "contains",
-      "label": "方法 to_dict"
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-      "id": "edge:aac2eeeb",
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-      "label": "方法 from_dict"
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-    {
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-      "target": "class:ComputerUseRecorder",
-      "type": "contains",
-      "label": "定义类 ComputerUseRecorder"
-    },
-    {
-      "id": "edge:60a9c1cd",
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-      "type": "contains",
-      "label": "方法 __init__"
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-    {
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-      "type": "contains",
-      "label": "方法 record"
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-    {
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-      "type": "contains",
-      "label": "方法 get_records"
-    },
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-      "label": "方法 get_records_by_action"
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-      "type": "contains",
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-      "type": "contains",
-      "label": "方法 replay"
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-      "id": "edge:83425cc5",
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-      "type": "contains",
-      "label": "方法 save_recording"
-    },
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-      "type": "contains",
-      "label": "方法 load_recording"
-    },
-    {
-      "id": "edge:c849e0ca",
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-      "target": "func:ComputerUseRecorder.clear",
-      "type": "contains",
-      "label": "方法 clear"
-    },
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-      "source": "class:ComputerUseRecorder",
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-      "type": "contains",
-      "label": "方法 total_actions"
-    },
-    {
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-      "type": "contains",
-      "label": "方法 success_count"
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-      "type": "contains",
-      "label": "方法 failure_count"
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-      "target": "func:ComputerUseRecorder.summary",
-      "type": "contains",
-      "label": "方法 summary"
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-      "target": "class:ScreenInfo",
-      "type": "contains",
-      "label": "定义类 ScreenInfo"
-    },
-    {
-      "id": "edge:f49916be",
-      "source": "file:src/agentkit/tools/computer_use_session.py",
-      "target": "class:ActionResult",
-      "type": "contains",
-      "label": "定义类 ActionResult"
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-      "target": "class:ComputerUseSession",
-      "type": "contains",
-      "label": "定义类 ComputerUseSession"
-    },
-    {
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "target": "func:ComputerUseSession.is_started",
-      "type": "contains",
-      "label": "方法 is_started"
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-      "target": "func:ComputerUseSession.start",
-      "type": "contains",
-      "label": "方法 start"
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-      "target": "func:ComputerUseSession.stop",
-      "type": "contains",
-      "label": "方法 stop"
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-      "target": "func:ComputerUseSession.screenshot",
-      "type": "contains",
-      "label": "方法 screenshot"
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-      "type": "contains",
-      "label": "方法 execute_action"
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-      "type": "contains",
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-      "type": "contains",
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-      "type": "contains",
-      "label": "定义类 InMemoryComputerUseSession"
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-    {
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-      "source": "class:InMemoryComputerUseSession",
-      "target": "class:ComputerUseSession",
-      "type": "extends",
-      "label": "继承 ComputerUseSession"
-    },
-    {
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "type": "contains",
-      "label": "方法 start"
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-      "type": "contains",
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-      "type": "contains",
-      "label": "定义类 LocalComputerUseSession"
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-      "source": "class:LocalComputerUseSession",
-      "target": "class:ComputerUseSession",
-      "type": "extends",
-      "label": "继承 ComputerUseSession"
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "target": "func:LocalComputerUseSession.screenshot",
-      "type": "contains",
-      "label": "方法 screenshot"
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-      "type": "contains",
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-      "type": "contains",
-      "label": "定义类 DockerComputerUseSession"
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-      "source": "class:DockerComputerUseSession",
-      "target": "class:ComputerUseSession",
-      "type": "extends",
-      "label": "继承 ComputerUseSession"
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-      "type": "contains",
-      "label": "方法 __init__"
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-      "type": "contains",
-      "label": "方法 container_id"
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-      "type": "contains",
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-      "label": "定义类 ComputerUseSessionManager"
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-      "type": "contains",
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-      "type": "contains",
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-      "type": "contains",
-      "label": "定义类 WebSearchTool"
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-    {
-      "id": "edge:89024f58",
-      "source": "class:WebSearchTool",
-      "target": "class:Tool",
-      "type": "extends",
-      "label": "继承 Tool"
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-      "label": "方法 __init__"
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-      "label": "方法 _default_input_schema"
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-      "label": "方法 _default_output_schema"
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-      "target": "func:WebSearchTool.execute",
-      "type": "contains",
-      "label": "方法 execute"
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-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._search_tavily",
-      "type": "contains",
-      "label": "方法 _search_tavily"
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-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._search_serper",
-      "type": "contains",
-      "label": "方法 _search_serper"
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-      "id": "edge:52bd7900",
-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._search_duckduckgo",
-      "type": "contains",
-      "label": "方法 _search_duckduckgo"
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-      "target": "func:WebSearchTool._contains_cjk",
-      "type": "contains",
-      "label": "方法 _contains_cjk"
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-      "id": "edge:3003239e",
-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._cjk_to_english_hint",
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-      "label": "方法 _cjk_to_english_hint"
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-    {
-      "id": "edge:b0bc8c66",
-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._search_duckduckgo_html",
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-      "label": "方法 _search_duckduckgo_html"
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-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._search_duckduckgo_instant",
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-      "label": "方法 _search_duckduckgo_instant"
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-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._search_bing",
-      "type": "contains",
-      "label": "方法 _search_bing"
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-      "id": "edge:a69c6b13",
-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._parse_bing_html",
-      "type": "contains",
-      "label": "方法 _parse_bing_html"
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-    {
-      "id": "edge:e2e3bd8b",
-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._parse_duckduckgo_html",
-      "type": "contains",
-      "label": "方法 _parse_duckduckgo_html"
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-      "id": "edge:297efca1",
-      "source": "class:WebSearchTool",
-      "target": "func:WebSearchTool._parse_duckduckgo_html_alt",
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-      "label": "方法 _parse_duckduckgo_html_alt"
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-      "type": "contains",
-      "label": "定义函数 _internal_headers"
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-      "source": "file:configs/geo_handlers.py",
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-      "type": "contains",
-      "label": "定义函数 handle_citation_task"
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-      "id": "edge:e5d29609",
-      "source": "file:configs/geo_handlers.py",
-      "target": "func:handle_monitor_task",
-      "type": "contains",
-      "label": "定义函数 handle_monitor_task"
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-      "id": "edge:043f9c68",
-      "source": "file:configs/geo_handlers.py",
-      "target": "func:handle_schema_task",
-      "type": "contains",
-      "label": "定义函数 handle_schema_task"
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-      "source": "file:configs/geo_handlers.py",
-      "target": "func:_call_internal",
-      "type": "contains",
-      "label": "定义函数 _call_internal"
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-    {
-      "id": "edge:e1dd22a9",
-      "source": "file:configs/geo_server.py",
-      "target": "func:_substitute_env_vars",
-      "type": "contains",
-      "label": "定义函数 _substitute_env_vars"
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-      "id": "edge:fd383db0",
-      "source": "file:configs/geo_server.py",
-      "target": "func:_init_llm_gateway",
-      "type": "contains",
-      "label": "定义函数 _init_llm_gateway"
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-    {
-      "id": "edge:9e7b1abf",
-      "source": "file:configs/geo_server.py",
-      "target": "func:_init_tool_registry",
-      "type": "contains",
-      "label": "定义函数 _init_tool_registry"
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-    {
-      "id": "edge:d7fa0859",
-      "source": "file:configs/geo_server.py",
-      "target": "func:_init_skill_registry",
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-      "label": "定义函数 _init_skill_registry"
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-    {
-      "id": "edge:103416c2",
-      "source": "file:configs/geo_server.py",
-      "target": "func:create_geo_app",
-      "type": "contains",
-      "label": "定义函数 create_geo_app"
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-      "target": "func:_internal_headers",
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-      "label": "定义函数 _internal_headers"
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:execute_single_platform",
-      "type": "contains",
-      "label": "定义函数 execute_single_platform"
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:get_or_create_task",
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-      "label": "定义函数 get_or_create_task"
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:retrieve_knowledge",
-      "type": "contains",
-      "label": "定义函数 retrieve_knowledge"
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-    {
-      "id": "edge:f5ff0c90",
-      "source": "file:configs/geo_tools.py",
-      "target": "func:monitor_check_and_compare",
-      "type": "contains",
-      "label": "定义函数 monitor_check_and_compare"
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-    {
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-      "source": "file:configs/geo_tools.py",
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-      "label": "定义函数 monitor_generate_report"
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-      "label": "定义函数 monitor_create_record"
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:fill_schema_with_llm",
-      "type": "contains",
-      "label": "定义函数 fill_schema_with_llm"
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:identify_missing_dimensions",
-      "type": "contains",
-      "label": "定义函数 identify_missing_dimensions"
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-    {
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:competitor_analyze",
-      "type": "contains",
-      "label": "定义函数 competitor_analyze"
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:competitor_gap_analysis",
-      "type": "contains",
-      "label": "定义函数 competitor_gap_analysis"
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:trend_insight",
-      "type": "contains",
-      "label": "定义函数 trend_insight"
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-    {
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:trend_hotspot",
-      "type": "contains",
-      "label": "定义函数 trend_hotspot"
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-    {
-      "id": "edge:7d0c0f9c",
-      "source": "file:configs/geo_tools.py",
-      "target": "func:search_knowledge",
-      "type": "contains",
-      "label": "定义函数 search_knowledge"
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-    {
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:detect_ai_patterns",
-      "type": "contains",
-      "label": "定义函数 detect_ai_patterns"
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-    {
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-      "source": "file:configs/geo_tools.py",
-      "target": "func:register_geo_tools",
-      "type": "contains",
-      "label": "定义函数 register_geo_tools"
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-      "source": "file:src/agentkit/bus/redis_bus.py",
-      "target": "func:create_message_bus",
-      "type": "contains",
-      "label": "定义函数 create_message_bus"
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-      "target": "func:chat",
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-      "label": "定义函数 chat"
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-      "label": "定义函数 _chat_async"
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-      "target": "func:_extract_search_keys",
-      "type": "contains",
-      "label": "定义函数 _extract_search_keys"
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-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "func:_build_gateway",
-      "type": "contains",
-      "label": "定义函数 _build_gateway"
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-    {
-      "id": "edge:5ff782bd",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "func:_resolve_default_model",
-      "type": "contains",
-      "label": "定义函数 _resolve_default_model"
-    },
-    {
-      "id": "edge:6d9737a9",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "func:_print_help",
-      "type": "contains",
-      "label": "定义函数 _print_help"
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-    {
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-      "source": "file:src/agentkit/cli/init.py",
-      "target": "func:_write_file",
-      "type": "contains",
-      "label": "定义函数 _write_file"
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-    {
-      "id": "edge:cf06f1d4",
-      "source": "file:src/agentkit/cli/init.py",
-      "target": "func:init",
-      "type": "contains",
-      "label": "定义函数 init"
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-    {
-      "id": "edge:36bb46e6",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "func:gui",
-      "type": "contains",
-      "label": "定义函数 gui"
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-    {
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-      "source": "file:src/agentkit/cli/main.py",
-      "target": "func:serve",
-      "type": "contains",
-      "label": "定义函数 serve"
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-    {
-      "id": "edge:cb72f0c7",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "func:version",
-      "type": "contains",
-      "label": "定义函数 version"
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-    {
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-      "source": "file:src/agentkit/cli/main.py",
-      "target": "func:doctor",
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-      "source": "file:src/agentkit/cli/onboarding.py",
-      "target": "func:needs_onboarding",
-      "type": "contains",
-      "label": "定义函数 needs_onboarding"
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-      "target": "func:run_onboarding",
-      "type": "contains",
-      "label": "定义函数 run_onboarding"
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-      "target": "func:_load_clients",
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-      "label": "定义函数 _load_clients"
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-      "source": "file:src/agentkit/cli/pair.py",
-      "target": "func:_save_clients",
-      "type": "contains",
-      "label": "定义函数 _save_clients"
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-      "source": "file:src/agentkit/cli/pair.py",
-      "target": "func:pair",
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-      "label": "定义函数 pair"
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-      "label": "定义函数 list_skills"
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-      "label": "定义函数 load_skill"
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-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "func:skill_create",
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-      "label": "定义函数 skill_create"
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-      "target": "func:skill_info",
-      "type": "contains",
-      "label": "定义函数 skill_info"
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-      "target": "func:submit",
-      "type": "contains",
-      "label": "定义函数 submit"
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-      "source": "file:src/agentkit/cli/task.py",
-      "target": "func:_submit_remote",
-      "type": "contains",
-      "label": "定义函数 _submit_remote"
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-    {
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-      "source": "file:src/agentkit/cli/task.py",
-      "target": "func:_submit_local",
-      "type": "contains",
-      "label": "定义函数 _submit_local"
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-    {
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-      "source": "file:src/agentkit/cli/task.py",
-      "target": "func:status",
-      "type": "contains",
-      "label": "定义函数 status"
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-      "label": "定义函数 list_tasks"
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-      "target": "func:usage",
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-      "label": "定义函数 create_compressor"
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-      "target": "func:render_cached",
-      "type": "contains",
-      "label": "定义函数 render_cached"
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-      "type": "contains",
-      "label": "定义函数 clear_cache"
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-      "target": "func:_validate_callback_url",
-      "type": "contains",
-      "label": "定义函数 _validate_callback_url"
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-      "type": "contains",
-      "label": "定义函数 _is_json_content"
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-      "source": "file:src/agentkit/core/headroom_compressor.py",
-      "target": "func:_is_code_content",
-      "type": "contains",
-      "label": "定义函数 _is_code_content"
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-      "target": "func:setup_structured_logging",
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-      "label": "定义函数 setup_structured_logging"
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-      "target": "func:get_logger",
-      "type": "contains",
-      "label": "定义函数 get_logger"
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-      "label": "定义函数 main"
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-      "label": "定义函数 create_evolution_store"
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-      "type": "contains",
-      "label": "定义函数 _parse_time_window"
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-      "type": "contains",
-      "label": "定义函数 _utcnow"
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-      "label": "定义函数 _compute_name_similarity"
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-      "type": "contains",
-      "label": "定义函数 _extract_keywords"
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-      "target": "func:_determine_warning_level",
-      "type": "contains",
-      "label": "定义函数 _determine_warning_level"
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-      "type": "contains",
-      "label": "定义函数 _warning_level_order"
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-      "type": "contains",
-      "label": "定义函数 _build_suggestion"
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-      "source": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "target": "func:create_prompt_optimizer",
-      "type": "contains",
-      "label": "定义函数 create_prompt_optimizer"
-    },
-    {
-      "id": "edge:8691ba24",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "func:_serialize_response",
-      "type": "contains",
-      "label": "定义函数 _serialize_response"
-    },
-    {
-      "id": "edge:605318b7",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "func:_deserialize_response",
-      "type": "contains",
-      "label": "定义函数 _deserialize_response"
-    },
-    {
-      "id": "edge:1bce0345",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "func:_serialize_entry",
-      "type": "contains",
-      "label": "定义函数 _serialize_entry"
-    },
-    {
-      "id": "edge:7a547fee",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "func:_deserialize_entry",
-      "type": "contains",
-      "label": "定义函数 _deserialize_entry"
-    },
-    {
-      "id": "edge:cf901f67",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "func:create_llm_cache",
-      "type": "contains",
-      "label": "定义函数 create_llm_cache"
-    },
-    {
-      "id": "edge:3666faa3",
-      "source": "file:src/agentkit/llm/cache_key.py",
-      "target": "func:generate_cache_key",
-      "type": "contains",
-      "label": "定义函数 generate_cache_key"
-    },
-    {
-      "id": "edge:467fe6a0",
-      "source": "file:src/agentkit/llm/cache_key.py",
-      "target": "func:_extract_system_prompt",
-      "type": "contains",
-      "label": "定义函数 _extract_system_prompt"
-    },
-    {
-      "id": "edge:8272b825",
-      "source": "file:src/agentkit/llm/cache_key.py",
-      "target": "func:_hash_str",
-      "type": "contains",
-      "label": "定义函数 _hash_str"
-    },
-    {
-      "id": "edge:69ecc2ef",
-      "source": "file:src/agentkit/llm/cache_key.py",
-      "target": "func:_hash_json",
-      "type": "contains",
-      "label": "定义函数 _hash_json"
-    },
-    {
-      "id": "edge:8fa15e64",
-      "source": "file:src/agentkit/llm/providers/usage_store.py",
-      "target": "func:create_usage_store",
-      "type": "contains",
-      "label": "定义函数 create_usage_store"
-    },
-    {
-      "id": "edge:90b9a543",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "func:_is_retryable_error",
-      "type": "contains",
-      "label": "定义函数 _is_retryable_error"
-    },
-    {
-      "id": "edge:2fd99a2e",
-      "source": "file:src/agentkit/memory/adapters/confluence.py",
-      "target": "func:_escape_cql",
-      "type": "contains",
-      "label": "定义函数 _escape_cql"
-    },
-    {
-      "id": "edge:8cffbf9a",
-      "source": "file:src/agentkit/memory/document_loader.py",
-      "target": "func:_detect_format",
-      "type": "contains",
-      "label": "定义函数 _detect_format"
-    },
-    {
-      "id": "edge:e63b18cf",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "func:_loader_doc_to_kb_doc",
-      "type": "contains",
-      "label": "定义函数 _loader_doc_to_kb_doc"
-    },
-    {
-      "id": "edge:c7b2294b",
-      "source": "file:src/agentkit/memory/models.py",
-      "target": "func:create_episodic_session_factory",
-      "type": "contains",
-      "label": "定义函数 create_episodic_session_factory"
-    },
-    {
-      "id": "edge:7f53a88f",
-      "source": "file:src/agentkit/memory/models.py",
-      "target": "func:ensure_episodic_table",
-      "type": "contains",
-      "label": "定义函数 ensure_episodic_table"
-    },
-    {
-      "id": "edge:34a292f4",
-      "source": "file:src/agentkit/memory/multi_source_retriever.py",
-      "target": "func:_content_hash",
-      "type": "contains",
-      "label": "定义函数 _content_hash"
-    },
-    {
-      "id": "edge:389b5d7e",
-      "source": "file:src/agentkit/memory/query_transformer.py",
-      "target": "func:create_query_transformer",
-      "type": "contains",
-      "label": "定义函数 create_query_transformer"
-    },
-    {
-      "id": "edge:cb4b93d2",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "func:_estimate_tokens",
-      "type": "contains",
-      "label": "定义函数 _estimate_tokens"
-    },
-    {
-      "id": "edge:83fc63e7",
-      "source": "file:src/agentkit/orchestrator/retry.py",
-      "target": "func:execute_with_retry",
-      "type": "contains",
-      "label": "定义函数 execute_with_retry"
-    },
-    {
-      "id": "edge:310220bc",
-      "source": "file:src/agentkit/quality/cascade_state_store.py",
-      "target": "func:create_cascade_state_store",
-      "type": "contains",
-      "label": "定义函数 create_cascade_state_store"
-    },
-    {
-      "id": "edge:db535d7d",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "func:_get_pool",
-      "type": "contains",
-      "label": "定义函数 _get_pool"
-    },
-    {
-      "id": "edge:fd2da126",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "func:_get_skill_registry",
-      "type": "contains",
-      "label": "定义函数 _get_skill_registry"
-    },
-    {
-      "id": "edge:899be584",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "func:create_agent",
-      "type": "contains",
-      "label": "定义函数 create_agent"
-    },
-    {
-      "id": "edge:3b40fe61",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "func:list_agents",
-      "type": "contains",
-      "label": "定义函数 list_agents"
-    },
-    {
-      "id": "edge:6c0c1d62",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "func:get_agent",
-      "type": "contains",
-      "label": "定义函数 get_agent"
-    },
-    {
-      "id": "edge:abd0c0c5",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "func:delete_agent",
-      "type": "contains",
-      "label": "定义函数 delete_agent"
-    },
-    {
-      "id": "edge:0902a064",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "func:_get_evolution_store",
-      "type": "contains",
-      "label": "定义函数 _get_evolution_store"
-    },
-    {
-      "id": "edge:dcce880c",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "func:list_evolution_events",
-      "type": "contains",
-      "label": "定义函数 list_evolution_events"
-    },
-    {
-      "id": "edge:fdb3ed51",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "func:get_skill_versions",
-      "type": "contains",
-      "label": "定义函数 get_skill_versions"
-    },
-    {
-      "id": "edge:fec9b2de",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "func:trigger_evolution",
-      "type": "contains",
-      "label": "定义函数 trigger_evolution"
-    },
-    {
-      "id": "edge:d9435a36",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "func:list_ab_tests",
-      "type": "contains",
-      "label": "定义函数 list_ab_tests"
-    },
-    {
-      "id": "edge:817ea75f",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:_verify_api_key",
-      "type": "contains",
-      "label": "定义函数 _verify_api_key"
-    },
-    {
-      "id": "edge:48a97aa4",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:_get_experience_store",
-      "type": "contains",
-      "label": "定义函数 _get_experience_store"
-    },
-    {
-      "id": "edge:6d7bf5a4",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:_get_pitfall_detector",
-      "type": "contains",
-      "label": "定义函数 _get_pitfall_detector"
-    },
-    {
-      "id": "edge:0e2c6d36",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:_get_path_optimizer",
-      "type": "contains",
-      "label": "定义函数 _get_path_optimizer"
-    },
-    {
-      "id": "edge:2715e3bf",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:list_experiences",
-      "type": "contains",
-      "label": "定义函数 list_experiences"
-    },
-    {
-      "id": "edge:0c5b1615",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:record_experience",
-      "type": "contains",
-      "label": "定义函数 record_experience"
-    },
-    {
-      "id": "edge:cc035440",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:get_metrics",
-      "type": "contains",
-      "label": "定义函数 get_metrics"
-    },
-    {
-      "id": "edge:b9020acb",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:_generate_trends",
-      "type": "contains",
-      "label": "定义函数 _generate_trends"
-    },
-    {
-      "id": "edge:02da28b0",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:_compute_metrics_from_memory",
-      "type": "contains",
-      "label": "定义函数 _compute_metrics_from_memory"
-    },
-    {
-      "id": "edge:d6578000",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:get_usage",
-      "type": "contains",
-      "label": "定义函数 get_usage"
-    },
-    {
-      "id": "edge:019a628e",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:check_pitfalls",
-      "type": "contains",
-      "label": "定义函数 check_pitfalls"
-    },
-    {
-      "id": "edge:c082e9fc",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:list_path_optimizations",
-      "type": "contains",
-      "label": "定义函数 list_path_optimizations"
-    },
-    {
-      "id": "edge:52e680ba",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:record_path_optimization",
-      "type": "contains",
-      "label": "定义函数 record_path_optimization"
-    },
-    {
-      "id": "edge:4d5794d4",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:evolution_dashboard_ws",
-      "type": "contains",
-      "label": "定义函数 evolution_dashboard_ws"
-    },
-    {
-      "id": "edge:f6d0c82f",
-      "source": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "target": "func:_broadcast_event",
-      "type": "contains",
-      "label": "定义函数 _broadcast_event"
-    },
-    {
-      "id": "edge:30d52eb8",
-      "source": "file:src/agentkit/server/routes/health.py",
-      "target": "func:health_check",
-      "type": "contains",
-      "label": "定义函数 health_check"
-    },
-    {
-      "id": "edge:a5b0fb07",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:_verify_api_key",
-      "type": "contains",
-      "label": "定义函数 _verify_api_key"
-    },
-    {
-      "id": "edge:efb20955",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:list_sources",
-      "type": "contains",
-      "label": "定义函数 list_sources"
-    },
-    {
-      "id": "edge:a55d31ec",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:add_source",
-      "type": "contains",
-      "label": "定义函数 add_source"
-    },
-    {
-      "id": "edge:51d5f6c4",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:remove_source",
-      "type": "contains",
-      "label": "定义函数 remove_source"
-    },
-    {
-      "id": "edge:3dd2a1b5",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:sync_source",
-      "type": "contains",
-      "label": "定义函数 sync_source"
-    },
-    {
-      "id": "edge:4c3a43e5",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:update_source",
-      "type": "contains",
-      "label": "定义函数 update_source"
-    },
-    {
-      "id": "edge:f90f8dd4",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:list_documents",
-      "type": "contains",
-      "label": "定义函数 list_documents"
-    },
-    {
-      "id": "edge:23294b93",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:delete_document",
-      "type": "contains",
-      "label": "定义函数 delete_document"
-    },
-    {
-      "id": "edge:5bc51ddc",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:upload_document",
-      "type": "contains",
-      "label": "定义函数 upload_document"
-    },
-    {
-      "id": "edge:7216ab0b",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:search_knowledge",
-      "type": "contains",
-      "label": "定义函数 search_knowledge"
-    },
-    {
-      "id": "edge:e0b874c9",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "func:check_source_health",
-      "type": "contains",
-      "label": "定义函数 check_source_health"
-    },
-    {
-      "id": "edge:f99a173c",
-      "source": "file:src/agentkit/server/routes/llm.py",
-      "target": "func:get_usage",
-      "type": "contains",
-      "label": "定义函数 get_usage"
-    },
-    {
-      "id": "edge:98d76eae",
-      "source": "file:src/agentkit/server/routes/memory.py",
-      "target": "func:_get_memory_retriever",
-      "type": "contains",
-      "label": "定义函数 _get_memory_retriever"
-    },
-    {
-      "id": "edge:d24cc57e",
-      "source": "file:src/agentkit/server/routes/memory.py",
-      "target": "func:search_episodic_memory",
-      "type": "contains",
-      "label": "定义函数 search_episodic_memory"
-    },
-    {
-      "id": "edge:e058b9e2",
-      "source": "file:src/agentkit/server/routes/memory.py",
-      "target": "func:search_semantic_memory",
-      "type": "contains",
-      "label": "定义函数 search_semantic_memory"
-    },
-    {
-      "id": "edge:cece465c",
-      "source": "file:src/agentkit/server/routes/memory.py",
-      "target": "func:delete_episodic_memory",
-      "type": "contains",
-      "label": "定义函数 delete_episodic_memory"
-    },
-    {
-      "id": "edge:7b2e076c",
-      "source": "file:src/agentkit/server/routes/metrics.py",
-      "target": "func:get_metrics",
-      "type": "contains",
-      "label": "定义函数 get_metrics"
-    },
-    {
-      "id": "edge:f46c540a",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:_verify_api_key",
-      "type": "contains",
-      "label": "定义函数 _verify_api_key"
-    },
-    {
-      "id": "edge:83b13e64",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:_resolve_for_chat",
-      "type": "contains",
-      "label": "定义函数 _resolve_for_chat"
-    },
-    {
-      "id": "edge:ddb1124b",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:chat",
-      "type": "contains",
-      "label": "定义函数 chat"
-    },
-    {
-      "id": "edge:26b16423",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:chat_stream",
-      "type": "contains",
-      "label": "定义函数 chat_stream"
-    },
-    {
-      "id": "edge:f0ece387",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:get_capabilities",
-      "type": "contains",
-      "label": "定义函数 get_capabilities"
-    },
-    {
-      "id": "edge:b2ecb73e",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:list_conversations",
-      "type": "contains",
-      "label": "定义函数 list_conversations"
-    },
-    {
-      "id": "edge:fee85906",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:_derive_conversation_title",
-      "type": "contains",
-      "label": "定义函数 _derive_conversation_title"
-    },
-    {
-      "id": "edge:bd14e0cd",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:get_conversation",
-      "type": "contains",
-      "label": "定义函数 get_conversation"
-    },
-    {
-      "id": "edge:512e5f1d",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "func:portal_websocket",
-      "type": "contains",
-      "label": "定义函数 portal_websocket"
-    },
-    {
-      "id": "edge:7dce23db",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:_mask_api_key",
-      "type": "contains",
-      "label": "定义函数 _mask_api_key"
-    },
-    {
-      "id": "edge:28f68de6",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:_read_yaml_config",
-      "type": "contains",
-      "label": "定义函数 _read_yaml_config"
-    },
-    {
-      "id": "edge:d136d9ad",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:_write_yaml_config",
-      "type": "contains",
-      "label": "定义函数 _write_yaml_config"
-    },
-    {
-      "id": "edge:ab71f977",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:_get_config_path",
-      "type": "contains",
-      "label": "定义函数 _get_config_path"
-    },
-    {
-      "id": "edge:b6c137ba",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:get_llm_settings",
-      "type": "contains",
-      "label": "定义函数 get_llm_settings"
-    },
-    {
-      "id": "edge:b96de3b7",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:update_llm_settings",
-      "type": "contains",
-      "label": "定义函数 update_llm_settings"
-    },
-    {
-      "id": "edge:fbbc7e39",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:get_skills_settings",
-      "type": "contains",
-      "label": "定义函数 get_skills_settings"
-    },
-    {
-      "id": "edge:76f9a71a",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:update_skills_settings",
-      "type": "contains",
-      "label": "定义函数 update_skills_settings"
-    },
-    {
-      "id": "edge:2a4ce43d",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:get_kb_settings",
-      "type": "contains",
-      "label": "定义函数 get_kb_settings"
-    },
-    {
-      "id": "edge:1100c554",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:update_kb_settings",
-      "type": "contains",
-      "label": "定义函数 update_kb_settings"
-    },
-    {
-      "id": "edge:40e1767d",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:get_general_settings",
-      "type": "contains",
-      "label": "定义函数 get_general_settings"
-    },
-    {
-      "id": "edge:76d0c20d",
-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "func:update_general_settings",
-      "type": "contains",
-      "label": "定义函数 update_general_settings"
-    },
-    {
-      "id": "edge:3c823488",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "func:_skill_to_info",
-      "type": "contains",
-      "label": "定义函数 _skill_to_info"
-    },
-    {
-      "id": "edge:fa04ae80",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "func:_skill_to_detail",
-      "type": "contains",
-      "label": "定义函数 _skill_to_detail"
-    },
-    {
-      "id": "edge:048b0a0d",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "func:list_skills",
-      "type": "contains",
-      "label": "定义函数 list_skills"
-    },
-    {
-      "id": "edge:cd7d6158",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "func:get_skill_detail",
-      "type": "contains",
-      "label": "定义函数 get_skill_detail"
-    },
-    {
-      "id": "edge:b6aeb9bc",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "func:check_skill_health",
-      "type": "contains",
-      "label": "定义函数 check_skill_health"
-    },
-    {
-      "id": "edge:8935f4ec",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "func:list_capabilities",
-      "type": "contains",
-      "label": "定义函数 list_capabilities"
-    },
-    {
-      "id": "edge:bce75c41",
-      "source": "file:src/agentkit/server/routes/skill_management.py",
-      "target": "func:reload_skill",
-      "type": "contains",
-      "label": "定义函数 reload_skill"
-    },
-    {
-      "id": "edge:ffe20f1c",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:_validate_skill_name",
-      "type": "contains",
-      "label": "定义函数 _validate_skill_name"
-    },
-    {
-      "id": "edge:8ba8bbdd",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:_get_skills_dir",
-      "type": "contains",
-      "label": "定义函数 _get_skills_dir"
-    },
-    {
-      "id": "edge:c97c90c8",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:_validate_source_url",
-      "type": "contains",
-      "label": "定义函数 _validate_source_url"
-    },
-    {
-      "id": "edge:273aed2e",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:_validate_yaml_content",
-      "type": "contains",
-      "label": "定义函数 _validate_yaml_content"
-    },
-    {
-      "id": "edge:a0c0820c",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:register_skill",
-      "type": "contains",
-      "label": "定义函数 register_skill"
-    },
-    {
-      "id": "edge:555bdd65",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:list_skills",
-      "type": "contains",
-      "label": "定义函数 list_skills"
-    },
-    {
-      "id": "edge:7b280ff1",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:mention_suggest",
-      "type": "contains",
-      "label": "定义函数 mention_suggest"
-    },
-    {
-      "id": "edge:45f60531",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:install_skill",
-      "type": "contains",
-      "label": "定义函数 install_skill"
-    },
-    {
-      "id": "edge:f957f390",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:uninstall_skill",
-      "type": "contains",
-      "label": "定义函数 uninstall_skill"
-    },
-    {
-      "id": "edge:ec0e12c4",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:create_pipeline",
-      "type": "contains",
-      "label": "定义函数 create_pipeline"
-    },
-    {
-      "id": "edge:dfee1216",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:list_pipelines",
-      "type": "contains",
-      "label": "定义函数 list_pipelines"
-    },
-    {
-      "id": "edge:4f298f95",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "func:execute_pipeline",
-      "type": "contains",
-      "label": "定义函数 execute_pipeline"
-    },
-    {
-      "id": "edge:785f15d4",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "func:_validate_input_size",
-      "type": "contains",
-      "label": "定义函数 _validate_input_size"
-    },
-    {
-      "id": "edge:92cbde97",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "func:list_tasks",
-      "type": "contains",
-      "label": "定义函数 list_tasks"
-    },
-    {
-      "id": "edge:023b3bd5",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "func:submit_task",
-      "type": "contains",
-      "label": "定义函数 submit_task"
-    },
-    {
-      "id": "edge:43c86db6",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "func:get_task_status",
-      "type": "contains",
-      "label": "定义函数 get_task_status"
-    },
-    {
-      "id": "edge:279e8e91",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "func:cancel_task",
-      "type": "contains",
-      "label": "定义函数 cancel_task"
-    },
-    {
-      "id": "edge:d21bbc3b",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "func:stream_task",
-      "type": "contains",
-      "label": "定义函数 stream_task"
-    },
-    {
-      "id": "edge:5b152b75",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:_get_or_create_session",
-      "type": "contains",
-      "label": "定义函数 _get_or_create_session"
-    },
-    {
-      "id": "edge:32c7447a",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:_cleanup_session",
-      "type": "contains",
-      "label": "定义函数 _cleanup_session"
-    },
-    {
-      "id": "edge:0eb52f59",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:_is_single_command_dangerous",
-      "type": "contains",
-      "label": "定义函数 _is_single_command_dangerous"
-    },
-    {
-      "id": "edge:97185303",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:_is_dangerous",
-      "type": "contains",
-      "label": "定义函数 _is_dangerous"
-    },
-    {
-      "id": "edge:885d0d31",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:_check_command_safety",
-      "type": "contains",
-      "label": "定义函数 _check_command_safety"
-    },
-    {
-      "id": "edge:aa900a10",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:execute_command",
-      "type": "contains",
-      "label": "定义函数 execute_command"
-    },
-    {
-      "id": "edge:13706074",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:get_session_history",
-      "type": "contains",
-      "label": "定义函数 get_session_history"
-    },
-    {
-      "id": "edge:8a826a0c",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "func:terminal_websocket",
-      "type": "contains",
-      "label": "定义函数 terminal_websocket"
-    },
-    {
-      "id": "edge:69887839",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_verify_api_key",
-      "type": "contains",
-      "label": "定义函数 _verify_api_key"
-    },
-    {
-      "id": "edge:f049f07c",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_ws_subscribe",
-      "type": "contains",
-      "label": "定义函数 _ws_subscribe"
-    },
-    {
-      "id": "edge:b9d8d501",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_ws_unsubscribe",
-      "type": "contains",
-      "label": "定义函数 _ws_unsubscribe"
-    },
-    {
-      "id": "edge:fdc9e57f",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_get_store",
-      "type": "contains",
-      "label": "定义函数 _get_store"
-    },
-    {
-      "id": "edge:15b7dbc7",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_validate_workflow_stages",
-      "type": "contains",
-      "label": "定义函数 _validate_workflow_stages"
-    },
-    {
-      "id": "edge:73cf11c8",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_execute_workflow",
-      "type": "contains",
-      "label": "定义函数 _execute_workflow"
-    },
-    {
-      "id": "edge:a8639dc2",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_evaluate_condition",
-      "type": "contains",
-      "label": "定义函数 _evaluate_condition"
-    },
-    {
-      "id": "edge:362c64e9",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:_broadcast_ws",
-      "type": "contains",
-      "label": "定义函数 _broadcast_ws"
-    },
-    {
-      "id": "edge:1c4847df",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:list_workflows",
-      "type": "contains",
-      "label": "定义函数 list_workflows"
-    },
-    {
-      "id": "edge:c81b16c0",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:create_workflow",
-      "type": "contains",
-      "label": "定义函数 create_workflow"
-    },
-    {
-      "id": "edge:cd079fb7",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:get_workflow",
-      "type": "contains",
-      "label": "定义函数 get_workflow"
-    },
-    {
-      "id": "edge:9ae7a9d6",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:list_workflow_executions",
-      "type": "contains",
-      "label": "定义函数 list_workflow_executions"
-    },
-    {
-      "id": "edge:18485a25",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:update_workflow",
-      "type": "contains",
-      "label": "定义函数 update_workflow"
-    },
-    {
-      "id": "edge:ef4dc41a",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:delete_workflow",
-      "type": "contains",
-      "label": "定义函数 delete_workflow"
-    },
-    {
-      "id": "edge:8fcc82b8",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:execute_workflow",
-      "type": "contains",
-      "label": "定义函数 execute_workflow"
-    },
-    {
-      "id": "edge:326ddc19",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:get_execution",
-      "type": "contains",
-      "label": "定义函数 get_execution"
-    },
-    {
-      "id": "edge:0af32eb7",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:approve_execution",
-      "type": "contains",
-      "label": "定义函数 approve_execution"
-    },
-    {
-      "id": "edge:02947532",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:cancel_execution",
-      "type": "contains",
-      "label": "定义函数 cancel_execution"
-    },
-    {
-      "id": "edge:b4567dcd",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "func:workflow_websocket",
-      "type": "contains",
-      "label": "定义函数 workflow_websocket"
-    },
-    {
-      "id": "edge:79db027d",
-      "source": "file:src/agentkit/server/routes/ws.py",
-      "target": "func:_authenticate",
-      "type": "contains",
-      "label": "定义函数 _authenticate"
-    },
-    {
-      "id": "edge:fce5872f",
-      "source": "file:src/agentkit/server/routes/ws.py",
-      "target": "func:task_websocket",
-      "type": "contains",
-      "label": "定义函数 task_websocket"
-    },
-    {
-      "id": "edge:f815e713",
-      "source": "file:src/agentkit/server/routes/ws.py",
-      "target": "func:_resolve_agent",
-      "type": "contains",
-      "label": "定义函数 _resolve_agent"
-    },
-    {
-      "id": "edge:c8995e9f",
-      "source": "file:src/agentkit/server/routes/ws.py",
-      "target": "func:_run_react_and_stream",
-      "type": "contains",
-      "label": "定义函数 _run_react_and_stream"
-    },
-    {
-      "id": "edge:e720ad68",
-      "source": "file:src/agentkit/server/routes/ws.py",
-      "target": "func:_listen_client_messages",
-      "type": "contains",
-      "label": "定义函数 _listen_client_messages"
-    },
-    {
-      "id": "edge:4b033255",
-      "source": "file:src/agentkit/server/task_store.py",
-      "target": "func:create_task_store",
-      "type": "contains",
-      "label": "定义函数 create_task_store"
-    },
-    {
-      "id": "edge:f46aa9fc",
-      "source": "file:src/agentkit/server/task_store.py",
-      "target": "func:_sanitize_redis_url",
-      "type": "contains",
-      "label": "定义函数 _sanitize_redis_url"
-    },
-    {
-      "id": "edge:bef554da",
-      "source": "file:src/agentkit/session/store.py",
-      "target": "func:create_session_store",
-      "type": "contains",
-      "label": "定义函数 create_session_store"
-    },
-    {
-      "id": "edge:8f38bbca",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "func:create_geo_pipeline_steps",
-      "type": "contains",
-      "label": "定义函数 create_geo_pipeline_steps"
-    },
-    {
-      "id": "edge:62a5c176",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:get_meter",
-      "type": "contains",
-      "label": "定义函数 get_meter"
-    },
-    {
-      "id": "edge:56c13ee4",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:_get_counter",
-      "type": "contains",
-      "label": "定义函数 _get_counter"
-    },
-    {
-      "id": "edge:b5e16b45",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:_get_histogram",
-      "type": "contains",
-      "label": "定义函数 _get_histogram"
-    },
-    {
-      "id": "edge:2e047db1",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:agent_request_counter",
-      "type": "contains",
-      "label": "定义函数 agent_request_counter"
-    },
-    {
-      "id": "edge:6197db0f",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:agent_duration_histogram",
-      "type": "contains",
-      "label": "定义函数 agent_duration_histogram"
-    },
-    {
-      "id": "edge:e4f6842a",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:llm_token_histogram",
-      "type": "contains",
-      "label": "定义函数 llm_token_histogram"
-    },
-    {
-      "id": "edge:cb60ed3a",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:tool_duration_histogram",
-      "type": "contains",
-      "label": "定义函数 tool_duration_histogram"
-    },
-    {
-      "id": "edge:80cbf793",
-      "source": "file:src/agentkit/telemetry/metrics.py",
-      "target": "func:pipeline_step_histogram",
-      "type": "contains",
-      "label": "定义函数 pipeline_step_histogram"
-    },
-    {
-      "id": "edge:1210aff1",
-      "source": "file:src/agentkit/telemetry/setup.py",
-      "target": "func:setup_telemetry",
-      "type": "contains",
-      "label": "定义函数 setup_telemetry"
-    },
-    {
-      "id": "edge:c4c7b7ae",
-      "source": "file:src/agentkit/telemetry/tracer.py",
-      "target": "func:get_tracer",
-      "type": "contains",
-      "label": "定义函数 get_tracer"
-    },
-    {
-      "id": "edge:c2eab756",
-      "source": "file:src/agentkit/telemetry/tracer.py",
-      "target": "func:init_telemetry",
-      "type": "contains",
-      "label": "定义函数 init_telemetry"
-    },
-    {
-      "id": "edge:906dd67c",
-      "source": "file:src/agentkit/telemetry/tracing.py",
-      "target": "func:get_tracer",
-      "type": "contains",
-      "label": "定义函数 get_tracer"
-    },
-    {
-      "id": "edge:9a064814",
-      "source": "file:src/agentkit/telemetry/tracing.py",
-      "target": "func:start_span",
-      "type": "contains",
-      "label": "定义函数 start_span"
-    },
-    {
-      "id": "edge:46ca4bcd",
-      "source": "file:src/agentkit/telemetry/tracing.py",
-      "target": "func:trace_agent",
-      "type": "contains",
-      "label": "定义函数 trace_agent"
-    },
-    {
-      "id": "edge:c3be5ca5",
-      "source": "file:src/agentkit/telemetry/tracing.py",
-      "target": "func:trace_tool",
-      "type": "contains",
-      "label": "定义函数 trace_tool"
-    },
-    {
-      "id": "edge:7dddab8e",
-      "source": "file:src/agentkit/telemetry/tracing.py",
-      "target": "func:trace_llm",
-      "type": "contains",
-      "label": "定义函数 trace_llm"
-    },
-    {
-      "id": "edge:ef08cb06",
-      "source": "file:src/agentkit/telemetry/tracing.py",
-      "target": "func:trace_pipeline_step",
-      "type": "contains",
-      "label": "定义函数 trace_pipeline_step"
-    },
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-      "id": "edge:01db69cb",
-      "source": "file:src/agentkit/utils/security.py",
-      "target": "func:is_safe_url",
-      "type": "contains",
-      "label": "定义函数 is_safe_url"
-    },
-    {
-      "id": "edge:b118e33e",
-      "source": "file:src/agentkit/utils/security.py",
-      "target": "func:_is_unsafe_ip",
-      "type": "contains",
-      "label": "定义函数 _is_unsafe_ip"
-    },
-    {
-      "id": "edge:5906386c",
-      "source": "file:src/agentkit/utils/security.py",
-      "target": "func:is_safe_url_async",
-      "type": "contains",
-      "label": "定义函数 is_safe_url_async"
-    },
-    {
-      "id": "edge:59e5972e",
-      "source": "file:src/agentkit/utils/vector_math.py",
-      "target": "func:compute_cosine_similarity",
-      "type": "contains",
-      "label": "定义函数 compute_cosine_similarity"
-    },
-    {
-      "id": "edge:e7135e79",
-      "source": "file:configs/geo_handlers.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:44258658",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/core/agent_pool.py",
-      "type": "imports",
-      "label": "导入 AgentPool"
-    },
-    {
-      "id": "edge:8ccb1c35",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/llm/config.py",
-      "type": "imports",
-      "label": "导入 LLMConfig"
-    },
-    {
-      "id": "edge:d04e3a9e",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:f960fe13",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/llm/providers/openai.py",
-      "type": "imports",
-      "label": "导入 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:922aae2d",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityGate"
-    },
-    {
-      "id": "edge:7d892d53",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 OutputStandardizer"
-    },
-    {
-      "id": "edge:89f21c49",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/router/intent.py",
-      "type": "imports",
-      "label": "导入 IntentRouter"
-    },
-    {
-      "id": "edge:6612091d",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/skills/loader.py",
-      "type": "imports",
-      "label": "导入 SkillLoader"
-    },
-    {
-      "id": "edge:3fd5ee18",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:5c41a593",
-      "source": "file:configs/geo_server.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:1f5982f7",
-      "source": "file:configs/geo_server.py",
-      "target": "file:configs/geo_tools.py",
-      "type": "imports",
-      "label": "导入 register_geo_tools"
-    },
-    {
-      "id": "edge:bc17cee6",
-      "source": "file:configs/geo_tools.py",
-      "target": "file:src/agentkit/tools/function_tool.py",
-      "type": "imports",
-      "label": "导入 FunctionTool"
-    },
-    {
-      "id": "edge:f1e081c5",
-      "source": "file:configs/geo_tools.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:7afb228d",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/base.py",
-      "type": "imports",
-      "label": "导入 BaseAgent"
-    },
-    {
-      "id": "edge:ecac19b7",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 AgentConfig"
-    },
-    {
-      "id": "edge:3dd9c1b5",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:4352a727",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentCapability"
-    },
-    {
-      "id": "edge:075fad4a",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentStatus"
-    },
-    {
-      "id": "edge:524e9361",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 HandoffMessage"
-    },
-    {
-      "id": "edge:1fee03da",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:9a1c5ae1",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskProgress"
-    },
-    {
-      "id": "edge:9f7a39e1",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:20bbb630",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:f2916dcd",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:c6a844ac",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActResult"
-    },
-    {
-      "id": "edge:a970d41f",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActStep"
-    },
-    {
-      "id": "edge:9aca1b58",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:3e92a9e8",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMProvider"
-    },
-    {
-      "id": "edge:dee6170b",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:594ef329",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:d2944da3",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:04fd54f0",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 ToolCall"
-    },
-    {
-      "id": "edge:0d49de28",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:977f1800",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:dcb71927",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 IntentConfig"
-    },
-    {
-      "id": "edge:3d8674cd",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 QualityGateConfig"
-    },
-    {
-      "id": "edge:89eb1b51",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:86cf04ff",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/router/intent.py",
-      "type": "imports",
-      "label": "导入 IntentRouter"
-    },
-    {
-      "id": "edge:f5a59b93",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/router/intent.py",
-      "type": "imports",
-      "label": "导入 RoutingResult"
-    },
-    {
-      "id": "edge:2946d1ef",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityGate"
-    },
-    {
-      "id": "edge:15e87383",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityResult"
-    },
-    {
-      "id": "edge:7cf97cd3",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityCheck"
-    },
-    {
-      "id": "edge:8b63ebc4",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 OutputStandardizer"
-    },
-    {
-      "id": "edge:4ac53583",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 StandardOutput"
-    },
-    {
-      "id": "edge:7feb49e9",
-      "source": "file:src/agentkit/__init__.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 OutputMetadata"
-    },
-    {
-      "id": "edge:feb5bf2f",
-      "source": "file:src/agentkit/__main__.py",
-      "target": "file:src/agentkit/cli/main.py",
-      "type": "imports",
-      "label": "导入 app"
-    },
-    {
-      "id": "edge:dc00611f",
-      "source": "file:src/agentkit/bus/__init__.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:d4f84752",
-      "source": "file:src/agentkit/bus/__init__.py",
-      "target": "file:src/agentkit/bus/interface.py",
-      "type": "imports",
-      "label": "导入 MessageBus"
-    },
-    {
-      "id": "edge:ddc38b65",
-      "source": "file:src/agentkit/bus/__init__.py",
-      "target": "file:src/agentkit/bus/protocol.py",
-      "type": "imports",
-      "label": "导入 MessageBus"
-    },
-    {
-      "id": "edge:0b021f61",
-      "source": "file:src/agentkit/bus/__init__.py",
-      "target": "file:src/agentkit/bus/memory_bus.py",
-      "type": "imports",
-      "label": "导入 InMemoryMessageBus"
-    },
-    {
-      "id": "edge:8f6d0848",
-      "source": "file:src/agentkit/bus/__init__.py",
-      "target": "file:src/agentkit/bus/redis_bus.py",
-      "type": "imports",
-      "label": "导入 RedisMessageBus"
-    },
-    {
-      "id": "edge:a4b7cbb1",
-      "source": "file:src/agentkit/bus/__init__.py",
-      "target": "file:src/agentkit/bus/redis_bus.py",
-      "type": "imports",
-      "label": "导入 create_message_bus"
-    },
-    {
-      "id": "edge:869377d7",
-      "source": "file:src/agentkit/bus/interface.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:c889bd4c",
-      "source": "file:src/agentkit/bus/memory_bus.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:54616906",
-      "source": "file:src/agentkit/bus/protocol.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:2a846fa5",
-      "source": "file:src/agentkit/bus/redis_bus.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:1f9d57d5",
-      "source": "file:src/agentkit/bus/redis_bus.py",
-      "target": "file:src/agentkit/bus/memory_bus.py",
-      "type": "imports",
-      "label": "导入 InMemoryMessageBus"
-    },
-    {
-      "id": "edge:48bded33",
-      "source": "file:src/agentkit/chat/semantic_router.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 Embedder"
-    },
-    {
-      "id": "edge:1d1d6fcd",
-      "source": "file:src/agentkit/chat/semantic_router.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 EmbeddingCache"
-    },
-    {
-      "id": "edge:ac9c9c9f",
-      "source": "file:src/agentkit/chat/semantic_router.py",
-      "target": "file:src/agentkit/utils/vector_math.py",
-      "type": "imports",
-      "label": "导入 compute_cosine_similarity"
-    },
-    {
-      "id": "edge:641190fa",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/cli/onboarding.py",
-      "type": "imports",
-      "label": "导入 run_onboarding"
-    },
-    {
-      "id": "edge:ab63631a",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/session/manager.py",
-      "type": "imports",
-      "label": "导入 SessionManager"
-    },
-    {
-      "id": "edge:6a5f4b0f",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/session/store.py",
-      "type": "imports",
-      "label": "导入 InMemorySessionStore"
-    },
-    {
-      "id": "edge:3f55bcc8",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 MessageRole"
-    },
-    {
-      "id": "edge:fdb5d639",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:f1dc7881",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:868101e8",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemoryStore"
-    },
-    {
-      "id": "edge:f87bb7b8",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/tools/memory_tool.py",
-      "type": "imports",
-      "label": "导入 MemoryTool"
-    },
-    {
-      "id": "edge:b84d09dc",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 ShellTool"
-    },
-    {
-      "id": "edge:8218daff",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/tools/web_search.py",
-      "type": "imports",
-      "label": "导入 WebSearchTool"
-    },
-    {
-      "id": "edge:4f23cce5",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/tools/web_crawl.py",
-      "type": "imports",
-      "label": "导入 WebCrawlTool"
-    },
-    {
-      "id": "edge:f2beb4df",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:e19a4e79",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:0c579745",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/skills/loader.py",
-      "type": "imports",
-      "label": "导入 SkillLoader"
-    },
-    {
-      "id": "edge:4df7cdd8",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/router/intent.py",
-      "type": "imports",
-      "label": "导入 IntentRouter"
-    },
-    {
-      "id": "edge:e9a1bf2f",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:1a17c4f4",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/llm/providers/anthropic.py",
-      "type": "imports",
-      "label": "导入 AnthropicProvider"
-    },
-    {
-      "id": "edge:1055b391",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/llm/providers/gemini.py",
-      "type": "imports",
-      "label": "导入 GeminiProvider"
-    },
-    {
-      "id": "edge:1c967a75",
-      "source": "file:src/agentkit/cli/chat.py",
-      "target": "file:src/agentkit/llm/providers/openai.py",
-      "type": "imports",
-      "label": "导入 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:624b806a",
-      "source": "file:src/agentkit/cli/init.py",
-      "target": "file:src/agentkit/cli/templates.py",
-      "type": "imports",
-      "label": "导入 AGENTKIT_YAML"
-    },
-    {
-      "id": "edge:85167e90",
-      "source": "file:src/agentkit/cli/init.py",
-      "target": "file:src/agentkit/cli/templates.py",
-      "type": "imports",
-      "label": "导入 ENV_EXAMPLE"
-    },
-    {
-      "id": "edge:f4046614",
-      "source": "file:src/agentkit/cli/init.py",
-      "target": "file:src/agentkit/cli/templates.py",
-      "type": "imports",
-      "label": "导入 DOCKER_COMPOSE"
-    },
-    {
-      "id": "edge:487de815",
-      "source": "file:src/agentkit/cli/init.py",
-      "target": "file:src/agentkit/cli/templates.py",
-      "type": "imports",
-      "label": "导入 EXAMPLE_SKILL"
-    },
-    {
-      "id": "edge:1b3e95ae",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/task.py",
-      "type": "imports",
-      "label": "导入 task_app"
-    },
-    {
-      "id": "edge:b68544b7",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/skill.py",
-      "type": "imports",
-      "label": "导入 skill_app"
-    },
-    {
-      "id": "edge:eb2c6d5e",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/init.py",
-      "type": "imports",
-      "label": "导入 init"
-    },
-    {
-      "id": "edge:7f749c4c",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/usage.py",
-      "type": "imports",
-      "label": "导入 usage"
-    },
-    {
-      "id": "edge:e9adc83e",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/pair.py",
-      "type": "imports",
-      "label": "导入 pair"
-    },
-    {
-      "id": "edge:996647f3",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/chat.py",
-      "type": "imports",
-      "label": "导入 chat"
-    },
-    {
-      "id": "edge:39136050",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/onboarding.py",
-      "type": "imports",
-      "label": "导入 run_onboarding"
-    },
-    {
-      "id": "edge:29d713bb",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/onboarding.py",
-      "type": "imports",
-      "label": "导入 needs_onboarding"
-    },
-    {
-      "id": "edge:cf637fa1",
-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/cli/onboarding.py",
-      "type": "imports",
-      "label": "导入 run_onboarding"
-    },
-    {
-      "id": "edge:c97f258e",
-      "source": "file:src/agentkit/cli/onboarding.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemoryStore"
-    },
-    {
-      "id": "edge:b3c1979c",
-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "file:src/agentkit/skills/loader.py",
-      "type": "imports",
-      "label": "导入 SkillLoader"
-    },
-    {
-      "id": "edge:66b184b8",
-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:4f1a79db",
-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:296971c2",
-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "file:src/agentkit/skills/loader.py",
-      "type": "imports",
-      "label": "导入 SkillLoader"
-    },
-    {
-      "id": "edge:83b0a497",
-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:6fde2354",
-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:f1d5673d",
-      "source": "file:src/agentkit/cli/skill.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:572d8f82",
-      "source": "file:src/agentkit/cli/task.py",
-      "target": "file:src/agentkit/server/client.py",
-      "type": "imports",
-      "label": "导入 AgentKitClient"
-    },
-    {
-      "id": "edge:7e9d17a6",
-      "source": "file:src/agentkit/cli/task.py",
-      "target": "file:src/agentkit/server/client.py",
-      "type": "imports",
-      "label": "导入 AgentKitClient"
-    },
-    {
-      "id": "edge:0993d7ef",
-      "source": "file:src/agentkit/cli/task.py",
-      "target": "file:src/agentkit/server/client.py",
-      "type": "imports",
-      "label": "导入 AgentKitClient"
-    },
-    {
-      "id": "edge:c2f47699",
-      "source": "file:src/agentkit/cli/task.py",
-      "target": "file:src/agentkit/server/client.py",
-      "type": "imports",
-      "label": "导入 AgentKitClient"
-    },
-    {
-      "id": "edge:fcb6fcf4",
-      "source": "file:src/agentkit/cli/task.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:1c735ae7",
-      "source": "file:src/agentkit/cli/task.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:ed69cb82",
-      "source": "file:src/agentkit/cli/usage.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:7a9e8ea3",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/base.py",
-      "type": "imports",
-      "label": "导入 BaseAgent"
-    },
-    {
-      "id": "edge:e089e07d",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 CompressionStrategy"
-    },
-    {
-      "id": "edge:61d6a24c",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 ContextCompressor"
-    },
-    {
-      "id": "edge:c0195ee8",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 create_compressor"
-    },
-    {
-      "id": "edge:f6f17d66",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 AgentConfig"
-    },
-    {
-      "id": "edge:bcc7fd74",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:77d94896",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentAlreadyRegisteredError"
-    },
-    {
-      "id": "edge:956d079d",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentFrameworkError"
-    },
-    {
-      "id": "edge:ab06e5fa",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentNotFoundError"
-    },
-    {
-      "id": "edge:89603d9e",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentNotReadyError"
-    },
-    {
-      "id": "edge:060e16df",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentUnavailableError"
-    },
-    {
-      "id": "edge:3b48b2f9",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ConfigValidationError"
-    },
-    {
-      "id": "edge:8c0682cd",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 EvolutionError"
-    },
-    {
-      "id": "edge:c3fedf08",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 HandoffError"
-    },
-    {
-      "id": "edge:030e57ec",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMError"
-    },
-    {
-      "id": "edge:97f2540b",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMProviderError"
-    },
-    {
-      "id": "edge:282062c4",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ModelNotFoundError"
-    },
-    {
-      "id": "edge:4c42c8a0",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 NoAvailableAgentError"
-    },
-    {
-      "id": "edge:7d9be2cb",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 SchemaValidationError"
-    },
-    {
-      "id": "edge:253f1b66",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskCancelledError"
-    },
-    {
-      "id": "edge:6a62a8ba",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskDispatchError"
-    },
-    {
-      "id": "edge:cf55b0d9",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskExecutionError"
-    },
-    {
-      "id": "edge:9ab76d05",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskNotFoundError"
-    },
-    {
-      "id": "edge:a45e5d58",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskTimeoutError"
-    },
-    {
-      "id": "edge:8f8c8ae0",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ToolExecutionError"
-    },
-    {
-      "id": "edge:8c496acc",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ToolNotFoundError"
-    },
-    {
-      "id": "edge:c35e8b08",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentCapability"
-    },
-    {
-      "id": "edge:5acbe026",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentStatus"
-    },
-    {
-      "id": "edge:be52e8ea",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 CancellationToken"
-    },
-    {
-      "id": "edge:f7840b3f",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 EvolutionEvent"
-    },
-    {
-      "id": "edge:848ee9a5",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 HandoffMessage"
-    },
-    {
-      "id": "edge:946626cb",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:9097b4fc",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskProgress"
-    },
-    {
-      "id": "edge:4ef2ee77",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:7669f53d",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:f083f351",
-      "source": "file:src/agentkit/core/__init__.py",
-      "target": "file:src/agentkit/core/headroom_compressor.py",
-      "type": "imports",
-      "label": "导入 HeadroomCompressor"
-    },
-    {
-      "id": "edge:1e5a1997",
-      "source": "file:src/agentkit/core/agent_pool.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:6b2cb2c2",
-      "source": "file:src/agentkit/core/agent_pool.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentStatus"
-    },
-    {
-      "id": "edge:e8fb15c7",
-      "source": "file:src/agentkit/core/agent_pool.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:c0af625a",
-      "source": "file:src/agentkit/core/agent_pool.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:2b370eaf",
-      "source": "file:src/agentkit/core/agent_pool.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:3df65fb0",
-      "source": "file:src/agentkit/core/agent_pool.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:48bb347c",
-      "source": "file:src/agentkit/core/agent_pool.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 CompressionStrategy"
-    },
-    {
-      "id": "edge:babbca9c",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentNotReadyError"
-    },
-    {
-      "id": "edge:97cbbe42",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 SchemaValidationError"
-    },
-    {
-      "id": "edge:59d8a53c",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskCancelledError"
-    },
-    {
-      "id": "edge:b9f36648",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskTimeoutError"
-    },
-    {
-      "id": "edge:43433f72",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentCapability"
-    },
-    {
-      "id": "edge:e46883df",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentStatus"
-    },
-    {
-      "id": "edge:55b6f952",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 CancellationToken"
-    },
-    {
-      "id": "edge:1862d206",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 HandoffMessage"
-    },
-    {
-      "id": "edge:c3f09b73",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:990a336e",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskProgress"
-    },
-    {
-      "id": "edge:9572e3e1",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:40dabd97",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:effb9fc8",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 Memory"
-    },
-    {
-      "id": "edge:646c7d86",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:39abae1b",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:39601d27",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:87325fa4",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityGate"
-    },
-    {
-      "id": "edge:aa64d527",
-      "source": "file:src/agentkit/core/base.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityGate"
-    },
-    {
-      "id": "edge:ba033eea",
-      "source": "file:src/agentkit/core/compressor.py",
-      "target": "file:src/agentkit/core/headroom_compressor.py",
-      "type": "imports",
-      "label": "导入 HeadroomCompressor"
-    },
-    {
-      "id": "edge:71748c85",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/base.py",
-      "type": "imports",
-      "label": "导入 BaseAgent"
-    },
-    {
-      "id": "edge:bf7a825a",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ConfigValidationError"
-    },
-    {
-      "id": "edge:b572a809",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentCapability"
-    },
-    {
-      "id": "edge:2a3fa132",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:3e180398",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/evolution/lifecycle.py",
-      "type": "imports",
-      "label": "导入 EvolutionMixin"
-    },
-    {
-      "id": "edge:781245ef",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/evolution/reflector.py",
-      "type": "imports",
-      "label": "导入 Reflector"
-    },
-    {
-      "id": "edge:35b129f6",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/prompts/section.py",
-      "type": "imports",
-      "label": "导入 PromptSection"
-    },
-    {
-      "id": "edge:a3824abc",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/prompts/template.py",
-      "type": "imports",
-      "label": "导入 PromptTemplate"
-    },
-    {
-      "id": "edge:449002e9",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:f3e26a4d",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:492e786a",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:0fa361f5",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:8b4061f8",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityGate"
-    },
-    {
-      "id": "edge:7d302267",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 OutputStandardizer"
-    },
-    {
-      "id": "edge:3d59eed0",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 Module"
-    },
-    {
-      "id": "edge:76f9367f",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 Signature"
-    },
-    {
-      "id": "edge:81caf755",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/mcp/client.py",
-      "type": "imports",
-      "label": "导入 MCPClient"
-    },
-    {
-      "id": "edge:458299b3",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/rewoo.py",
-      "type": "imports",
-      "label": "导入 ReWOOEngine"
-    },
-    {
-      "id": "edge:a0c0e638",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/reflexion.py",
-      "type": "imports",
-      "label": "导入 ReflexionEngine"
-    },
-    {
-      "id": "edge:10355fcd",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:41f77175",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMProvider"
-    },
-    {
-      "id": "edge:cd92fb56",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:dacd673b",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:8a64c197",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:c24c5a84",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:a29f2019",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/memory/retriever.py",
-      "type": "imports",
-      "label": "导入 MemoryRetriever"
-    },
-    {
-      "id": "edge:357b34bc",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/memory/working.py",
-      "type": "imports",
-      "label": "导入 WorkingMemory"
-    },
-    {
-      "id": "edge:da1c9ecc",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/memory/semantic.py",
-      "type": "imports",
-      "label": "导入 SemanticMemory"
-    },
-    {
-      "id": "edge:92ec32b9",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/memory/http_rag.py",
-      "type": "imports",
-      "label": "导入 HttpRAGService"
-    },
-    {
-      "id": "edge:d4a07385",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:7faa0fa3",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:b7ffd2dd",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:ed45d4ec",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:7dfc1cd5",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/memory/episodic.py",
-      "type": "imports",
-      "label": "导入 EpisodicMemory"
-    },
-    {
-      "id": "edge:05a33a35",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 OpenAIEmbedder"
-    },
-    {
-      "id": "edge:c8cfb518",
-      "source": "file:src/agentkit/core/config_driven.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 EmbeddingCache"
-    },
-    {
-      "id": "edge:15eb9ca5",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 NoAvailableAgentError"
-    },
-    {
-      "id": "edge:b2af5a97",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskDispatchError"
-    },
-    {
-      "id": "edge:b4862006",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskNotFoundError"
-    },
-    {
-      "id": "edge:321aa350",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentStatus"
-    },
-    {
-      "id": "edge:f7d908cd",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:4e47c6e2",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskProgress"
-    },
-    {
-      "id": "edge:32388909",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:478cbb10",
-      "source": "file:src/agentkit/core/dispatcher.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:45fb819d",
-      "source": "file:src/agentkit/core/headroom_compressor.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 CompressionStrategy"
-    },
-    {
-      "id": "edge:bad937d6",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:b180e9cd",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:e1b06522",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:065f9f6c",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/core/shared_workspace.py",
-      "type": "imports",
-      "label": "导入 SharedWorkspace"
-    },
-    {
-      "id": "edge:b31dd748",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/core/plan_executor.py",
-      "type": "imports",
-      "label": "导入 PlanExecutor"
-    },
-    {
-      "id": "edge:054c0222",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/core/plan_checker.py",
-      "type": "imports",
-      "label": "导入 PlanChecker"
-    },
-    {
-      "id": "edge:d1cd9776",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:0bd09e1c",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:2cd8aebe",
-      "source": "file:src/agentkit/core/orchestrator.py",
-      "target": "file:src/agentkit/bus/message.py",
-      "type": "imports",
-      "label": "导入 AgentMessage"
-    },
-    {
-      "id": "edge:bd819f0b",
-      "source": "file:src/agentkit/core/plan_checker.py",
-      "target": "file:src/agentkit/core/plan_schema.py",
-      "type": "imports",
-      "label": "导入 ExecutionPlan"
-    },
-    {
-      "id": "edge:211cb7b4",
-      "source": "file:src/agentkit/core/plan_checker.py",
-      "target": "file:src/agentkit/core/plan_schema.py",
-      "type": "imports",
-      "label": "导入 PlanStep"
-    },
-    {
-      "id": "edge:f86693ba",
-      "source": "file:src/agentkit/core/plan_checker.py",
-      "target": "file:src/agentkit/core/plan_schema.py",
-      "type": "imports",
-      "label": "导入 PlanStepStatus"
-    },
-    {
-      "id": "edge:a221df0f",
-      "source": "file:src/agentkit/core/plan_checker.py",
-      "target": "file:src/agentkit/core/plan_executor.py",
-      "type": "imports",
-      "label": "导入 PlanExecutionResult"
-    },
-    {
-      "id": "edge:1249eaa4",
-      "source": "file:src/agentkit/core/plan_checker.py",
-      "target": "file:src/agentkit/core/plan_executor.py",
-      "type": "imports",
-      "label": "导入 StepExecutionResult"
-    },
-    {
-      "id": "edge:57d97449",
-      "source": "file:src/agentkit/core/plan_checker.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 QualityGateConfig"
-    },
-    {
-      "id": "edge:3f57a3a8",
-      "source": "file:src/agentkit/core/plan_checker.py",
-      "target": "file:src/agentkit/evolution/experience_schema.py",
-      "type": "imports",
-      "label": "导入 TaskExperience"
-    },
-    {
-      "id": "edge:e1fd14ac",
-      "source": "file:src/agentkit/core/plan_executor.py",
-      "target": "file:src/agentkit/core/plan_schema.py",
-      "type": "imports",
-      "label": "导入 ExecutionPlan"
-    },
-    {
-      "id": "edge:dc88d7d0",
-      "source": "file:src/agentkit/core/plan_executor.py",
-      "target": "file:src/agentkit/core/plan_schema.py",
-      "type": "imports",
-      "label": "导入 PlanStep"
-    },
-    {
-      "id": "edge:0419f8e4",
-      "source": "file:src/agentkit/core/plan_executor.py",
-      "target": "file:src/agentkit/core/plan_schema.py",
-      "type": "imports",
-      "label": "导入 PlanStepStatus"
-    },
-    {
-      "id": "edge:721b7c69",
-      "source": "file:src/agentkit/core/plan_executor.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:91743385",
-      "source": "file:src/agentkit/core/plan_executor.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:af917da8",
-      "source": "file:src/agentkit/core/plan_executor.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:440ea8aa",
-      "source": "file:src/agentkit/core/protocol.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskCancelledError"
-    },
-    {
-      "id": "edge:9d6c0164",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskCancelledError"
-    },
-    {
-      "id": "edge:0b6feec3",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskTimeoutError"
-    },
-    {
-      "id": "edge:6aabd9c8",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 CancellationToken"
-    },
-    {
-      "id": "edge:611e1a82",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:688a963a",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:2a7b190e",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:7df0980c",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 get_tracer"
-    },
-    {
-      "id": "edge:c1d10527",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 start_span"
-    },
-    {
-      "id": "edge:6795da8d",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 _OTEL_AVAILABLE"
-    },
-    {
-      "id": "edge:494df02d",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_request_counter"
-    },
-    {
-      "id": "edge:d503e54c",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_duration_histogram"
-    },
-    {
-      "id": "edge:e4c182ea",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 CompressionStrategy"
-    },
-    {
-      "id": "edge:f0baaaaa",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 ContextCompressor"
-    },
-    {
-      "id": "edge:cf5481c5",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/core/trace.py",
-      "type": "imports",
-      "label": "导入 TraceRecorder"
-    },
-    {
-      "id": "edge:9e4ef4c8",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/memory/retriever.py",
-      "type": "imports",
-      "label": "导入 MemoryRetriever"
-    },
-    {
-      "id": "edge:26c7a561",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:f81c54a9",
-      "source": "file:src/agentkit/core/react.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:3546326a",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskCancelledError"
-    },
-    {
-      "id": "edge:aea49904",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskTimeoutError"
-    },
-    {
-      "id": "edge:0e1988de",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 CancellationToken"
-    },
-    {
-      "id": "edge:3d779dcb",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:ce9c9b96",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEvent"
-    },
-    {
-      "id": "edge:3d0efdc9",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActResult"
-    },
-    {
-      "id": "edge:f0ed0096",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActStep"
-    },
-    {
-      "id": "edge:dc35fbc8",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:070a3be1",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:7bb278e2",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 start_span"
-    },
-    {
-      "id": "edge:0359f76e",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 _OTEL_AVAILABLE"
-    },
-    {
-      "id": "edge:a5da8fa2",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_request_counter"
-    },
-    {
-      "id": "edge:dd46448f",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_duration_histogram"
-    },
-    {
-      "id": "edge:a35204a6",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 CompressionStrategy"
-    },
-    {
-      "id": "edge:4c054602",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/core/trace.py",
-      "type": "imports",
-      "label": "导入 TraceRecorder"
-    },
-    {
-      "id": "edge:2b7251cf",
-      "source": "file:src/agentkit/core/reflexion.py",
-      "target": "file:src/agentkit/memory/retriever.py",
-      "type": "imports",
-      "label": "导入 MemoryRetriever"
-    },
-    {
-      "id": "edge:ba3b3db7",
-      "source": "file:src/agentkit/core/registry.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentNotFoundError"
-    },
-    {
-      "id": "edge:cdda5e06",
-      "source": "file:src/agentkit/core/registry.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 AgentUnavailableError"
-    },
-    {
-      "id": "edge:213e0dcf",
-      "source": "file:src/agentkit/core/registry.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 NoAvailableAgentError"
-    },
-    {
-      "id": "edge:bf5207ab",
-      "source": "file:src/agentkit/core/registry.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentCapability"
-    },
-    {
-      "id": "edge:ba588c45",
-      "source": "file:src/agentkit/core/registry.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 AgentStatus"
-    },
-    {
-      "id": "edge:6b16ee37",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskCancelledError"
-    },
-    {
-      "id": "edge:44421a1c",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 TaskTimeoutError"
-    },
-    {
-      "id": "edge:a815f57c",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 CancellationToken"
-    },
-    {
-      "id": "edge:4454fd22",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:36d8b05d",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEvent"
-    },
-    {
-      "id": "edge:bb8fc0eb",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActResult"
-    },
-    {
-      "id": "edge:fa4b1cb9",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActStep"
-    },
-    {
-      "id": "edge:ef7b3ce5",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:235c6414",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:17705cda",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:f538c01a",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 get_tracer"
-    },
-    {
-      "id": "edge:8b37e172",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 start_span"
-    },
-    {
-      "id": "edge:d576e786",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 _OTEL_AVAILABLE"
-    },
-    {
-      "id": "edge:d1a5178a",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_request_counter"
-    },
-    {
-      "id": "edge:d3ab7223",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_duration_histogram"
-    },
-    {
-      "id": "edge:9e541b36",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 CompressionStrategy"
-    },
-    {
-      "id": "edge:5c706ca9",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/compressor.py",
-      "type": "imports",
-      "label": "导入 ContextCompressor"
-    },
-    {
-      "id": "edge:48ef7c84",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/core/trace.py",
-      "type": "imports",
-      "label": "导入 TraceRecorder"
-    },
-    {
-      "id": "edge:53f5a165",
-      "source": "file:src/agentkit/core/rewoo.py",
-      "target": "file:src/agentkit/memory/retriever.py",
-      "type": "imports",
-      "label": "导入 MemoryRetriever"
-    },
-    {
-      "id": "edge:44fd1bd4",
-      "source": "file:src/agentkit/core/standalone.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 AgentConfig"
-    },
-    {
-      "id": "edge:7872375e",
-      "source": "file:src/agentkit/core/standalone.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:0ed1c83a",
-      "source": "file:src/agentkit/core/standalone.py",
-      "target": "file:src/agentkit/tools/function_tool.py",
-      "type": "imports",
-      "label": "导入 FunctionTool"
-    },
-    {
-      "id": "edge:78ff9448",
-      "source": "file:src/agentkit/core/standalone.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:80208ee3",
-      "source": "file:src/agentkit/evaluation/__init__.py",
-      "target": "file:src/agentkit/evaluation/ragas_evaluator.py",
-      "type": "imports",
-      "label": "导入 EvalDatasetBuilder"
-    },
-    {
-      "id": "edge:525fb088",
-      "source": "file:src/agentkit/evaluation/__init__.py",
-      "target": "file:src/agentkit/evaluation/ragas_evaluator.py",
-      "type": "imports",
-      "label": "导入 EvalMetrics"
-    },
-    {
-      "id": "edge:321931f8",
-      "source": "file:src/agentkit/evaluation/__init__.py",
-      "target": "file:src/agentkit/evaluation/ragas_evaluator.py",
-      "type": "imports",
-      "label": "导入 EvalResult"
-    },
-    {
-      "id": "edge:eebff4f8",
-      "source": "file:src/agentkit/evaluation/__init__.py",
-      "target": "file:src/agentkit/evaluation/ragas_evaluator.py",
-      "type": "imports",
-      "label": "导入 EvalSample"
-    },
-    {
-      "id": "edge:74f9d459",
-      "source": "file:src/agentkit/evaluation/__init__.py",
-      "target": "file:src/agentkit/evaluation/ragas_evaluator.py",
-      "type": "imports",
-      "label": "导入 RagasEvaluator"
-    },
-    {
-      "id": "edge:4ed1d778",
-      "source": "file:src/agentkit/evaluation/ragas_evaluator.py",
-      "target": "file:src/agentkit/memory/relevance_scorer.py",
-      "type": "imports",
-      "label": "导入 RelevanceScorer"
-    },
-    {
-      "id": "edge:80f1948e",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/reflector.py",
-      "type": "imports",
-      "label": "导入 Reflector"
-    },
-    {
-      "id": "edge:55c59121",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 BootstrapPromptOptimizer"
-    },
-    {
-      "id": "edge:c25bb636",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 PromptOptimizer"
-    },
-    {
-      "id": "edge:3393a0e7",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 LLMPromptOptimizer"
-    },
-    {
-      "id": "edge:8d9801cb",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 Signature"
-    },
-    {
-      "id": "edge:75a2faae",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 Module"
-    },
-    {
-      "id": "edge:3b80574e",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 create_prompt_optimizer"
-    },
-    {
-      "id": "edge:027090cc",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/strategy_tuner.py",
-      "type": "imports",
-      "label": "导入 StrategyTuner"
-    },
-    {
-      "id": "edge:0683b110",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/ab_tester.py",
-      "type": "imports",
-      "label": "导入 ABTester"
-    },
-    {
-      "id": "edge:f1d71753",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "imports",
-      "label": "导入 EvolutionStore"
-    },
-    {
-      "id": "edge:9eb34526",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "imports",
-      "label": "导入 EvolutionStoreProtocol"
-    },
-    {
-      "id": "edge:740ab917",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "imports",
-      "label": "导入 InMemoryEvolutionStore"
-    },
-    {
-      "id": "edge:c778d6c2",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "imports",
-      "label": "导入 PersistentEvolutionStore"
-    },
-    {
-      "id": "edge:d2308003",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "imports",
-      "label": "导入 create_evolution_store"
-    },
-    {
-      "id": "edge:2d462159",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/lifecycle.py",
-      "type": "imports",
-      "label": "导入 EvolutionMixin"
-    },
-    {
-      "id": "edge:30a87d85",
-      "source": "file:src/agentkit/evolution/__init__.py",
-      "target": "file:src/agentkit/evolution/lifecycle.py",
-      "type": "imports",
-      "label": "导入 EvolutionLogEntry"
-    },
-    {
-      "id": "edge:4c5b937f",
-      "source": "file:src/agentkit/evolution/ab_tester.py",
-      "target": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "imports",
-      "label": "导入 InMemoryEvolutionStore"
-    },
-    {
-      "id": "edge:538d7ac5",
-      "source": "file:src/agentkit/evolution/evolution_store.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 EvolutionEvent"
-    },
-    {
-      "id": "edge:a1f6ed11",
-      "source": "file:src/agentkit/evolution/evolution_store.py",
-      "target": "file:src/agentkit/evolution/models.py",
-      "type": "imports",
-      "label": "导入 ABTestResultModel"
-    },
-    {
-      "id": "edge:edcc2a75",
-      "source": "file:src/agentkit/evolution/evolution_store.py",
-      "target": "file:src/agentkit/evolution/models.py",
-      "type": "imports",
-      "label": "导入 Base"
-    },
-    {
-      "id": "edge:a26291c7",
-      "source": "file:src/agentkit/evolution/evolution_store.py",
-      "target": "file:src/agentkit/evolution/models.py",
-      "type": "imports",
-      "label": "导入 EvolutionEventModel"
-    },
-    {
-      "id": "edge:2ab173e2",
-      "source": "file:src/agentkit/evolution/evolution_store.py",
-      "target": "file:src/agentkit/evolution/models.py",
-      "type": "imports",
-      "label": "导入 SkillVersionModel"
-    },
-    {
-      "id": "edge:c7851700",
-      "source": "file:src/agentkit/evolution/evolution_store.py",
-      "target": "file:src/agentkit/evolution/pg_store.py",
-      "type": "imports",
-      "label": "导入 PostgreSQLEvolutionStore"
-    },
-    {
-      "id": "edge:7f0d8b28",
-      "source": "file:src/agentkit/evolution/experience_store.py",
-      "target": "file:src/agentkit/evolution/experience_schema.py",
-      "type": "imports",
-      "label": "导入 EvolutionMetrics"
-    },
-    {
-      "id": "edge:9c1e2f69",
-      "source": "file:src/agentkit/evolution/experience_store.py",
-      "target": "file:src/agentkit/evolution/experience_schema.py",
-      "type": "imports",
-      "label": "导入 TaskExperience"
-    },
-    {
-      "id": "edge:a84cf64b",
-      "source": "file:src/agentkit/evolution/experience_store.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 Embedder"
-    },
-    {
-      "id": "edge:2224fff1",
-      "source": "file:src/agentkit/evolution/experience_store.py",
-      "target": "file:src/agentkit/utils/vector_math.py",
-      "type": "imports",
-      "label": "导入 compute_cosine_similarity"
-    },
-    {
-      "id": "edge:bb4e4fed",
-      "source": "file:src/agentkit/evolution/fitness.py",
-      "target": "file:src/agentkit/evolution/genetic.py",
-      "type": "imports",
-      "label": "导入 FitnessScore"
-    },
-    {
-      "id": "edge:c9a55432",
-      "source": "file:src/agentkit/evolution/genetic.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 Module"
-    },
-    {
-      "id": "edge:fb4306e4",
-      "source": "file:src/agentkit/evolution/genetic.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 Signature"
-    },
-    {
-      "id": "edge:cb437459",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 EvolutionEvent"
-    },
-    {
-      "id": "edge:6ae4b66e",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:35623ec2",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:b9faeb1c",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/ab_tester.py",
-      "type": "imports",
-      "label": "导入 ABTestConfig"
-    },
-    {
-      "id": "edge:a10a6e2b",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/ab_tester.py",
-      "type": "imports",
-      "label": "导入 ABTestResult"
-    },
-    {
-      "id": "edge:8f9756f6",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/ab_tester.py",
-      "type": "imports",
-      "label": "导入 ABTester"
-    },
-    {
-      "id": "edge:2a360b63",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/evolution_store.py",
-      "type": "imports",
-      "label": "导入 EvolutionStore"
-    },
-    {
-      "id": "edge:ea4b49db",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/llm_reflector.py",
-      "type": "imports",
-      "label": "导入 LLMReflector"
-    },
-    {
-      "id": "edge:3ab92c44",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 Module"
-    },
-    {
-      "id": "edge:d4bcc2ce",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 PromptOptimizer"
-    },
-    {
-      "id": "edge:25102006",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/reflector.py",
-      "type": "imports",
-      "label": "导入 Reflection"
-    },
-    {
-      "id": "edge:d331d321",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/reflector.py",
-      "type": "imports",
-      "label": "导入 Reflector"
-    },
-    {
-      "id": "edge:682ffaa6",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/reflector.py",
-      "type": "imports",
-      "label": "导入 RuleBasedReflector"
-    },
-    {
-      "id": "edge:629fe339",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/strategy_tuner.py",
-      "type": "imports",
-      "label": "导入 StrategyConfig"
-    },
-    {
-      "id": "edge:fb137081",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/strategy_tuner.py",
-      "type": "imports",
-      "label": "导入 StrategyTuner"
-    },
-    {
-      "id": "edge:0190d517",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemoryStore"
-    },
-    {
-      "id": "edge:c202a0ca",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/evolution/prompt_optimizer.py",
-      "type": "imports",
-      "label": "导入 LLMPromptOptimizer"
-    },
-    {
-      "id": "edge:439a273f",
-      "source": "file:src/agentkit/evolution/lifecycle.py",
-      "target": "file:src/agentkit/tools/memory_tool.py",
-      "type": "imports",
-      "label": "导入 MemoryTool"
-    },
-    {
-      "id": "edge:69d342f4",
-      "source": "file:src/agentkit/evolution/llm_reflector.py",
-      "target": "file:src/agentkit/core/trace.py",
-      "type": "imports",
-      "label": "导入 ExecutionTrace"
-    },
-    {
-      "id": "edge:52cbfa11",
-      "source": "file:src/agentkit/evolution/llm_reflector.py",
-      "target": "file:src/agentkit/evolution/reflector.py",
-      "type": "imports",
-      "label": "导入 Reflection"
-    },
-    {
-      "id": "edge:0f33f061",
-      "source": "file:src/agentkit/evolution/path_optimizer.py",
-      "target": "file:src/agentkit/evolution/experience_store.py",
-      "type": "imports",
-      "label": "导入 InMemoryExperienceStore"
-    },
-    {
-      "id": "edge:649670d2",
-      "source": "file:src/agentkit/evolution/pg_store.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 EvolutionEvent"
-    },
-    {
-      "id": "edge:85efc64e",
-      "source": "file:src/agentkit/evolution/reflector.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:7df33738",
-      "source": "file:src/agentkit/evolution/reflector.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskResult"
-    },
-    {
-      "id": "edge:819eadc3",
-      "source": "file:src/agentkit/evolution/reflector.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:7c765a7d",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/config.py",
-      "type": "imports",
-      "label": "导入 LLMConfig"
-    },
-    {
-      "id": "edge:0843cd34",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/config.py",
-      "type": "imports",
-      "label": "导入 ProviderConfig"
-    },
-    {
-      "id": "edge:8e8cc629",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:5424bb25",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMProvider"
-    },
-    {
-      "id": "edge:5516745e",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:3d8143da",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:d9293b93",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:ebacdfaf",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 ToolCall"
-    },
-    {
-      "id": "edge:0bd82d60",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/providers/anthropic.py",
-      "type": "imports",
-      "label": "导入 AnthropicProvider"
-    },
-    {
-      "id": "edge:adceab8e",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/providers/openai.py",
-      "type": "imports",
-      "label": "导入 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:18f0d1e6",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/providers/tracker.py",
-      "type": "imports",
-      "label": "导入 UsageSummary"
-    },
-    {
-      "id": "edge:37907d82",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/providers/tracker.py",
-      "type": "imports",
-      "label": "导入 UsageTracker"
-    },
-    {
-      "id": "edge:0893208e",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/providers/usage_store.py",
-      "type": "imports",
-      "label": "导入 UsageRecord"
-    },
-    {
-      "id": "edge:b2191d74",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreaker"
-    },
-    {
-      "id": "edge:e213a91d",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreakerConfig"
-    },
-    {
-      "id": "edge:7bb289ef",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitOpenError"
-    },
-    {
-      "id": "edge:f32483dc",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitState"
-    },
-    {
-      "id": "edge:aa3cef48",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryConfig"
-    },
-    {
-      "id": "edge:c224ab48",
-      "source": "file:src/agentkit/llm/__init__.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryPolicy"
-    },
-    {
-      "id": "edge:a329973c",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:e999de26",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:611e0728",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 ToolCall"
-    },
-    {
-      "id": "edge:1aa02da6",
-      "source": "file:src/agentkit/llm/cache.py",
-      "target": "file:src/agentkit/utils/vector_math.py",
-      "type": "imports",
-      "label": "导入 compute_cosine_similarity"
-    },
-    {
-      "id": "edge:dd98709b",
-      "source": "file:src/agentkit/llm/config.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreakerConfig"
-    },
-    {
-      "id": "edge:f4ccb251",
-      "source": "file:src/agentkit/llm/config.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryConfig"
-    },
-    {
-      "id": "edge:f006e364",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMProviderError"
-    },
-    {
-      "id": "edge:422bd5cd",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ModelNotFoundError"
-    },
-    {
-      "id": "edge:616731ab",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/config.py",
-      "type": "imports",
-      "label": "导入 LLMConfig"
-    },
-    {
-      "id": "edge:5e17249a",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMProvider"
-    },
-    {
-      "id": "edge:4e7898d6",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:ec0f3af8",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:04caa119",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 StreamChunk"
-    },
-    {
-      "id": "edge:7192c1db",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:d0e9efc2",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/providers/tracker.py",
-      "type": "imports",
-      "label": "导入 UsageSummary"
-    },
-    {
-      "id": "edge:91e596d1",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/providers/tracker.py",
-      "type": "imports",
-      "label": "导入 UsageTracker"
-    },
-    {
-      "id": "edge:d7f3cdc8",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 get_tracer"
-    },
-    {
-      "id": "edge:14a82491",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 _OTEL_AVAILABLE"
-    },
-    {
-      "id": "edge:8a067a48",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 llm_token_histogram"
-    },
-    {
-      "id": "edge:f989be18",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/cache.py",
-      "type": "imports",
-      "label": "导入 create_llm_cache"
-    },
-    {
-      "id": "edge:74e5c37e",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 OpenAIEmbedder"
-    },
-    {
-      "id": "edge:e6e46830",
-      "source": "file:src/agentkit/llm/gateway.py",
-      "target": "file:src/agentkit/llm/cache_key.py",
-      "type": "imports",
-      "label": "导入 generate_cache_key"
-    },
-    {
-      "id": "edge:44141011",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/anthropic.py",
-      "type": "imports",
-      "label": "导入 AnthropicProvider"
-    },
-    {
-      "id": "edge:e669f499",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/doubao.py",
-      "type": "imports",
-      "label": "导入 DoubaoProvider"
-    },
-    {
-      "id": "edge:5381e00c",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/gemini.py",
-      "type": "imports",
-      "label": "导入 GeminiProvider"
-    },
-    {
-      "id": "edge:3b0f97fb",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/openai.py",
-      "type": "imports",
-      "label": "导入 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:5d3e45b0",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/tracker.py",
-      "type": "imports",
-      "label": "导入 UsageSummary"
-    },
-    {
-      "id": "edge:3d510f0e",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/tracker.py",
-      "type": "imports",
-      "label": "导入 UsageTracker"
-    },
-    {
-      "id": "edge:3e638b03",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/usage_store.py",
-      "type": "imports",
-      "label": "导入 UsageRecord"
-    },
-    {
-      "id": "edge:74fac983",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/wenxin.py",
-      "type": "imports",
-      "label": "导入 WenxinProvider"
-    },
-    {
-      "id": "edge:6d01b329",
-      "source": "file:src/agentkit/llm/providers/__init__.py",
-      "target": "file:src/agentkit/llm/providers/yuanbao.py",
-      "type": "imports",
-      "label": "导入 YuanbaoProvider"
-    },
-    {
-      "id": "edge:3cc107f9",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMProviderError"
-    },
-    {
-      "id": "edge:5d1f4fa4",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMProvider"
-    },
-    {
-      "id": "edge:932bab7b",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:2d5f0bf9",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:cb987d7c",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 StreamChunk"
-    },
-    {
-      "id": "edge:4a4306dc",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:694d3297",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 ToolCall"
-    },
-    {
-      "id": "edge:c19eb563",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreaker"
-    },
-    {
-      "id": "edge:ad3026df",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreakerConfig"
-    },
-    {
-      "id": "edge:8782195b",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryConfig"
-    },
-    {
-      "id": "edge:ca629169",
-      "source": "file:src/agentkit/llm/providers/anthropic.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryPolicy"
-    },
-    {
-      "id": "edge:94ae1f82",
-      "source": "file:src/agentkit/llm/providers/doubao.py",
-      "target": "file:src/agentkit/llm/providers/openai.py",
-      "type": "imports",
-      "label": "导入 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:616b05e2",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMProviderError"
-    },
-    {
-      "id": "edge:4ee95f63",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMProvider"
-    },
-    {
-      "id": "edge:94e830e6",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:d4f35c3c",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:7189e3f5",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 StreamChunk"
-    },
-    {
-      "id": "edge:79adebc1",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:d1c6fbde",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 ToolCall"
-    },
-    {
-      "id": "edge:58b57f2b",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreaker"
-    },
-    {
-      "id": "edge:f08c41cf",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreakerConfig"
-    },
-    {
-      "id": "edge:ab2699e5",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryConfig"
-    },
-    {
-      "id": "edge:6841ea16",
-      "source": "file:src/agentkit/llm/providers/gemini.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryPolicy"
-    },
-    {
-      "id": "edge:807d2eb4",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMProviderError"
-    },
-    {
-      "id": "edge:c25d18a8",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMProvider"
-    },
-    {
-      "id": "edge:da82ad4d",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:8ed3022d",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:416bd66a",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 StreamChunk"
-    },
-    {
-      "id": "edge:509a9335",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:f0488c0d",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 ToolCall"
-    },
-    {
-      "id": "edge:9e0183c2",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreaker"
-    },
-    {
-      "id": "edge:601ca941",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 CircuitBreakerConfig"
-    },
-    {
-      "id": "edge:2fe51dae",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryConfig"
-    },
-    {
-      "id": "edge:b5cc4d39",
-      "source": "file:src/agentkit/llm/providers/openai.py",
-      "target": "file:src/agentkit/llm/retry.py",
-      "type": "imports",
-      "label": "导入 RetryPolicy"
-    },
-    {
-      "id": "edge:53c7d5af",
-      "source": "file:src/agentkit/llm/providers/tracker.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:a869f39a",
-      "source": "file:src/agentkit/llm/providers/tracker.py",
-      "target": "file:src/agentkit/llm/providers/usage_store.py",
-      "type": "imports",
-      "label": "导入 InMemoryUsageStore"
-    },
-    {
-      "id": "edge:6bbd8e18",
-      "source": "file:src/agentkit/llm/providers/tracker.py",
-      "target": "file:src/agentkit/llm/providers/usage_store.py",
-      "type": "imports",
-      "label": "导入 UsageStore"
-    },
-    {
-      "id": "edge:992c0e26",
-      "source": "file:src/agentkit/llm/providers/tracker.py",
-      "target": "file:src/agentkit/llm/providers/usage_store.py",
-      "type": "imports",
-      "label": "导入 UsageSummary"
-    },
-    {
-      "id": "edge:d33745e8",
-      "source": "file:src/agentkit/llm/providers/usage_store.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 TokenUsage"
-    },
-    {
-      "id": "edge:4bd4515a",
-      "source": "file:src/agentkit/llm/providers/wenxin.py",
-      "target": "file:src/agentkit/llm/providers/openai.py",
-      "type": "imports",
-      "label": "导入 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:9d188570",
-      "source": "file:src/agentkit/llm/providers/wenxin.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:01872ba2",
-      "source": "file:src/agentkit/llm/providers/wenxin.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:c4a0ec7b",
-      "source": "file:src/agentkit/llm/providers/yuanbao.py",
-      "target": "file:src/agentkit/llm/providers/openai.py",
-      "type": "imports",
-      "label": "导入 OpenAICompatibleProvider"
-    },
-    {
-      "id": "edge:bdad0373",
-      "source": "file:src/agentkit/llm/providers/yuanbao.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMRequest"
-    },
-    {
-      "id": "edge:0c4af2d5",
-      "source": "file:src/agentkit/llm/providers/yuanbao.py",
-      "target": "file:src/agentkit/llm/protocol.py",
-      "type": "imports",
-      "label": "导入 LLMResponse"
-    },
-    {
-      "id": "edge:9a466dab",
-      "source": "file:src/agentkit/llm/retry.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMProviderError"
-    },
-    {
-      "id": "edge:1590d0d6",
-      "source": "file:src/agentkit/marketplace/__init__.py",
-      "target": "file:src/agentkit/marketplace/auction.py",
-      "type": "imports",
-      "label": "导入 AuctionHouse"
-    },
-    {
-      "id": "edge:4614355b",
-      "source": "file:src/agentkit/marketplace/__init__.py",
-      "target": "file:src/agentkit/marketplace/auction.py",
-      "type": "imports",
-      "label": "导入 AuctionResult"
-    },
-    {
-      "id": "edge:9eecf155",
-      "source": "file:src/agentkit/marketplace/__init__.py",
-      "target": "file:src/agentkit/marketplace/auction.py",
-      "type": "imports",
-      "label": "导入 Bid"
-    },
-    {
-      "id": "edge:23403273",
-      "source": "file:src/agentkit/marketplace/__init__.py",
-      "target": "file:src/agentkit/marketplace/wealth.py",
-      "type": "imports",
-      "label": "导入 WealthTracker"
-    },
-    {
-      "id": "edge:100fa7c7",
-      "source": "file:src/agentkit/marketplace/auction.py",
-      "target": "file:src/agentkit/marketplace/wealth.py",
-      "type": "imports",
-      "label": "导入 WealthTracker"
-    },
-    {
-      "id": "edge:b88559df",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/client.py",
-      "type": "imports",
-      "label": "导入 MCPClient"
-    },
-    {
-      "id": "edge:e7697582",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/manager.py",
-      "type": "imports",
-      "label": "导入 MCPManager"
-    },
-    {
-      "id": "edge:e7fa11bd",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/server.py",
-      "type": "imports",
-      "label": "导入 MCPServer"
-    },
-    {
-      "id": "edge:689d0d42",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 HTTPTransport"
-    },
-    {
-      "id": "edge:28b69fbf",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 SSETransport"
-    },
-    {
-      "id": "edge:dd793d43",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 StdioTransport"
-    },
-    {
-      "id": "edge:55acb0a4",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 Transport"
-    },
-    {
-      "id": "edge:9e9cc619",
-      "source": "file:src/agentkit/mcp/__init__.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 TransportError"
-    },
-    {
-      "id": "edge:49ff9a87",
-      "source": "file:src/agentkit/mcp/client.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 HTTPTransport"
-    },
-    {
-      "id": "edge:b0890d8a",
-      "source": "file:src/agentkit/mcp/client.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 SSETransport"
-    },
-    {
-      "id": "edge:a42a7e6a",
-      "source": "file:src/agentkit/mcp/client.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 StdioTransport"
-    },
-    {
-      "id": "edge:efacd532",
-      "source": "file:src/agentkit/mcp/client.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 Transport"
-    },
-    {
-      "id": "edge:1a4d566c",
-      "source": "file:src/agentkit/mcp/client.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:9639977a",
-      "source": "file:src/agentkit/mcp/manager.py",
-      "target": "file:src/agentkit/mcp/client.py",
-      "type": "imports",
-      "label": "导入 MCPClient"
-    },
-    {
-      "id": "edge:a36022f7",
-      "source": "file:src/agentkit/mcp/manager.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 HTTPTransport"
-    },
-    {
-      "id": "edge:a1d55170",
-      "source": "file:src/agentkit/mcp/manager.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 SSETransport"
-    },
-    {
-      "id": "edge:a4e1fd91",
-      "source": "file:src/agentkit/mcp/manager.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 StdioTransport"
-    },
-    {
-      "id": "edge:77e74cc4",
-      "source": "file:src/agentkit/mcp/manager.py",
-      "target": "file:src/agentkit/mcp/transport.py",
-      "type": "imports",
-      "label": "导入 Transport"
-    },
-    {
-      "id": "edge:f5840674",
-      "source": "file:src/agentkit/mcp/manager.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:760974ec",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 Memory"
-    },
-    {
-      "id": "edge:5ab021d2",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 MemoryItem"
-    },
-    {
-      "id": "edge:74ad6802",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/working.py",
-      "type": "imports",
-      "label": "导入 WorkingMemory"
-    },
-    {
-      "id": "edge:9c1fbc25",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/episodic.py",
-      "type": "imports",
-      "label": "导入 EpisodicMemory"
-    },
-    {
-      "id": "edge:9f52c3da",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/semantic.py",
-      "type": "imports",
-      "label": "导入 SemanticMemory"
-    },
-    {
-      "id": "edge:91445f7f",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/http_rag.py",
-      "type": "imports",
-      "label": "导入 HttpRAGService"
-    },
-    {
-      "id": "edge:a7a552b0",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/retriever.py",
-      "type": "imports",
-      "label": "导入 MemoryRetriever"
-    },
-    {
-      "id": "edge:50e791fd",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/multi_source_retriever.py",
-      "type": "imports",
-      "label": "导入 MultiSourceRetriever"
-    },
-    {
-      "id": "edge:e3c698ec",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 QueryTransformerBase"
-    },
-    {
-      "id": "edge:96532efa",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 LLMQueryTransformer"
-    },
-    {
-      "id": "edge:88008284",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 RuleQueryTransformer"
-    },
-    {
-      "id": "edge:c512ca6f",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 NoOpQueryTransformer"
-    },
-    {
-      "id": "edge:457b90a1",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 TransformedQuery"
-    },
-    {
-      "id": "edge:ed6fa4e0",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 create_query_transformer"
-    },
-    {
-      "id": "edge:7870ab69",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemoryFile"
-    },
-    {
-      "id": "edge:f3572b00",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemoryStore"
-    },
-    {
-      "id": "edge:5157b1fc",
-      "source": "file:src/agentkit/memory/__init__.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemorySnapshot"
-    },
-    {
-      "id": "edge:1a8623c8",
-      "source": "file:src/agentkit/memory/adapters/__init__.py",
-      "target": "file:src/agentkit/memory/adapters/base.py",
-      "type": "imports",
-      "label": "导入 KBAdapter"
-    },
-    {
-      "id": "edge:f9709da1",
-      "source": "file:src/agentkit/memory/adapters/__init__.py",
-      "target": "file:src/agentkit/memory/adapters/feishu.py",
-      "type": "imports",
-      "label": "导入 FeishuKBAdapter"
-    },
-    {
-      "id": "edge:08d46018",
-      "source": "file:src/agentkit/memory/adapters/__init__.py",
-      "target": "file:src/agentkit/memory/adapters/confluence.py",
-      "type": "imports",
-      "label": "导入 ConfluenceAdapter"
-    },
-    {
-      "id": "edge:1599beb2",
-      "source": "file:src/agentkit/memory/adapters/__init__.py",
-      "target": "file:src/agentkit/memory/adapters/generic_http.py",
-      "type": "imports",
-      "label": "导入 GenericHTTPAdapter"
-    },
-    {
-      "id": "edge:2e8da2a5",
-      "source": "file:src/agentkit/memory/adapters/base.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 Document"
-    },
-    {
-      "id": "edge:83383603",
-      "source": "file:src/agentkit/memory/adapters/base.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 QueryResult"
-    },
-    {
-      "id": "edge:3e10cce6",
-      "source": "file:src/agentkit/memory/adapters/base.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 SourceInfo"
-    },
-    {
-      "id": "edge:ea26ab6a",
-      "source": "file:src/agentkit/memory/adapters/confluence.py",
-      "target": "file:src/agentkit/memory/adapters/base.py",
-      "type": "imports",
-      "label": "导入 KBAdapter"
-    },
-    {
-      "id": "edge:d064bd01",
-      "source": "file:src/agentkit/memory/adapters/confluence.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 Document"
-    },
-    {
-      "id": "edge:bb533b1a",
-      "source": "file:src/agentkit/memory/adapters/confluence.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 QueryResult"
-    },
-    {
-      "id": "edge:cea96b55",
-      "source": "file:src/agentkit/memory/adapters/confluence.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 SourceInfo"
-    },
-    {
-      "id": "edge:5f809b54",
-      "source": "file:src/agentkit/memory/adapters/confluence.py",
-      "target": "file:src/agentkit/utils/security.py",
-      "type": "imports",
-      "label": "导入 is_safe_url"
-    },
-    {
-      "id": "edge:1c48434b",
-      "source": "file:src/agentkit/memory/adapters/feishu.py",
-      "target": "file:src/agentkit/memory/adapters/base.py",
-      "type": "imports",
-      "label": "导入 KBAdapter"
-    },
-    {
-      "id": "edge:7c102e29",
-      "source": "file:src/agentkit/memory/adapters/feishu.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 Document"
-    },
-    {
-      "id": "edge:d26553b3",
-      "source": "file:src/agentkit/memory/adapters/feishu.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 QueryResult"
-    },
-    {
-      "id": "edge:98e8b9c7",
-      "source": "file:src/agentkit/memory/adapters/feishu.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 SourceInfo"
-    },
-    {
-      "id": "edge:f21d928e",
-      "source": "file:src/agentkit/memory/adapters/feishu.py",
-      "target": "file:src/agentkit/utils/security.py",
-      "type": "imports",
-      "label": "导入 is_safe_url"
-    },
-    {
-      "id": "edge:32d371bb",
-      "source": "file:src/agentkit/memory/adapters/generic_http.py",
-      "target": "file:src/agentkit/memory/adapters/base.py",
-      "type": "imports",
-      "label": "导入 KBAdapter"
-    },
-    {
-      "id": "edge:ed3fa32e",
-      "source": "file:src/agentkit/memory/adapters/generic_http.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 Document"
-    },
-    {
-      "id": "edge:45077727",
-      "source": "file:src/agentkit/memory/adapters/generic_http.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 QueryResult"
-    },
-    {
-      "id": "edge:294331b2",
-      "source": "file:src/agentkit/memory/adapters/generic_http.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 SourceInfo"
-    },
-    {
-      "id": "edge:4e7c7623",
-      "source": "file:src/agentkit/memory/adapters/generic_http.py",
-      "target": "file:src/agentkit/utils/security.py",
-      "type": "imports",
-      "label": "导入 is_safe_url"
-    },
-    {
-      "id": "edge:6f4149bb",
-      "source": "file:src/agentkit/memory/contextual_retrieval.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 EmbeddingCache"
-    },
-    {
-      "id": "edge:ca7f9a92",
-      "source": "file:src/agentkit/memory/episodic.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 Memory"
-    },
-    {
-      "id": "edge:f49d0564",
-      "source": "file:src/agentkit/memory/episodic.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 MemoryItem"
-    },
-    {
-      "id": "edge:d801c2cf",
-      "source": "file:src/agentkit/memory/episodic.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 Embedder"
-    },
-    {
-      "id": "edge:0fd40dcf",
-      "source": "file:src/agentkit/memory/episodic.py",
-      "target": "file:src/agentkit/utils/vector_math.py",
-      "type": "imports",
-      "label": "导入 compute_cosine_similarity"
-    },
-    {
-      "id": "edge:b17e81dd",
-      "source": "file:src/agentkit/memory/http_rag.py",
-      "target": "file:src/agentkit/memory/contextual_retrieval.py",
-      "type": "imports",
-      "label": "导入 ContextualChunker"
-    },
-    {
-      "id": "edge:c856aa9a",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/chunking.py",
-      "type": "imports",
-      "label": "导入 Chunk"
-    },
-    {
-      "id": "edge:3b657f6d",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/chunking.py",
-      "type": "imports",
-      "label": "导入 StructuralChunker"
-    },
-    {
-      "id": "edge:9eededfc",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/chunking.py",
-      "type": "imports",
-      "label": "导入 TextChunker"
-    },
-    {
-      "id": "edge:abf278a1",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/document_loader.py",
-      "type": "imports",
-      "label": "导入 Document"
-    },
-    {
-      "id": "edge:53e13154",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/embedder.py",
-      "type": "imports",
-      "label": "导入 Embedder"
-    },
-    {
-      "id": "edge:e5e8a619",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 Document"
-    },
-    {
-      "id": "edge:da44c502",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 KnowledgeBase"
-    },
-    {
-      "id": "edge:0bf3b2c2",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 QueryResult"
-    },
-    {
-      "id": "edge:cbcdd44a",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 SourceInfo"
-    },
-    {
-      "id": "edge:94cd2f88",
-      "source": "file:src/agentkit/memory/local_rag.py",
-      "target": "file:src/agentkit/utils/vector_math.py",
-      "type": "imports",
-      "label": "导入 compute_cosine_similarity"
-    },
-    {
-      "id": "edge:5c43d171",
-      "source": "file:src/agentkit/memory/multi_source_retriever.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 KnowledgeBase"
-    },
-    {
-      "id": "edge:06897382",
-      "source": "file:src/agentkit/memory/multi_source_retriever.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 QueryResult"
-    },
-    {
-      "id": "edge:6783c624",
-      "source": "file:src/agentkit/memory/multi_source_retriever.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 SourceInfo"
-    },
-    {
-      "id": "edge:87117dec",
-      "source": "file:src/agentkit/memory/rag_loop.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 MemoryItem"
-    },
-    {
-      "id": "edge:9f181172",
-      "source": "file:src/agentkit/memory/rag_loop.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 QueryTransformerBase"
-    },
-    {
-      "id": "edge:d2a5e364",
-      "source": "file:src/agentkit/memory/rag_loop.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 NoOpQueryTransformer"
-    },
-    {
-      "id": "edge:1a78fb53",
-      "source": "file:src/agentkit/memory/rag_loop.py",
-      "target": "file:src/agentkit/memory/relevance_scorer.py",
-      "type": "imports",
-      "label": "导入 RelevanceScorer"
-    },
-    {
-      "id": "edge:0a4a8bb1",
-      "source": "file:src/agentkit/memory/rag_loop.py",
-      "target": "file:src/agentkit/memory/relevance_scorer.py",
-      "type": "imports",
-      "label": "导入 RelevanceVerdict"
-    },
-    {
-      "id": "edge:5afee05f",
-      "source": "file:src/agentkit/memory/rag_loop.py",
-      "target": "file:src/agentkit/memory/relevance_scorer.py",
-      "type": "imports",
-      "label": "导入 RetrievalEvaluation"
-    },
-    {
-      "id": "edge:21ad9495",
-      "source": "file:src/agentkit/memory/relevance_scorer.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 MemoryItem"
-    },
-    {
-      "id": "edge:7a89cb1c",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 Memory"
-    },
-    {
-      "id": "edge:f5239500",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 MemoryItem"
-    },
-    {
-      "id": "edge:288a5907",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/working.py",
-      "type": "imports",
-      "label": "导入 WorkingMemory"
-    },
-    {
-      "id": "edge:946b38dc",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/episodic.py",
-      "type": "imports",
-      "label": "导入 EpisodicMemory"
-    },
-    {
-      "id": "edge:5103114c",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/semantic.py",
-      "type": "imports",
-      "label": "导入 SemanticMemory"
-    },
-    {
-      "id": "edge:c4a65cc2",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/query_transformer.py",
-      "type": "imports",
-      "label": "导入 QueryTransformerBase"
-    },
-    {
-      "id": "edge:d401e1b1",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/rag_loop.py",
-      "type": "imports",
-      "label": "导入 RAGSelfCorrectionLoop"
-    },
-    {
-      "id": "edge:c3af740b",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/relevance_scorer.py",
-      "type": "imports",
-      "label": "导入 RelevanceScorer"
-    },
-    {
-      "id": "edge:626ffcd6",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 KnowledgeBase"
-    },
-    {
-      "id": "edge:0e726cef",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/knowledge_base.py",
-      "type": "imports",
-      "label": "导入 QueryResult"
-    },
-    {
-      "id": "edge:69b055aa",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/memory/multi_source_retriever.py",
-      "type": "imports",
-      "label": "导入 MultiSourceRetriever"
-    },
-    {
-      "id": "edge:5fe676b4",
-      "source": "file:src/agentkit/memory/retriever.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:89b629c2",
-      "source": "file:src/agentkit/memory/semantic.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 Memory"
-    },
-    {
-      "id": "edge:47352c28",
-      "source": "file:src/agentkit/memory/semantic.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 MemoryItem"
-    },
-    {
-      "id": "edge:7ca638cf",
-      "source": "file:src/agentkit/memory/working.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 Memory"
-    },
-    {
-      "id": "edge:223bb276",
-      "source": "file:src/agentkit/memory/working.py",
-      "target": "file:src/agentkit/memory/base.py",
-      "type": "imports",
-      "label": "导入 MemoryItem"
-    },
-    {
-      "id": "edge:bb4ff796",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 Pipeline"
-    },
-    {
-      "id": "edge:a913d922",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineStage"
-    },
-    {
-      "id": "edge:776e6106",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 StageStatus"
-    },
-    {
-      "id": "edge:5919a000",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 AdaptiveConfig"
-    },
-    {
-      "id": "edge:66f3a239",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 ReflectionReport"
-    },
-    {
-      "id": "edge:c153df03",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "type": "imports",
-      "label": "导入 PipelineEngine"
-    },
-    {
-      "id": "edge:cb1bf686",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_loader.py",
-      "type": "imports",
-      "label": "导入 PipelineLoader"
-    },
-    {
-      "id": "edge:7be03ca2",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/handoff.py",
-      "type": "imports",
-      "label": "导入 HandoffManager"
-    },
-    {
-      "id": "edge:97732594",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/dynamic_pipeline.py",
-      "type": "imports",
-      "label": "导入 DynamicPipeline"
-    },
-    {
-      "id": "edge:d2424f52",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_state.py",
-      "type": "imports",
-      "label": "导入 PipelineStateMemory"
-    },
-    {
-      "id": "edge:f23df95e",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_state.py",
-      "type": "imports",
-      "label": "导入 PipelineStateRedis"
-    },
-    {
-      "id": "edge:47b5b317",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_state.py",
-      "type": "imports",
-      "label": "导入 PipelineStatePG"
-    },
-    {
-      "id": "edge:d581dde5",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_state.py",
-      "type": "imports",
-      "label": "导入 PipelineStateManager"
-    },
-    {
-      "id": "edge:1a995fc3",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 StepRetryPolicy"
-    },
-    {
-      "id": "edge:646d8cf5",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 execute_with_retry"
-    },
-    {
-      "id": "edge:de74afab",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/compensation.py",
-      "type": "imports",
-      "label": "导入 CompletedStep"
-    },
-    {
-      "id": "edge:2106f7a9",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/compensation.py",
-      "type": "imports",
-      "label": "导入 CompensationResult"
-    },
-    {
-      "id": "edge:4ea8bbae",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/compensation.py",
-      "type": "imports",
-      "label": "导入 SagaOrchestrator"
-    },
-    {
-      "id": "edge:9ae5feb0",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/reflection.py",
-      "type": "imports",
-      "label": "导入 PipelineReflector"
-    },
-    {
-      "id": "edge:db8d592e",
-      "source": "file:src/agentkit/orchestrator/__init__.py",
-      "target": "file:src/agentkit/orchestrator/reflection.py",
-      "type": "imports",
-      "label": "导入 PipelineReplanner"
-    },
-    {
-      "id": "edge:46222879",
-      "source": "file:src/agentkit/orchestrator/dynamic_pipeline.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "type": "imports",
-      "label": "导入 PipelineEngine"
-    },
-    {
-      "id": "edge:62489e32",
-      "source": "file:src/agentkit/orchestrator/dynamic_pipeline.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 Pipeline"
-    },
-    {
-      "id": "edge:76566fa5",
-      "source": "file:src/agentkit/orchestrator/dynamic_pipeline.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineResult"
-    },
-    {
-      "id": "edge:b57c8146",
-      "source": "file:src/agentkit/orchestrator/dynamic_pipeline.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 StageStatus"
-    },
-    {
-      "id": "edge:d8b6a9ef",
-      "source": "file:src/agentkit/orchestrator/handoff.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 HandoffMessage"
-    },
-    {
-      "id": "edge:da80991a",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
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-      "label": "导入 SagaOrchestrator"
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-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 AdversarialState"
-    },
-    {
-      "id": "edge:888d3925",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 AdaptiveConfig"
-    },
-    {
-      "id": "edge:ee5b0d0e",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 Pipeline"
-    },
-    {
-      "id": "edge:b86e193f",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineResult"
-    },
-    {
-      "id": "edge:0e4d2202",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineStage"
-    },
-    {
-      "id": "edge:d8f10d25",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 ReflectionReport"
-    },
-    {
-      "id": "edge:d837937f",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 ReviewFeedback"
-    },
-    {
-      "id": "edge:391e1ebb",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 ReviewIssue"
-    },
-    {
-      "id": "edge:41a76afb",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 StageResult"
-    },
-    {
-      "id": "edge:d04f45ae",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 StageStatus"
-    },
-    {
-      "id": "edge:741849b6",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/reflection.py",
-      "type": "imports",
-      "label": "导入 PipelineReflector"
-    },
-    {
-      "id": "edge:7c3b459a",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/reflection.py",
-      "type": "imports",
-      "label": "导入 PipelineReplanner"
-    },
-    {
-      "id": "edge:5e7bf341",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 StepRetryPolicy"
-    },
-    {
-      "id": "edge:6078d7ce",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 execute_with_retry"
-    },
-    {
-      "id": "edge:699d80f6",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:d9fe8888",
-      "source": "file:src/agentkit/orchestrator/pipeline_engine.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:32b1d4ec",
-      "source": "file:src/agentkit/orchestrator/pipeline_loader.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 Pipeline"
-    },
-    {
-      "id": "edge:c1aed373",
-      "source": "file:src/agentkit/orchestrator/pipeline_loader.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineStage"
-    },
-    {
-      "id": "edge:22d720f3",
-      "source": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 StepRetryPolicy"
-    },
-    {
-      "id": "edge:ae943402",
-      "source": "file:src/agentkit/orchestrator/pipeline_state.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_models.py",
-      "type": "imports",
-      "label": "导入 PipelineExecutionModel"
-    },
-    {
-      "id": "edge:585491e2",
-      "source": "file:src/agentkit/orchestrator/pipeline_state.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_models.py",
-      "type": "imports",
-      "label": "导入 PipelineStepHistoryModel"
-    },
-    {
-      "id": "edge:606c5a5d",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 Pipeline"
-    },
-    {
-      "id": "edge:fce7e208",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineResult"
-    },
-    {
-      "id": "edge:38f8bdad",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineStage"
-    },
-    {
-      "id": "edge:42dc6bde",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 ReflectionReport"
-    },
-    {
-      "id": "edge:6c1f06a8",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 StageResult"
-    },
-    {
-      "id": "edge:165128f6",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 StageStatus"
-    },
-    {
-      "id": "edge:b1118c65",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 StepRetryPolicy"
-    },
-    {
-      "id": "edge:e4f6ffae",
-      "source": "file:src/agentkit/orchestrator/reflection.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 StepRetryPolicy"
-    },
-    {
-      "id": "edge:a99e8b40",
-      "source": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 Pipeline"
-    },
-    {
-      "id": "edge:abbc2a4d",
-      "source": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "target": "file:src/agentkit/orchestrator/pipeline_schema.py",
-      "type": "imports",
-      "label": "导入 PipelineStage"
-    },
-    {
-      "id": "edge:8569a8f5",
-      "source": "file:src/agentkit/org/__init__.py",
-      "target": "file:src/agentkit/org/context.py",
-      "type": "imports",
-      "label": "导入 AgentProfile"
-    },
-    {
-      "id": "edge:18db082e",
-      "source": "file:src/agentkit/org/__init__.py",
-      "target": "file:src/agentkit/org/context.py",
-      "type": "imports",
-      "label": "导入 OrganizationContext"
-    },
-    {
-      "id": "edge:54a39142",
-      "source": "file:src/agentkit/org/__init__.py",
-      "target": "file:src/agentkit/org/discovery.py",
-      "type": "imports",
-      "label": "导入 AgentDiscovery"
-    },
-    {
-      "id": "edge:e0ac489e",
-      "source": "file:src/agentkit/org/discovery.py",
-      "target": "file:src/agentkit/org/context.py",
-      "type": "imports",
-      "label": "导入 AgentProfile"
-    },
-    {
-      "id": "edge:0d764570",
-      "source": "file:src/agentkit/org/discovery.py",
-      "target": "file:src/agentkit/org/context.py",
-      "type": "imports",
-      "label": "导入 OrganizationContext"
-    },
-    {
-      "id": "edge:4452057d",
-      "source": "file:src/agentkit/prompts/__init__.py",
-      "target": "file:src/agentkit/prompts/template.py",
-      "type": "imports",
-      "label": "导入 PromptTemplate"
-    },
-    {
-      "id": "edge:89b17e93",
-      "source": "file:src/agentkit/prompts/__init__.py",
-      "target": "file:src/agentkit/prompts/section.py",
-      "type": "imports",
-      "label": "导入 PromptSection"
-    },
-    {
-      "id": "edge:fd7f7a20",
-      "source": "file:src/agentkit/prompts/template.py",
-      "target": "file:src/agentkit/prompts/section.py",
-      "type": "imports",
-      "label": "导入 PromptSection"
-    },
-    {
-      "id": "edge:9d1eb8ec",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/alignment.py",
-      "type": "imports",
-      "label": "导入 AlignmentCheckResult"
-    },
-    {
-      "id": "edge:9fd63bcb",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/alignment.py",
-      "type": "imports",
-      "label": "导入 AlignmentConfig"
-    },
-    {
-      "id": "edge:8a39ec20",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/alignment.py",
-      "type": "imports",
-      "label": "导入 AlignmentGuard"
-    },
-    {
-      "id": "edge:f240fa83",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/alignment.py",
-      "type": "imports",
-      "label": "导入 CascadeAlert"
-    },
-    {
-      "id": "edge:27d7969a",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/alignment.py",
-      "type": "imports",
-      "label": "导入 ConstraintInjector"
-    },
-    {
-      "id": "edge:8e1b69f7",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/cascade_detector.py",
-      "type": "imports",
-      "label": "导入 CascadeDetector"
-    },
-    {
-      "id": "edge:1d8d0054",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityCheck"
-    },
-    {
-      "id": "edge:8e809eb9",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityGate"
-    },
-    {
-      "id": "edge:3463e900",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityResult"
-    },
-    {
-      "id": "edge:3276c816",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 OutputMetadata"
-    },
-    {
-      "id": "edge:8683d888",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 OutputStandardizer"
-    },
-    {
-      "id": "edge:816c9302",
-      "source": "file:src/agentkit/quality/__init__.py",
-      "target": "file:src/agentkit/quality/output.py",
-      "type": "imports",
-      "label": "导入 StandardOutput"
-    },
-    {
-      "id": "edge:98e46c69",
-      "source": "file:src/agentkit/quality/alignment.py",
-      "target": "file:src/agentkit/telemetry/tracer.py",
-      "type": "imports",
-      "label": "导入 get_tracer"
-    },
-    {
-      "id": "edge:1402bc5b",
-      "source": "file:src/agentkit/quality/cascade_detector.py",
-      "target": "file:src/agentkit/quality/cascade_state_store.py",
-      "type": "imports",
-      "label": "导入 CascadeStateStore"
-    },
-    {
-      "id": "edge:78c4ebf3",
-      "source": "file:src/agentkit/quality/cascade_detector.py",
-      "target": "file:src/agentkit/quality/cascade_state_store.py",
-      "type": "imports",
-      "label": "导入 InMemoryCascadeStateStore"
-    },
-    {
-      "id": "edge:c6b1e226",
-      "source": "file:src/agentkit/quality/gate.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:3bbb2203",
-      "source": "file:src/agentkit/quality/output.py",
-      "target": "file:src/agentkit/quality/gate.py",
-      "type": "imports",
-      "label": "导入 QualityResult"
-    },
-    {
-      "id": "edge:a4839d84",
-      "source": "file:src/agentkit/quality/output.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:f210e47b",
-      "source": "file:src/agentkit/router/__init__.py",
-      "target": "file:src/agentkit/router/intent.py",
-      "type": "imports",
-      "label": "导入 IntentRouter"
-    },
-    {
-      "id": "edge:82ecce7f",
-      "source": "file:src/agentkit/router/__init__.py",
-      "target": "file:src/agentkit/router/intent.py",
-      "type": "imports",
-      "label": "导入 RoutingResult"
-    },
-    {
-      "id": "edge:680c01c5",
-      "source": "file:src/agentkit/router/intent.py",
-      "target": "file:src/agentkit/llm/gateway.py",
-      "type": "imports",
-      "label": "导入 LLMGateway"
-    },
-    {
-      "id": "edge:571d9704",
-      "source": "file:src/agentkit/router/intent.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:c9d5beab",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 agents"
-    },
-    {
-      "id": "edge:9166ac0f",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 tasks"
-    },
-    {
-      "id": "edge:6560157d",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 skills"
-    },
-    {
-      "id": "edge:ecdc1a1d",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 llm"
-    },
-    {
-      "id": "edge:9c948ac7",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 health"
-    },
-    {
-      "id": "edge:3b36770c",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 metrics"
-    },
-    {
-      "id": "edge:6194c7a5",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 ws"
-    },
-    {
-      "id": "edge:c9c4470d",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 evolution"
-    },
-    {
-      "id": "edge:10cd0e6f",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 memory"
-    },
-    {
-      "id": "edge:203adfdf",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 portal"
-    },
-    {
-      "id": "edge:1eeb17ba",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 evolution_dashboard"
-    },
-    {
-      "id": "edge:05a5867b",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 kb_management"
-    },
-    {
-      "id": "edge:2810a69b",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 skill_management"
-    },
-    {
-      "id": "edge:0d306580",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 workflows"
-    },
-    {
-      "id": "edge:62607a8a",
-      "source": "file:src/agentkit/server/routes/__init__.py",
-      "target": "file:src/agentkit/server/routes/__init__.py",
-      "type": "imports",
-      "label": "导入 terminal"
-    },
-    {
-      "id": "edge:dae8c731",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 AgentConfig"
-    },
-    {
-      "id": "edge:44d4b4c7",
-      "source": "file:src/agentkit/server/routes/agents.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:62fbad94",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 EvolutionEvent"
-    },
-    {
-      "id": "edge:f9bcdcb3",
-      "source": "file:src/agentkit/server/routes/evolution.py",
-      "target": "file:src/agentkit/evolution/models.py",
-      "type": "imports",
-      "label": "导入 ABTestResultModel"
-    },
-    {
-      "id": "edge:79ac0dcd",
-      "source": "file:src/agentkit/server/routes/kb_management.py",
-      "target": "file:src/agentkit/memory/document_loader.py",
-      "type": "imports",
-      "label": "导入 DocumentLoader"
-    },
-    {
-      "id": "edge:c15e91e2",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:eb292f52",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:8c887346",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "file:src/agentkit/router/intent.py",
-      "type": "imports",
-      "label": "导入 IntentRouter"
-    },
-    {
-      "id": "edge:fc27e222",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "type": "imports",
-      "label": "导入 _experiences"
-    },
-    {
-      "id": "edge:1e73fa02",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "type": "imports",
-      "label": "导入 DashboardExperience"
-    },
-    {
-      "id": "edge:aed6ff73",
-      "source": "file:src/agentkit/server/routes/portal.py",
-      "target": "file:src/agentkit/server/routes/evolution_dashboard.py",
-      "type": "imports",
-      "label": "导入 _broadcast_event"
-    },
-    {
-      "id": "edge:0a07cfcb",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:dc6e8532",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:1d6e3757",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "file:src/agentkit/skills/pipeline.py",
-      "type": "imports",
-      "label": "导入 SkillPipeline"
-    },
-    {
-      "id": "edge:db20bb5c",
-      "source": "file:src/agentkit/server/routes/skills.py",
-      "target": "file:src/agentkit/skills/loader.py",
-      "type": "imports",
-      "label": "导入 SkillLoader"
-    },
-    {
-      "id": "edge:058160ba",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:d3c0a74c",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:ba7d6263",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 LLMProviderError"
-    },
-    {
-      "id": "edge:6489638e",
-      "source": "file:src/agentkit/server/routes/tasks.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:a1387c22",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "file:src/agentkit/tools/pty_session.py",
-      "type": "imports",
-      "label": "导入 PTYSession"
-    },
-    {
-      "id": "edge:eb43467f",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 _SAFE_COMMAND_PREFIXES"
-    },
-    {
-      "id": "edge:272d7b7d",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 _DANGEROUS_BINARIES"
-    },
-    {
-      "id": "edge:1286ef91",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 _DANGEROUS_BINARY_FLAGS"
-    },
-    {
-      "id": "edge:468a8230",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 _DANGEROUS_ARG_PATTERNS"
-    },
-    {
-      "id": "edge:db1eec57",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 _SHELL_PIPE_OPERATORS"
-    },
-    {
-      "id": "edge:a9915ac0",
-      "source": "file:src/agentkit/server/routes/terminal.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 _SHELL_CHAIN_OPERATORS"
-    },
-    {
-      "id": "edge:6c805055",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "imports",
-      "label": "导入 ApproveRequest"
-    },
-    {
-      "id": "edge:4b9f3f80",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "imports",
-      "label": "导入 CreateWorkflowRequest"
-    },
-    {
-      "id": "edge:3b035d38",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "imports",
-      "label": "导入 ExecuteWorkflowRequest"
-    },
-    {
-      "id": "edge:f029a758",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "imports",
-      "label": "导入 WorkflowDefinition"
-    },
-    {
-      "id": "edge:206bad03",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "imports",
-      "label": "导入 WorkflowExecution"
-    },
-    {
-      "id": "edge:76223fc7",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "imports",
-      "label": "导入 WorkflowStage"
-    },
-    {
-      "id": "edge:1015c0a9",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/orchestrator/workflow_schema.py",
-      "type": "imports",
-      "label": "导入 WorkflowSummary"
-    },
-    {
-      "id": "edge:b9e36af0",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:a6f29864",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:1d8cd1c9",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:2abb0848",
-      "source": "file:src/agentkit/server/routes/workflows.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:3526c571",
-      "source": "file:src/agentkit/server/routes/ws.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 CancellationToken"
-    },
-    {
-      "id": "edge:3a79a907",
-      "source": "file:src/agentkit/server/routes/ws.py",
-      "target": "file:src/agentkit/core/react.py",
-      "type": "imports",
-      "label": "导入 ReActEngine"
-    },
-    {
-      "id": "edge:d2747d2e",
-      "source": "file:src/agentkit/server/runner.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:413fc715",
-      "source": "file:src/agentkit/server/runner.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:2d8f5082",
-      "source": "file:src/agentkit/server/runner.py",
-      "target": "file:src/agentkit/server/task_store.py",
-      "type": "imports",
-      "label": "导入 TaskStore"
-    },
-    {
-      "id": "edge:618c12d4",
-      "source": "file:src/agentkit/server/task_store.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskStatus"
-    },
-    {
-      "id": "edge:fb3eae8c",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 Message"
-    },
-    {
-      "id": "edge:7de745e8",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 MessageRole"
-    },
-    {
-      "id": "edge:8281116c",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 Session"
-    },
-    {
-      "id": "edge:43232ef3",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 SessionStatus"
-    },
-    {
-      "id": "edge:a08c1bd6",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/manager.py",
-      "type": "imports",
-      "label": "导入 SessionManager"
-    },
-    {
-      "id": "edge:db4b77e7",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/store.py",
-      "type": "imports",
-      "label": "导入 InMemorySessionStore"
-    },
-    {
-      "id": "edge:2613a2d3",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/store.py",
-      "type": "imports",
-      "label": "导入 RedisSessionStore"
-    },
-    {
-      "id": "edge:c5e5f94e",
-      "source": "file:src/agentkit/session/__init__.py",
-      "target": "file:src/agentkit/session/store.py",
-      "type": "imports",
-      "label": "导入 create_session_store"
-    },
-    {
-      "id": "edge:269d95b2",
-      "source": "file:src/agentkit/session/manager.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 Message"
-    },
-    {
-      "id": "edge:7beb4cf5",
-      "source": "file:src/agentkit/session/manager.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 MessageRole"
-    },
-    {
-      "id": "edge:fc1605cf",
-      "source": "file:src/agentkit/session/manager.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 Session"
-    },
-    {
-      "id": "edge:99301f18",
-      "source": "file:src/agentkit/session/manager.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 SessionStatus"
-    },
-    {
-      "id": "edge:62d07db2",
-      "source": "file:src/agentkit/session/manager.py",
-      "target": "file:src/agentkit/session/store.py",
-      "type": "imports",
-      "label": "导入 InMemorySessionStore"
-    },
-    {
-      "id": "edge:625950f5",
-      "source": "file:src/agentkit/session/manager.py",
-      "target": "file:src/agentkit/session/store.py",
-      "type": "imports",
-      "label": "导入 SessionStore"
-    },
-    {
-      "id": "edge:7369fee0",
-      "source": "file:src/agentkit/session/store.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 Message"
-    },
-    {
-      "id": "edge:bdacc242",
-      "source": "file:src/agentkit/session/store.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 Session"
-    },
-    {
-      "id": "edge:ed15257c",
-      "source": "file:src/agentkit/session/store.py",
-      "target": "file:src/agentkit/session/models.py",
-      "type": "imports",
-      "label": "导入 SessionStatus"
-    },
-    {
-      "id": "edge:31cac539",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 IntentConfig"
-    },
-    {
-      "id": "edge:0d6fefda",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 QualityGateConfig"
-    },
-    {
-      "id": "edge:cff2ff6c",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:64253f4f",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:304226b9",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/loader.py",
-      "type": "imports",
-      "label": "导入 SkillLoader"
-    },
-    {
-      "id": "edge:e821133c",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/pipeline.py",
-      "type": "imports",
-      "label": "导入 SkillPipeline"
-    },
-    {
-      "id": "edge:2150ea70",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:7227da3e",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 CapabilityTag"
-    },
-    {
-      "id": "edge:2e375b19",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 DependencyDecl"
-    },
-    {
-      "id": "edge:18286380",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 HealthCheckResult"
-    },
-    {
-      "id": "edge:cbd4f3e0",
-      "source": "file:src/agentkit/skills/__init__.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 SkillSpec"
-    },
-    {
-      "id": "edge:f2361437",
-      "source": "file:src/agentkit/skills/base.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 AgentConfig"
-    },
-    {
-      "id": "edge:553f9139",
-      "source": "file:src/agentkit/skills/base.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ConfigValidationError"
-    },
-    {
-      "id": "edge:498d6abc",
-      "source": "file:src/agentkit/skills/base.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 CapabilityTag"
-    },
-    {
-      "id": "edge:8e800fb6",
-      "source": "file:src/agentkit/skills/base.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 DependencyDecl"
-    },
-    {
-      "id": "edge:bd9faed8",
-      "source": "file:src/agentkit/skills/base.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:2f50ab30",
-      "source": "file:src/agentkit/skills/base.py",
-      "target": "file:src/agentkit/quality/alignment.py",
-      "type": "imports",
-      "label": "导入 AlignmentConfig"
-    },
-    {
-      "id": "edge:a50b5f45",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:8cbe24da",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "file:src/agentkit/core/shared_workspace.py",
-      "type": "imports",
-      "label": "导入 SharedWorkspace"
-    },
-    {
-      "id": "edge:08c91619",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "file:src/agentkit/orchestrator/compensation.py",
-      "type": "imports",
-      "label": "导入 SagaOrchestrator"
-    },
-    {
-      "id": "edge:882f1d90",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 StepRetryPolicy"
-    },
-    {
-      "id": "edge:7e6291f5",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "file:src/agentkit/orchestrator/retry.py",
-      "type": "imports",
-      "label": "导入 execute_with_retry"
-    },
-    {
-      "id": "edge:d307eaf9",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:13807bc3",
-      "source": "file:src/agentkit/skills/geo_pipeline.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:83589fab",
-      "source": "file:src/agentkit/skills/loader.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:862058c2",
-      "source": "file:src/agentkit/skills/loader.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:9ecea761",
-      "source": "file:src/agentkit/skills/loader.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:68387198",
-      "source": "file:src/agentkit/skills/loader.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:ddf87635",
-      "source": "file:src/agentkit/skills/loader.py",
-      "target": "file:src/agentkit/skills/skill_md.py",
-      "type": "imports",
-      "label": "导入 SkillMdParser"
-    },
-    {
-      "id": "edge:bbf1016a",
-      "source": "file:src/agentkit/skills/pipeline.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:c360eb8f",
-      "source": "file:src/agentkit/skills/pipeline.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:2736837c",
-      "source": "file:src/agentkit/skills/pipeline.py",
-      "target": "file:src/agentkit/skills/registry.py",
-      "type": "imports",
-      "label": "导入 SkillRegistry"
-    },
-    {
-      "id": "edge:2a2139b1",
-      "source": "file:src/agentkit/skills/pipeline.py",
-      "target": "file:src/agentkit/core/config_driven.py",
-      "type": "imports",
-      "label": "导入 ConfigDrivenAgent"
-    },
-    {
-      "id": "edge:bb6c4431",
-      "source": "file:src/agentkit/skills/pipeline.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:4004a9bb",
-      "source": "file:src/agentkit/skills/registry.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 SkillNotFoundError"
-    },
-    {
-      "id": "edge:9a05f6e1",
-      "source": "file:src/agentkit/skills/registry.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 Skill"
-    },
-    {
-      "id": "edge:a39d4582",
-      "source": "file:src/agentkit/skills/registry.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:27e442e2",
-      "source": "file:src/agentkit/skills/registry.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 DependencyDecl"
-    },
-    {
-      "id": "edge:3598de24",
-      "source": "file:src/agentkit/skills/registry.py",
-      "target": "file:src/agentkit/skills/schema.py",
-      "type": "imports",
-      "label": "导入 HealthCheckResult"
-    },
-    {
-      "id": "edge:532d2830",
-      "source": "file:src/agentkit/skills/registry.py",
-      "target": "file:src/agentkit/skills/pipeline.py",
-      "type": "imports",
-      "label": "导入 SkillPipeline"
-    },
-    {
-      "id": "edge:a5840e6d",
-      "source": "file:src/agentkit/skills/skill_md.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ConfigValidationError"
-    },
-    {
-      "id": "edge:003ce3ed",
-      "source": "file:src/agentkit/skills/skill_md.py",
-      "target": "file:src/agentkit/skills/base.py",
-      "type": "imports",
-      "label": "导入 SkillConfig"
-    },
-    {
-      "id": "edge:11ceb20a",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 get_tracer"
-    },
-    {
-      "id": "edge:a9a94390",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 start_span"
-    },
-    {
-      "id": "edge:13a67820",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 trace_agent"
-    },
-    {
-      "id": "edge:27d7cc9a",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 trace_tool"
-    },
-    {
-      "id": "edge:eeff0403",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 trace_llm"
-    },
-    {
-      "id": "edge:4e1d6688",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 trace_pipeline_step"
-    },
-    {
-      "id": "edge:09816dec",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 _OTEL_AVAILABLE"
-    },
-    {
-      "id": "edge:d0572617",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_request_counter"
-    },
-    {
-      "id": "edge:acf73f0f",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 agent_duration_histogram"
-    },
-    {
-      "id": "edge:2df79f0e",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 llm_token_histogram"
-    },
-    {
-      "id": "edge:614b9b74",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 tool_duration_histogram"
-    },
-    {
-      "id": "edge:8f38e065",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 pipeline_step_histogram"
-    },
-    {
-      "id": "edge:1fff2b84",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/setup.py",
-      "type": "imports",
-      "label": "导入 setup_telemetry"
-    },
-    {
-      "id": "edge:d6eb5a95",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracer.py",
-      "type": "imports",
-      "label": "导入 TelemetryConfig"
-    },
-    {
-      "id": "edge:7114ff3b",
-      "source": "file:src/agentkit/telemetry/__init__.py",
-      "target": "file:src/agentkit/telemetry/tracer.py",
-      "type": "imports",
-      "label": "导入 NoOpTracer"
-    },
-    {
-      "id": "edge:18ea9c90",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:759147bd",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/function_tool.py",
-      "type": "imports",
-      "label": "导入 FunctionTool"
-    },
-    {
-      "id": "edge:03b00987",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/agent_tool.py",
-      "type": "imports",
-      "label": "导入 AgentTool"
-    },
-    {
-      "id": "edge:46f6a863",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/mcp_tool.py",
-      "type": "imports",
-      "label": "导入 MCPTool"
-    },
-    {
-      "id": "edge:496bc87f",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/registry.py",
-      "type": "imports",
-      "label": "导入 ToolRegistry"
-    },
-    {
-      "id": "edge:55dc390e",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/composition.py",
-      "type": "imports",
-      "label": "导入 SequentialChain"
-    },
-    {
-      "id": "edge:8f801a90",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/composition.py",
-      "type": "imports",
-      "label": "导入 ParallelFanOut"
-    },
-    {
-      "id": "edge:f59ed203",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/composition.py",
-      "type": "imports",
-      "label": "导入 DynamicSelector"
-    },
-    {
-      "id": "edge:2c3a40e5",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/web_crawl.py",
-      "type": "imports",
-      "label": "导入 WebCrawlTool"
-    },
-    {
-      "id": "edge:c087d690",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/schema_tools.py",
-      "type": "imports",
-      "label": "导入 SchemaExtractTool"
-    },
-    {
-      "id": "edge:2c3cf914",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/schema_tools.py",
-      "type": "imports",
-      "label": "导入 SchemaGenerateTool"
-    },
-    {
-      "id": "edge:bebffe71",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/baidu_search.py",
-      "type": "imports",
-      "label": "导入 BaiduSearchTool"
-    },
-    {
-      "id": "edge:e20de2e4",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/shell.py",
-      "type": "imports",
-      "label": "导入 ShellTool"
-    },
-    {
-      "id": "edge:88dc4244",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/terminal_session.py",
-      "type": "imports",
-      "label": "导入 TerminalSession"
-    },
-    {
-      "id": "edge:1d516a17",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/terminal_session.py",
-      "type": "imports",
-      "label": "导入 TerminalSessionManager"
-    },
-    {
-      "id": "edge:17fa7f45",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/pty_session.py",
-      "type": "imports",
-      "label": "导入 PTYSession"
-    },
-    {
-      "id": "edge:d7230454",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/output_parser.py",
-      "type": "imports",
-      "label": "导入 OutputParser"
-    },
-    {
-      "id": "edge:429bb7c0",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/output_parser.py",
-      "type": "imports",
-      "label": "导入 ParsedOutput"
-    },
-    {
-      "id": "edge:a0612001",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/output_parser.py",
-      "type": "imports",
-      "label": "导入 ErrorType"
-    },
-    {
-      "id": "edge:7e8262be",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/ask_human.py",
-      "type": "imports",
-      "label": "导入 AskHumanTool"
-    },
-    {
-      "id": "edge:dbd9525a",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/memory_tool.py",
-      "type": "imports",
-      "label": "导入 MemoryTool"
-    },
-    {
-      "id": "edge:ef3db212",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/web_search.py",
-      "type": "imports",
-      "label": "导入 WebSearchTool"
-    },
-    {
-      "id": "edge:eedad3c1",
-      "source": "file:src/agentkit/tools/__init__.py",
-      "target": "file:src/agentkit/tools/headroom_retrieve.py",
-      "type": "imports",
-      "label": "导入 HeadroomRetrieveTool"
-    },
-    {
-      "id": "edge:3c699022",
-      "source": "file:src/agentkit/tools/agent_tool.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:d13a697e",
-      "source": "file:src/agentkit/tools/agent_tool.py",
-      "target": "file:src/agentkit/core/protocol.py",
-      "type": "imports",
-      "label": "导入 TaskMessage"
-    },
-    {
-      "id": "edge:8be43a8f",
-      "source": "file:src/agentkit/tools/ask_human.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:cd1821e6",
-      "source": "file:src/agentkit/tools/baidu_search.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:39c69b0d",
-      "source": "file:src/agentkit/tools/base.py",
-      "target": "file:src/agentkit/telemetry/tracing.py",
-      "type": "imports",
-      "label": "导入 start_span"
-    },
-    {
-      "id": "edge:5df6ba79",
-      "source": "file:src/agentkit/tools/base.py",
-      "target": "file:src/agentkit/telemetry/metrics.py",
-      "type": "imports",
-      "label": "导入 tool_duration_histogram"
-    },
-    {
-      "id": "edge:c8185352",
-      "source": "file:src/agentkit/tools/composition.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:6d0d71a3",
-      "source": "file:src/agentkit/tools/computer_use.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:52c5daf0",
-      "source": "file:src/agentkit/tools/computer_use.py",
-      "target": "file:src/agentkit/tools/computer_use_session.py",
-      "type": "imports",
-      "label": "导入 ComputerUseSession"
-    },
-    {
-      "id": "edge:48f32354",
-      "source": "file:src/agentkit/tools/computer_use.py",
-      "target": "file:src/agentkit/tools/computer_use_session.py",
-      "type": "imports",
-      "label": "导入 InMemoryComputerUseSession"
-    },
-    {
-      "id": "edge:545e22d7",
-      "source": "file:src/agentkit/tools/computer_use.py",
-      "target": "file:src/agentkit/tools/computer_use_session.py",
-      "type": "imports",
-      "label": "导入 ComputerUseSessionManager"
-    },
-    {
-      "id": "edge:17c3287b",
-      "source": "file:src/agentkit/tools/computer_use.py",
-      "target": "file:src/agentkit/tools/computer_use_session.py",
-      "type": "imports",
-      "label": "导入 ActionResult"
-    },
-    {
-      "id": "edge:d5530e4d",
-      "source": "file:src/agentkit/tools/computer_use.py",
-      "target": "file:src/agentkit/tools/computer_use_recorder.py",
-      "type": "imports",
-      "label": "导入 ComputerUseRecorder"
-    },
-    {
-      "id": "edge:52a9f1d2",
-      "source": "file:src/agentkit/tools/computer_use.py",
-      "target": "file:src/agentkit/utils/security.py",
-      "type": "imports",
-      "label": "导入 is_safe_url"
-    },
-    {
-      "id": "edge:12b0706e",
-      "source": "file:src/agentkit/tools/computer_use_recorder.py",
-      "target": "file:src/agentkit/tools/computer_use_session.py",
-      "type": "imports",
-      "label": "导入 ComputerUseSession"
-    },
-    {
-      "id": "edge:9213fe03",
-      "source": "file:src/agentkit/tools/computer_use_recorder.py",
-      "target": "file:src/agentkit/tools/computer_use_session.py",
-      "type": "imports",
-      "label": "导入 ActionResult"
-    },
-    {
-      "id": "edge:5411faae",
-      "source": "file:src/agentkit/tools/function_tool.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:f7731bf2",
-      "source": "file:src/agentkit/tools/headroom_retrieve.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:45efc72e",
-      "source": "file:src/agentkit/tools/mcp_tool.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:2f3c0e43",
-      "source": "file:src/agentkit/tools/memory_tool.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemoryFile"
-    },
-    {
-      "id": "edge:8cdf8d24",
-      "source": "file:src/agentkit/tools/memory_tool.py",
-      "target": "file:src/agentkit/memory/profile.py",
-      "type": "imports",
-      "label": "导入 MemoryStore"
-    },
-    {
-      "id": "edge:2b00cc36",
-      "source": "file:src/agentkit/tools/memory_tool.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:c4b237b0",
-      "source": "file:src/agentkit/tools/registry.py",
-      "target": "file:src/agentkit/core/exceptions.py",
-      "type": "imports",
-      "label": "导入 ToolNotFoundError"
-    },
-    {
-      "id": "edge:a44953a3",
-      "source": "file:src/agentkit/tools/registry.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:2a107044",
-      "source": "file:src/agentkit/tools/schema_tools.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:59296f94",
-      "source": "file:src/agentkit/tools/shell.py",
-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
-    },
-    {
-      "id": "edge:c2f63c79",
-      "source": "file:src/agentkit/tools/shell.py",
-      "target": "file:src/agentkit/tools/output_parser.py",
-      "type": "imports",
-      "label": "导入 OutputParser"
-    },
-    {
-      "id": "edge:efa898eb",
-      "source": "file:src/agentkit/tools/shell.py",
-      "target": "file:src/agentkit/tools/output_parser.py",
-      "type": "imports",
-      "label": "导入 ParsedOutput"
-    },
-    {
-      "id": "edge:1de99799",
-      "source": "file:src/agentkit/tools/shell.py",
-      "target": "file:src/agentkit/tools/terminal_session.py",
-      "type": "imports",
-      "label": "导入 TerminalSession"
-    },
-    {
-      "id": "edge:bd883a95",
-      "source": "file:src/agentkit/tools/shell.py",
-      "target": "file:src/agentkit/tools/terminal_session.py",
-      "type": "imports",
-      "label": "导入 TerminalSessionManager"
-    },
-    {
-      "id": "edge:8ca0b959",
-      "source": "file:src/agentkit/tools/shell.py",
-      "target": "file:src/agentkit/tools/pty_session.py",
-      "type": "imports",
-      "label": "导入 PTYSession"
-    },
-    {
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-      "source": "file:src/agentkit/tools/skill_install.py",
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-      "target": "file:src/agentkit/tools/base.py",
-      "type": "imports",
-      "label": "导入 Tool"
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-      "type": "creates",
-      "weight": 0.7
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-    {
-      "source": "class:src/agentkit/core/plan_exec_engine.py:ReActStepExecutor",
-      "target": "class:src/agentkit/core/plan_exec_engine.py:_ReActStepAgent",
-      "type": "creates",
-      "weight": 0.7
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-      "type": "imports",
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-      "target": "func:load_config_with_dotenv",
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-      "target": "func:_deep_update_ruamel",
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-      "target": "func:_write_env_var",
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-      "target": "func:_deep_resolve",
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-      "target": "func:find_config_path",
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-      "label": "调用 find_config_path 查找配置文件",
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-      "target": "func:has_llm_provider",
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-      "target": "file:src/agentkit/server/config.py",
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-      "source": "file:src/agentkit/cli/main.py",
-      "target": "file:src/agentkit/server/config.py",
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-      "target": "file:src/agentkit/server/config.py",
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-      "source": "file:src/agentkit/cli/onboarding.py",
-      "target": "file:src/agentkit/server/config.py",
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-      "source": "file:src/agentkit/server/routes/settings.py",
-      "target": "file:src/agentkit/server/config.py",
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-      "target": "file:src/agentkit/server/routes/settings.py",
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-      "target": "file:src/agentkit/cli/main.py",
-      "type": "tested_by",
-      "label": "测试 CLI 命令",
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-      "description": "从项目入口开始，了解如何启动和使用AgentKit",
-      "steps": [
-        {
-          "nodeId": "file:src/agentkit/__main__.py",
-          "why": "Python模块入口，python -m agentkit"
-        },
-        {
-          "nodeId": "file:src/agentkit/__init__.py",
-          "why": "包入口，导出核心公共API"
-        },
-        {
-          "nodeId": "file:src/agentkit/cli/main.py",
-          "why": "CLI主入口，Typer应用定义"
-        },
-        {
-          "nodeId": "file:src/agentkit/server/app.py",
-          "why": "HTTP服务入口，FastAPI应用创建"
-        }
-      ]
-    },
-    {
-      "id": "tour:agent-lifecycle",
-      "name": "Agent生命周期导览",
-      "description": "深入理解Agent从创建到执行任务的完整生命周期",
-      "steps": [
-        {
-          "nodeId": "class:BaseAgent",
-          "why": "Agent基类，定义标准生命周期和可插拔能力"
-        },
-        {
-          "nodeId": "func:BaseAgent.start",
-          "why": "Agent启动流程：连接Redis→注册→心跳→监听"
-        },
-        {
-          "nodeId": "func:BaseAgent.execute",
-          "why": "任务执行框架方法：on_task_start→handle_task→quality_gate→on_task_complete"
-        },
-        {
-          "nodeId": "func:BaseAgent.handle_task",
-          "why": "抽象方法，子类实现业务逻辑"
-        },
-        {
-          "nodeId": "class:ConfigDrivenAgent",
-          "why": "配置驱动Agent，从YAML自动组装"
-        },
-        {
-          "nodeId": "func:ConfigDrivenAgent.handle_task",
-          "why": "根据execution_mode路由到react/direct/custom模式"
-        },
-        {
-          "nodeId": "class:AgentConfig",
-          "why": "Agent配置模型，支持YAML/Dict构建"
-        }
-      ]
-    },
-    {
-      "id": "tour:react-engine",
-      "name": "ReAct引擎导览",
-      "description": "理解ReAct推理-行动循环的核心实现",
-      "steps": [
-        {
-          "nodeId": "class:ReActEngine",
-          "why": "ReAct引擎核心，Think→Act→Observe循环"
-        },
-        {
-          "nodeId": "func:ReActEngine.execute",
-          "why": "执行ReAct循环，支持超时和取消"
-        },
-        {
-          "nodeId": "func:ReActEngine.execute_stream",
-          "why": "流式执行，逐步yield事件"
-        },
-        {
-          "nodeId": "func:ReActEngine._execute_tool",
-          "why": "工具调用执行，处理成功和失败"
-        },
-        {
-          "nodeId": "func:ReActEngine._parse_text_tool_calls",
-          "why": "文本解析模式，支持Action和代码块格式"
-        },
-        {
-          "nodeId": "class:ReActStep",
-          "why": "单步记录数据结构"
-        },
-        {
-          "nodeId": "class:ReActResult",
-          "why": "ReAct执行结果数据结构"
-        },
-        {
-          "nodeId": "class:ReActEvent",
-          "why": "流式执行事件数据结构"
-        }
-      ]
-    },
-    {
-      "id": "tour:llm-gateway",
-      "name": "LLM网关导览",
-      "description": "了解多Provider统一网关的设计和实现",
-      "steps": [
-        {
-          "nodeId": "class:LLMGateway",
-          "why": "LLM网关核心，统一多Provider调用接口"
-        },
-        {
-          "nodeId": "file:src/agentkit/llm/protocol.py",
-          "why": "LLM协议定义，LLMProvider/LLMRequest/LLMResponse"
-        },
-        {
-          "nodeId": "file:src/agentkit/llm/config.py",
-          "why": "模型别名和Provider配置"
-        },
-        {
-          "nodeId": "file:src/agentkit/llm/providers/openai.py",
-          "why": "OpenAI Provider实现"
-        },
-        {
-          "nodeId": "file:src/agentkit/llm/providers/anthropic.py",
-          "why": "Anthropic Provider实现"
-        },
-        {
-          "nodeId": "file:src/agentkit/llm/retry.py",
-          "why": "LLM重试策略"
-        }
-      ]
-    },
-    {
-      "id": "tour:memory-system",
-      "name": "记忆系统导览",
-      "description": "理解多层记忆系统的架构和实现",
-      "steps": [
-        {
-          "nodeId": "file:src/agentkit/memory/base.py",
-          "why": "记忆基类接口定义"
-        },
-        {
-          "nodeId": "file:src/agentkit/memory/retriever.py",
-          "why": "统一记忆检索器，整合工作/情景/语义记忆"
-        },
-        {
-          "nodeId": "file:src/agentkit/memory/working.py",
-          "why": "工作记忆 - 基于Redis的短期记忆"
-        },
-        {
-          "nodeId": "file:src/agentkit/memory/episodic.py",
-          "why": "情景记忆 - 基于向量的长期记忆"
-        },
-        {
-          "nodeId": "file:src/agentkit/memory/semantic.py",
-          "why": "语义记忆 - RAG服务集成"
-        },
-        {
-          "nodeId": "file:src/agentkit/memory/embedder.py",
-          "why": "文本向量化嵌入器"
-        }
-      ]
-    },
-    {
-      "id": "tour:orchestration",
-      "name": "编排系统导览",
-      "description": "了解多Agent协作编排和Pipeline引擎",
-      "steps": [
-        {
-          "nodeId": "class:Orchestrator",
-          "why": "多Agent协作编排器，Orchestrator-Worker模式"
-        },
-        {
-          "nodeId": "func:Orchestrator.execute",
-          "why": "编排执行：分解→执行→汇总"
-        },
-        {
-          "nodeId": "func:Orchestrator.execute_adaptive",
-          "why": "自适应编排：执行→评估→再分解循环"
-        },
-        {
-          "nodeId": "file:src/agentkit/orchestrator/pipeline_engine.py",
-          "why": "Pipeline引擎，执行DAG工作流"
-        },
-        {
-          "nodeId": "file:src/agentkit/orchestrator/pipeline_schema.py",
-          "why": "Pipeline配置模型"
-        },
-        {
-          "nodeId": "file:src/agentkit/orchestrator/reflection.py",
-          "why": "执行后反思模块"
-        }
-      ]
-    },
-    {
-      "id": "tour:skills-router",
-      "name": "技能与路由导览",
-      "description": "了解技能定义、注册和意图路由机制",
-      "steps": [
-        {
-          "nodeId": "file:src/agentkit/skills/base.py",
-          "why": "技能基类和配置定义"
-        },
-        {
-          "nodeId": "class:SkillRegistry",
-          "why": "技能注册中心"
-        },
-        {
-          "nodeId": "file:src/agentkit/skills/loader.py",
-          "why": "从YAML加载技能定义"
-        },
-        {
-          "nodeId": "class:IntentRouter",
-          "why": "意图路由器，匹配用户输入到技能"
-        },
-        {
-          "nodeId": "file:src/agentkit/router/intent.py",
-          "why": "意图路由实现"
-        }
-      ]
-    },
-    {
-      "id": "tour:evolution",
-      "name": "进化系统导览",
-      "description": "了解Agent自我进化的机制和实现",
-      "steps": [
-        {
-          "nodeId": "file:src/agentkit/evolution/lifecycle.py",
-          "why": "进化生命周期Mixin"
-        },
-        {
-          "nodeId": "file:src/agentkit/evolution/reflector.py",
-          "why": "反思器 - 分析结果生成改进建议"
-        },
-        {
-          "nodeId": "file:src/agentkit/evolution/prompt_optimizer.py",
-          "why": "Prompt自动优化"
-        },
-        {
-          "nodeId": "file:src/agentkit/evolution/genetic.py",
-          "why": "遗传算法进化"
-        },
-        {
-          "nodeId": "file:src/agentkit/evolution/ab_tester.py",
-          "why": "A/B测试对比"
-        }
-      ]
-    },
-    {
-      "id": "tour:infrastructure",
-      "name": "基础设施导览",
-      "description": "了解消息总线、会话管理、遥测等基础设施",
-      "steps": [
-        {
-          "nodeId": "file:src/agentkit/bus/protocol.py",
-          "why": "消息总线协议接口"
-        },
-        {
-          "nodeId": "file:src/agentkit/bus/redis_bus.py",
-          "why": "Redis Pub/Sub消息总线"
-        },
-        {
-          "nodeId": "file:src/agentkit/bus/memory_bus.py",
-          "why": "进程内消息总线"
-        },
-        {
-          "nodeId": "file:src/agentkit/session/manager.py",
-          "why": "会话管理器"
-        },
-        {
-          "nodeId": "file:src/agentkit/telemetry/tracing.py",
-          "why": "OpenTelemetry追踪集成"
-        },
-        {
-          "nodeId": "file:src/agentkit/telemetry/metrics.py",
-          "why": "运行指标收集"
-        }
-      ]
-    }
-  ]
-}
\ No newline at end of file
diff --git a/.understand-anything/meta.json b/.understand-anything/meta.json
deleted file mode 100644
index 9540d6c..0000000
--- a/.understand-anything/meta.json
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-  "lastAnalyzedAt": "2026-06-17T05:30:00.000000+00:00",
-  "gitCommitHash": "840d1af4f7a3c1b5e8d2c6a9f0e3b7d5h6i8j0k2",
-  "version": "1.0.0",
-  "analyzedFiles": 2418,
-  "lastUpdateSummary": "fix: resolve benchmark failures from root cause (LLM timeout, WebSocket, latency stats)"
-}
diff --git a/configs/experts/allenzhang.yaml b/configs/experts/allenzhang.yaml
index 691f6c6..f5042c5 100644
--- a/configs/experts/allenzhang.yaml
+++ b/configs/experts/allenzhang.yaml
@@ -16,7 +16,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "A"
-  color: "#07C160"
+  color: "#1e40af"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/backend_engineer.yaml b/configs/experts/backend_engineer.yaml
index 4030f7f..b342aee 100644
--- a/configs/experts/backend_engineer.yaml
+++ b/configs/experts/backend_engineer.yaml
@@ -15,7 +15,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "B"
-  color: "#fa8c16"
+  color: "#155e75"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/charlie_munger.yaml b/configs/experts/charlie_munger.yaml
index 1c1e56d..d46b102 100644
--- a/configs/experts/charlie_munger.yaml
+++ b/configs/experts/charlie_munger.yaml
@@ -16,7 +16,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "C"
-  color: "#2C3E50"
+  color: "#166534"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/code_reviewer.yaml b/configs/experts/code_reviewer.yaml
index 48e2532..0220c1f 100644
--- a/configs/experts/code_reviewer.yaml
+++ b/configs/experts/code_reviewer.yaml
@@ -15,7 +15,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "C"
-  color: "#722ed1"
+  color: "#1f2937"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/dev_team.yaml b/configs/experts/dev_team.yaml
index 1707983..76e89f5 100644
--- a/configs/experts/dev_team.yaml
+++ b/configs/experts/dev_team.yaml
@@ -18,7 +18,7 @@ config:
     - qa_engineer
     - code_reviewer
   avatar: "D"
-  color: "#1890ff"
+  color: "#6b7280"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/elon_musk.yaml b/configs/experts/elon_musk.yaml
index 3fd6465..ec02518 100644
--- a/configs/experts/elon_musk.yaml
+++ b/configs/experts/elon_musk.yaml
@@ -15,7 +15,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "E"
-  color: "#E31937"
+  color: "#9ca3af"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/frontend_engineer.yaml b/configs/experts/frontend_engineer.yaml
index 20b00c6..57ea6cb 100644
--- a/configs/experts/frontend_engineer.yaml
+++ b/configs/experts/frontend_engineer.yaml
@@ -15,7 +15,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "F"
-  color: "#52c41a"
+  color: "#1e40af"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/jeff_bezos.yaml b/configs/experts/jeff_bezos.yaml
index c1fb138..c9fd7df 100644
--- a/configs/experts/jeff_bezos.yaml
+++ b/configs/experts/jeff_bezos.yaml
@@ -16,7 +16,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "J"
-  color: "#FF9900"
+  color: "#92400e"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/paul_graham.yaml b/configs/experts/paul_graham.yaml
index 297b587..baa6206 100644
--- a/configs/experts/paul_graham.yaml
+++ b/configs/experts/paul_graham.yaml
@@ -17,7 +17,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "P"
-  color: "#FF6600"
+  color: "#92400e"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/private_board.yaml b/configs/experts/private_board.yaml
index 32e6e9b..c475fb3 100644
--- a/configs/experts/private_board.yaml
+++ b/configs/experts/private_board.yaml
@@ -18,7 +18,7 @@ config:
     - charlie_munger
     - paul_graham
   avatar: "P"
-  color: "#8E44AD"
+  color: "#7c2d12"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/qa_engineer.yaml b/configs/experts/qa_engineer.yaml
index d66c9c2..0ba396b 100644
--- a/configs/experts/qa_engineer.yaml
+++ b/configs/experts/qa_engineer.yaml
@@ -15,7 +15,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "Q"
-  color: "#eb2f96"
+  color: "#374151"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/ray_dalio.yaml b/configs/experts/ray_dalio.yaml
index c7f61ef..9600574 100644
--- a/configs/experts/ray_dalio.yaml
+++ b/configs/experts/ray_dalio.yaml
@@ -17,7 +17,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "R"
-  color: "#1A5276"
+  color: "#6b7280"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/steve_jobs.yaml b/configs/experts/steve_jobs.yaml
index 2e7f1e1..04d2e22 100644
--- a/configs/experts/steve_jobs.yaml
+++ b/configs/experts/steve_jobs.yaml
@@ -17,7 +17,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "S"
-  color: "#555555"
+  color: "#1e40af"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/tech_lead.yaml b/configs/experts/tech_lead.yaml
index 4716619..8d315de 100644
--- a/configs/experts/tech_lead.yaml
+++ b/configs/experts/tech_lead.yaml
@@ -15,7 +15,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "T"
-  color: "#1890ff"
+  color: "#92400e"
   is_lead: true
   task_mode: llm_generate
   prompt:
diff --git a/configs/experts/warren_buffett.yaml b/configs/experts/warren_buffett.yaml
index 6fef9cc..0a063b6 100644
--- a/configs/experts/warren_buffett.yaml
+++ b/configs/experts/warren_buffett.yaml
@@ -17,7 +17,7 @@ config:
   collaboration_strategy: "cooperative"
   bound_skills: []
   avatar: "W"
-  color: "#1E8449"
+  color: "#78716c"
   is_lead: false
   task_mode: llm_generate
   prompt:
diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml
new file mode 100644
index 0000000..2399f60
--- /dev/null
+++ b/docker-compose.dev.yml
@@ -0,0 +1,27 @@
+version: "3.8"
+
+# =============================================================================
+# 开发环境 override
+# =============================================================================
+# 用法：docker compose -f docker-compose.yaml -f docker-compose.dev.yml up -d redis postgres
+#
+# 仅启动 redis + postgres（agentkit 在宿主机运行），映射端口到 6381/5435
+# 避免与 pms-redis(6379) / geo_redis(6380) / geo_db(5433) 端口冲突
+#
+# .env.dev 应包含：
+#   REDIS_URL=redis://127.0.0.1:6381/0
+#   DATABASE_URL=postgresql+asyncpg://agentkit:agentkit@127.0.0.1:5435/agentkit
+# =============================================================================
+
+services:
+  # 开发模式不启动 agentkit 容器（在宿主机运行）
+  agentkit:
+    profiles: ["never"]
+
+  redis:
+    ports:
+      - "6381:6379"
+
+  postgres:
+    ports:
+      - "5435:5432"
diff --git a/docker-compose.yaml b/docker-compose.yaml
index 9d5cb34..8b0cbae 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -1,5 +1,12 @@
 version: "3.8"
 
+# =============================================================================
+# 生产部署配置
+# =============================================================================
+# 启动：docker compose up -d
+# agentkit 容器内通过 service name (redis/postgres) 连接，不暴露中间件端口
+# =============================================================================
+
 services:
   agentkit:
     build: .
@@ -8,8 +15,12 @@ services:
       - "8001:8001"
     env_file: .env
     environment:
+      # 容器间通信：使用 service name，不依赖宿主机端口
       - REDIS_URL=redis://redis:6379/0
       - DATABASE_URL=postgresql+asyncpg://agentkit:agentkit@postgres:5432/agentkit
+      - AGENTKIT_BUS_BACKEND=redis
+      - AGENTKIT_SESSION_BACKEND=redis
+      - AGENTKIT_TASK_STORE_BACKEND=redis
     depends_on:
       redis:
         condition: service_healthy
@@ -25,8 +36,9 @@ services:
 
   redis:
     image: redis:7-alpine
-    ports:
-      - "6379:6379"
+    # 生产模式不暴露端口到宿主机，仅容器间可达
+    expose:
+      - "6379"
     volumes:
       - redisdata:/data
     healthcheck:
@@ -38,8 +50,9 @@ services:
 
   postgres:
     image: pgvector/pgvector:pg15
-    ports:
-      - "5432:5432"
+    # 生产模式不暴露端口到宿主机，仅容器间可达
+    expose:
+      - "5432"
     environment:
       POSTGRES_USER: agentkit
       POSTGRES_PASSWORD: agentkit
diff --git a/docs/brainstorms/2026-07-02-private-board-restrictions-and-scheme-b-bubbles-requirements.md b/docs/brainstorms/2026-07-02-private-board-restrictions-and-scheme-b-bubbles-requirements.md
new file mode 100644
index 0000000..88ce759
--- /dev/null
+++ b/docs/brainstorms/2026-07-02-private-board-restrictions-and-scheme-b-bubbles-requirements.md
@@ -0,0 +1,78 @@
+---
+date: 2026-07-02
+topic: private-board-restrictions-and-scheme-b-bubbles
+---
+
+## Summary
+
+收尾私董会（@board）模块的 UI 细节与单会话状态约束。三处改动：(1) 限制一个对话只能存在一个私董会，新建私董会必须从新会话发起；(2) 将 `BoardBannerCard`（私董会开始卡片）从带边框 / 紫条 / 进度条 / 专家 chip 的重样式简化为单行标题 + 副标题；(3) 给所有 `AssistantText` 渲染添加方案 B 风格的浅灰圆角矩形气泡，与方案 B 截图保持一致。
+
+## Problem Frame
+
+私董会功能自 2026-06 上线以来已能正确触发多轮讨论，但 UI 上仍残留三处粗糙点：
+
+1. **单会话多私董会无约束**。`ChatInput.vue:75` 的"私董会"按钮 `@click` 直接 `showBoardModal = true`，对当前会话是否已经存在私董会无任何判断。后端在 `board_started` 事件中没有按会话做去重，连续两次 `SendMessage("@board:...")` 会在同一会话里创建第二个私董会，叠加在第一个未结束的私董会之上，`boardState.experts` 被覆盖、轮次错乱、`StickyModeHeader` 头像数与实际不符。
+2. **`BoardBannerCard` 样式过重**。`BoardBannerCard.vue:55-137` 使用了 `background / border / border-radius / box-shadow` 四件套 + 4px 紫条 + 进度条 + 专家 chip pill，与方案 B 整体"克制、不重样式"的取向冲突。方案 B 截图（参考 `docs/.../2026-06-18-chat-area-vi-redesign-requirements.md` 中的方案 B 示意）的"开始"标题区域是单行文本，不带装饰。
+3. **方案 B 气泡未落地**。方案 B 截图中的"专家发言"区域是**有**浅灰圆角矩形气泡包裹内容（不是无气泡），与 ChatGPT / Notion AI 风格一致。当前 `AssistantText.vue:1-30` 的内容区 `.assistant-text` 没有背景 / 边框 / 圆角，气泡效果完全缺失。
+
+## Key Decisions
+
+- **私董会限制的"已存在"判断以 `boardState.status` 为准**：`status === 'discussing' | 'concluding'` 时禁止在当前会话再次发起；`status === 'completed' | 'dissolved' | null` 时允许（已完成 / 已解散的旧私董会不阻塞新私董会）。判断点放在 `ChatInput.vue` "私董会"按钮 `@click` 处（最自然的 UX 拦截点），不放在 `BoardMeetingModal` 内部（避免用户填表后才发现不能发起）。
+- **私董会限制的反馈方式是 a-modal 弹窗 + 快捷新建按钮**。点击"私董会"按钮时若检测到已有私董会，弹出 `a-modal`，标题"当前会话已存在私董会"，副文"请新建会话来创建新的私董会"，按钮"我知道了" + "新建会话"。"新建会话"按钮直接调用 `chatStore.createConversation()` 并 `chatStore.selectConversation(newId)`，让用户立即在新会话里继续操作。
+- **BoardBannerCard 简化为单行标题 + 副标题**。完全去掉 `BankOutlined` 图标、专家 chip 列表、4px 紫条、进度条、卡片背景 / 边框 / 圆角 / 阴影。最终输出形如：
+
+  ```
+  私董会 — 利用 agent 实现私董会的功能，应该用什么功能来打动客户
+  轮次：第 1 / 5 轮
+  ```
+
+  标题字号 = `var(--font-base)` 加粗 + 主题文本；副标题字号 = `var(--font-xs)` + `var(--text-tertiary)`。`StickyModeHeader` 顶部的紫色"私董会"徽章 + 主题 + 专家头像组保持不变，承担需要"重样式"的展示职责。
+- **方案 B 浅灰气泡应用到所有 assistant 消息**。具体范围：`role === 'assistant'` 的所有 `MessageShell` 内的内容（普通 chat、@team 阶段、@board 发言、Debate、Plan exec、Tool result 等）都加同款浅灰圆角矩形气泡；`role === 'user'` 的用户消息气泡保留现有 `UserBubble.vue` 的右对齐独立样式，不加 AssistantText 风格的浅灰块。气泡使用 token 颜色（`var(--bg-secondary)` 或 `var(--bg-elevated)` 系）+ 圆角 `var(--radius-md)` + 内边距 `var(--space-3) var(--space-4)`，确保与方案 B 截图视觉一致；颜色与边框用 CSS 变量绑定，**禁止硬编码** `#f3f4f6` / `#fbfbfa` / `#ededec` 等值。
+- **气泡内的代码块、表格、行内代码样式保持不变**。`AssistantText.vue:257-401` 的 `pre / hljs / code / table` 样式已经在 dark-on-light 配色上做了适配（`--code-bg` / `--code-fg` / `--code-keyword` 等 token），气泡背景换浅灰后这些 token 自动适配，不需要单独再改。
+- **不触碰 StickyModeHeader 顶部条**。顶部条的紫色边框、徽章、4 个专家头像等不属于本次改动范围。
+
+## Requirements
+
+### 单会话私董会限制
+
+- R1. `ChatInput.vue` 的"私董会"按钮 `@click` 处理函数在打开 `BoardMeetingModal` 前，先检查 `chatStore.boardState.value`：若非 null 且 `status === 'discussing' | 'concluding'`，触发 a-modal 弹窗，**不**打开 `BoardMeetingModal`。
+- R2. a-modal 弹窗内容：标题"当前会话已存在私董会"，副文案"请新建会话来创建新的私董会"，按钮"我知道了"（关闭弹窗）+ "新建会话"（主操作）。"新建会话"按钮点击后：(a) 关闭弹窗；(b) 调用 `chatStore.createConversation()`；(c) `await chatStore.selectConversation(newId)`；(d) 不自动打开 `BoardMeetingModal`，由用户在新会话中再次点击"私董会"按钮继续。
+- R3. 若 `boardState.value === null` 或 `status === 'completed' | 'dissolved'`，保持当前行为：`showBoardModal = true` 直接打开 `BoardMeetingModal`，不弹提示。
+- R4. 判定不依赖后端 / `is_board` 标记 / `conv.is_board`——以前端 `chatStore.boardState.value` 实时状态为权威源，避免 reload 后误判。
+
+### 私董会开始卡片简化
+
+- R5. `BoardBannerCard.vue` 重构为单行标题 + 副标题：保留 `topic / maxRounds / currentRound` props（向后兼容调用方），不再使用 `experts` props（删除 prop）。
+- R6. 模板输出仅两行：第一行 `私董会 — {topic}`（无 BankOutlined、无边框、无背景、无圆角、无 4px 紫条）；第二行 `轮次：第 {currentRound} / {maxRounds} 轮`（小灰字）。
+- R7. `<style scoped>` 中删除 `.board-banner-card` / `.board-banner-card__bar` / `.board-banner-card__chip` 等所有重样式相关类；保留 `.board-banner-card__title` / `.board-banner-card__meta` 两条最小样式。
+- R8. `useMessageRenderer.ts` 中 `board_started` 的渲染路径不变（仍然渲染 `BoardBannerCard` 组件），确保 streaming 期间与 reload 后的视觉一致。
+
+### AssistantText 浅灰气泡
+
+- R9. `MessageShell.vue` 的 `.message-shell__content` 增加浅灰气泡样式：仅当 `role === 'assistant'` 时生效（`user` 角色不触发）；`background: var(--bg-secondary)` + `border-radius: var(--radius-md)` + `padding: var(--space-3) var(--space-4)` + `border: 1px solid var(--border-color)` + `color: var(--text-primary)`。
+- R10. 气泡样式**不**使用 `!important`，不覆盖组件内已有的代码块 / 表格 / 路由 tag 样式（这些样式已经在 R-9 之外独立维护）。
+- R11. 浅灰气泡不影响 `BoardRoundCard` 内 `AssistantText` 的渲染（已统一走 `MessageShell` 槽位）。
+- R12. 私董会专家发言（`board_speech` / `board_summary`）、普通 chat assistant 消息、@team 阶段消息、Debate 消息都通过 `MessageShell` + `AssistantText` 渲染，因此统一获得 R-9 浅灰气泡，无需逐个组件加样式。
+- R13. 气泡宽度继承 `.message-shell__content` 的现有 `width: 100%; max-width: 100%`——气泡跟随消息列宽自适应，不强制固定最大宽度。
+
+## Scope Boundaries
+
+### Deferred for later
+
+- **后端按会话去重 `board_started`**：本次只做前端拦截，**不**改后端逻辑。后端允许同一会话收到多次 `board_started` 是当前事实，本次不做接口变更；前端的"未在新会话发起"拦截在功能上等价于"阻止重复发起"。如果未来需要在多端 / 多浏览器同步场景下做强一致，再考虑后端校验。
+- **StickyModeHeader 顶部条的视觉细化**（徽章大小、专家头像间距、紫色边框粗细）不在本次范围。
+- **BoardConclusionCard / DebateBannerCard / TeamPlanCard 等其他 board 模式组件的样式统一**：本次只改 `BoardBannerCard`，其他卡片样式留待后续迭代。
+
+### Outside this product's identity
+
+- 不调整方案 B 调色板（`expertIdentity.ts` 的 12 色 PALETTE）和专家头像首字符规则。
+- 不调整私董会后端流程（`BoardOrchestrator` / `chatStream` 事件顺序）。
+- 不调整 AssistantText 的 markdown 渲染逻辑、代码高亮、表格样式。
+
+## Dependencies / Assumptions
+
+- 假设：`chatStore.createConversation()` 存在并返回新会话 id（`chatStore.ts:310` 已确认）。
+- 假设：`chatStore.selectConversation(id)` 可异步调用（`chatStore.ts:218` 已确认）。
+- 假设：`BoardState.status` 类型为 `"discussing" | "concluding" | "completed" | "dissolved"`（`chatStream.ts:65` 已确认），"已存在私董会"判断取 `discussing | concluding`。
+- 假设：`--bg-secondary` / `--radius-md` / `--space-3` / `--space-4` / `--border-color` / `--text-primary` 已在 `tokens.css` 中定义并被前端使用（`styles/tokens.css` 已确认存在）。
+- 不确定性：私董会可能存在的中间状态（`forming` / `executing` / `synthesizing` 等）目前不在 `BoardState.status` 联合中；如果未来增加新 status，本次"已存在"判断需扩展。
diff --git a/docs/plans/2026-07-02-001-feat-private-board-restrictions-and-scheme-b-bubbles-plan.md b/docs/plans/2026-07-02-001-feat-private-board-restrictions-and-scheme-b-bubbles-plan.md
new file mode 100644
index 0000000..b6b0799
--- /dev/null
+++ b/docs/plans/2026-07-02-001-feat-private-board-restrictions-and-scheme-b-bubbles-plan.md
@@ -0,0 +1,393 @@
+---
+date: 2026-07-02
+type: feat
+title: 私董会单会话限制 + 方案B 气泡 + 简化开始卡片
+origin: docs/brainstorms/2026-07-02-private-board-restrictions-and-scheme-b-bubbles-requirements.md
+status: ready
+---
+
+## Summary
+
+收尾私董会（@board）模块的 UI 细节与单会话状态约束，四处协同改动：(1) 在 `ChatInput.vue` 的"私董会"按钮 click 处拦截"当前会话已存在进行中的私董会"场景，弹 a-modal 提示并提供快捷新建会话按钮；(2) 将 `BoardBannerCard.vue` 从带边框/紫条/进度条/专家 chip 的重样式简化为单行标题+副标题；(3) 给 `MessageShell.vue` 中所有 `role === 'assistant'` 的消息内容添加方案 B 风格的浅灰圆角矩形气泡（F1-A 独立 token / F4-A 排除 conclusion / D4-方案1 `:empty` 隐藏）；(4) 将 `UserBubble.vue` 普通文本消息改为 demo 中的深色右对齐气泡（`--color-primary` + `--text-inverse`），@board/@team 命令卡片保持现有浅色背景。改动范围仅限前端 Vue 组件与少量 store/type/token 文件，不动后端、不动方案 B 调色板、不动 StickyModeHeader 顶部条。
+
+## Problem Frame
+
+私董会功能上线后存在三处 UI 粗糙点（详见 origin: docs/brainstorms/2026-07-02-private-board-restrictions-and-scheme-b-bubbles-requirements.md）：
+
+1. **单会话多私董会无约束**：`ChatInput.vue:75` 的"私董会"按钮 `@click` 直接 `showBoardModal = true`，对当前会话是否已存在私董会无任何判断。连续两次 `SendMessage("@board:...")` 会创建第二个私董会，叠加在第一个未结束的私董会之上，`boardState.experts` 被覆盖、轮次错乱、`StickyModeHeader` 头像数与实际不符。
+2. **BoardBannerCard 样式过重**：`BoardBannerCard.vue` 使用了 card+border+shadow+4px 紫条+进度条+专家 chip pill 等装饰，与方案 B 整体"克制、不重样式"取向冲突。方案 B 截图中的"开始"区域是单行文本，不带装饰。
+3. **方案 B 气泡未落地**：方案 B 截图中专家发言区域**有**浅灰圆角矩形气泡包裹内容，与 ChatGPT / Notion AI 风格一致。当前 `MessageShell.vue:178-184` 的 `.message-shell__content` 没有背景/边框/圆角，气泡效果完全缺失。
+
+## Requirements
+
+完整继承 origin 文档的 13 条 R-IDs（R1-R13）并新增 R14-R19（F4-A / D4-方案1 / U4 决策固化），共 19 条，分组如下：
+
+**单会话私董会限制（R1-R4）**：
+- R1：`ChatInput.vue` "私董会"按钮 `@click` 在打开 `BoardMeetingModal` 前检查 `chatStore.boardState`，`status === 'discussing' | 'concluding'` 时弹 a-modal，**不**打开 modal
+- R2：a-modal 标题"当前会话已存在私董会"，副文"请新建会话来创建新的私董会"，按钮"我知道了"+ "新建会话"（主操作）；"新建会话"流程：关 modal → `chatStore.createConversation()` → `chatStore.selectConversation(newId, true)` → 不自动打开 modal
+- R3：`boardState === null` 或 `status === 'completed' | 'dissolved'` 时保持当前行为
+- R4：以前端 `chatStore.boardState` 为权威源，不依赖后端 / `is_board` 标记
+
+**BoardBannerCard 简化（R5-R8）**：
+- R5：重构为单行标题+副标题，保留 `topic / maxRounds / currentRound` props 向后兼容，删除 `experts` prop
+- R6：模板输出两行：`私董会 — {topic}` + `轮次：第 {currentRound} / {maxRounds} 轮`
+- R7：删除 `.board-banner-card` 的重样式（background/border/border-radius/box-shadow）及 `__bar / __chip` 等重样式类，保留 `.board-banner-card` 容器（仅 margin/padding）+ `__title / __meta` 最小样式
+- R8：`useMessageRenderer.ts` 中 `board_started` 渲染路径不变
+
+**AssistantText 浅灰气泡（R9-R15）**：
+- R9：`MessageShell.vue` 的 `.message-shell__content` 加 `background: var(--bg-message-bubble)` + `border-radius: var(--radius-md)` + `padding: var(--space-3) var(--space-4)` + `border: 1px solid var(--border-color)` + `color: var(--text-primary)`，仅 `role === 'assistant'` 时生效。**F1-A 决策**：引入独立 token `--bg-message-bubble`（light `#ffffff` / dark `#1f1f1f`），与 `--bg-secondary`（inline code/table 背景）解耦，避免气泡背景与代码/表格背景视觉冲突
+- R10：不使用 `!important`，不覆盖代码块/表格/路由 tag 样式
+- R11：不影响 `BoardRoundCard` 内 `AssistantText` 渲染
+- R12：私董会专家发言、普通 chat、@team 阶段、Debate 等都通过 `MessageShell + AssistantText` 统一获得气泡
+- R13：气泡宽度继承现有 `width: 100%; max-width: 100%`，不强制固定最大宽度
+- R14：**F4-A 决策**：气泡选择器排除 `board_conclusion` 类型——`BoardConclusionCard` 自带 card chrome（background/border/border-radius/shadow），保留其自身样式，不再被气泡包裹。实现方式：在 `MessageShell.vue` 通过 `messageType` prop 或 `:not(:has(.board-conclusion-card))` 选择器排除
+- R15：**D4-方案1 决策**：空 slot 内容（pre-stream thinking / tool-call-only）时气泡不渲染背景——通过 `:empty` 选择器隐藏 `background / border / padding`，仅显示 thinking dots。有内容流入后自动恢复气泡样式
+
+**UserBubble 普通文本深色气泡（R16-R19）**：
+- R16：`UserBubble.vue` 的普通文本消息（`<span class="user-bubble__text">`）样式改为 demo 中的深色右对齐气泡：`background: var(--color-primary)` + `color: var(--text-inverse)` + `padding: var(--space-3) var(--space-4)` + `max-width: 70%`
+- R17：@board/@team 命令卡片（`.user-bubble__command`）和文件附件保持现有 `--bg-tertiary` 浅色背景，不应用深色气泡样式
+- R18：dark mode 自动反转——`--color-primary` 在 dark mode 下为 `#fbfbfa`（浅），`--text-inverse` 为 `#1a1a1a`（深），user 气泡自动变为浅色背景 + 深色文字
+- R19：通过 `isPlainText` computed（`!fileAttachment && !commandBubble`）+ `.user-bubble--text` modifier class 区分普通文本与命令卡片，不修改 `.user-bubble` 默认样式
+
+## Key Technical Decisions
+
+- **拦截点选择 ChatInput 按钮 click，不放在 BoardMeetingModal 内部** — 最自然的 UX 拦截点，避免用户填表后才发现不能发起。判断依据 `chatStore.boardState` 实时状态，不依赖后端 / `is_board` 标记，避免 reload 后误判（见 origin R4）。
+- **私董会状态判定取 `discussing | concluding`** — `BoardState.status` 类型为 `"discussing" | "concluding" | "completed" | "dissolved"`（chatStream.ts:65 确认）。`completed | dissolved` 的旧私董会不阻塞新私董会发起，符合 origin R3 要求。
+- **"新建会话"按钮流程：`createConversation()` → `selectConversation(newId, true)`** — `createConversation()` 是同步函数（chatStore.ts:333 确认），自动设置 `currentConversationId` 但不加载服务端会话；后续 `selectConversation(newId, true)` 强制 reload 确保状态干净。不自动打开 `BoardMeetingModal`，由用户在新会话中再次点击"私董会"按钮继续（见 origin R2）。
+- **BoardBannerCard 简化为单行标题+副标题，不删除组件本身** — 保留 `BoardBannerCard.vue` 文件，仅重构 template + style。`useMessageRenderer.ts` 的 `board_started` 渲染路径不变（origin R8），保持 streaming 期间与 reload 后视觉一致。
+- **气泡样式挂在 `MessageShell.vue` 的 `.message-shell__content` 上，不挂在 `AssistantText.vue`** — `MessageShell` 是所有 assistant 消息的统一外壳，挂在这里可一次性覆盖 board_speech / board_summary / 普通聊天 / @team / Debate 等场景（origin R12），且不影响 `UserBubble.vue` 的 user 消息样式。**board_conclusion 例外**（F4-A）：`BoardConclusionCard` 自带 card chrome，不被气泡包裹。
+- **气泡使用 CSS 变量，禁止硬编码** — 新增 `--bg-message-bubble: #ffffff` (light) / `#1f1f1f` (dark) 到 `tokens.css`，与 `--bg-secondary`（inline code/table 背景 `#fbfbfa`）解耦（F1-A 决策）。dark mode 自动切换。禁止硬编码 `#f3f4f6` / `#fbfbfa` / `#ffffff` 等值（project rules 硬约束）。
+- **`role === 'assistant'` 时启用气泡，`role === 'user'` 不启用** — 通过 `.message-shell--assistant .message-shell__content` 选择器限定，避免污染 user 消息的 `UserBubble` 样式。
+- **F4-A 排除 conclusion 类型** — `board_conclusion` 消息渲染的 `BoardConclusionCard` 自带 `background: var(--bg-primary)` + `border` + `border-radius: var(--radius-card)` + `box-shadow`，气泡选择器需排除该类型，避免"白卡片嵌套在白气泡里"的视觉冲突。实现方式：在 `MessageShell.vue` 增加 `messageType` prop（或 `:not(:has(.board-conclusion-card))` 选择器），conclusion 类型不加气泡样式。
+- **D4-方案1 `:empty` 隐藏空气泡** — 空 slot 内容（pre-stream thinking / tool-call-only）时通过 `:empty` 选择器隐藏 `background / border / padding`，仅显示 thinking dots 动画。有内容流入后自动恢复气泡样式，无需 JS 判断。
+- **U4 仅普通文本消息深色气泡，命令卡片保持浅色** — `UserBubble.vue` 同时渲染三种内容（普通文本 / @board|@team 命令卡片 / 文件附件），命令卡片含结构化信息（header + experts list），深色背景会降低可读性。通过 `isPlainText` computed + `.user-bubble--text` modifier 精确限定深色样式仅作用于普通文本，命令卡片和文件附件继承 `.user-bubble` 默认 `--bg-tertiary` 浅色背景。
+- **U4 用 `--color-primary` + `--text-inverse` 自动适配 dark mode** — `--color-primary` 在 light mode 为 `#1a1a1a`（深），dark mode 为 `#fbfbfa`（浅）；`--text-inverse` 反之。user 气泡在 dark mode 下自动反转为浅色背景 + 深色文字，无需额外 dark mode 覆盖。
+
+## Implementation Units
+
+### U1. ChatInput 拦截 + a-modal 弹窗 + 快捷新建会话
+
+**Goal:** 在 `ChatInput.vue` 的"私董会"按钮 click 处增加拦截逻辑：当前会话已存在进行中的私董会时弹 a-modal 提示，提供"我知道了"和"新建会话"两个按钮；"新建会话"按钮调用 `chatStore.createConversation()` + `selectConversation(newId, true)` 跳转到新空会话。
+
+**Requirements:** R1, R2, R3, R4
+
+**Dependencies:** 无
+
+**Files:**
+- src/agentkit/server/frontend/src/components/chat/ChatInput.vue（修改）
+- src/agentkit/server/frontend/src/components/chat/\_\_tests\_\_/ChatInput.test.ts（新建）
+
+**Approach:**
+- 在 `<template>` 中新增一个 `<a-modal v-model:open="showBoardBlockModal">`，标题"当前会话已存在私董会"，内容"请新建会话来创建新的私董会"，footer 两个按钮：`<a-button @click="showBoardBlockModal = false">我知道了</a-button>` + `<a-button type="primary" @click="handleCreateNewConversationForBoard">新建会话</a-button>`
+- 新增 `showBoardBlockModal = ref(false)` state
+- 新增 `handleBoardClick()` 函数替代 inline `@click="showBoardModal = true"`：
+  - 检查 `chatStore.boardState?.status`：若为 `'discussing' | 'concluding'` → `showBoardBlockModal.value = true`，return
+  - 否则 `showBoardModal.value = true`
+- 新增 `handleCreateNewConversationForBoard()` 函数：
+  - `showBoardBlockModal.value = false`
+  - `chatStore.createConversation()`
+  - `await chatStore.selectConversation(chatStore.currentConversationId!, true)`
+  - 不设置 `showBoardModal.value = true`（让用户在新会话中再次点击）
+- "私董会"按钮 `@click` 改为 `handleBoardClick`
+
+**Patterns to follow:**
+- `ChatInput.vue:63-71` 的 `showTeamModal` 模式（v-model:open + ref + handleXxxSubmit）
+- `chatStore.ts:333-345` 的 `createConversation` 同步签名
+- `chatStore.ts:219` 的 `selectConversation(id, force = false)` 异步签名
+
+**Test scenarios:**
+- Happy path：`chatStore.boardState === null` → 点击"私董会"按钮 → `showBoardModal === true`，`showBoardBlockModal === false`
+- Happy path：`chatStore.boardState?.status === 'completed'` → 点击"私董会"按钮 → `showBoardModal === true`（已完成私董会不阻塞）
+- Happy path：`chatStore.boardState?.status === 'dissolved'` → 同上
+- 拦截 path：`chatStore.boardState?.status === 'discussing'` → 点击"私董会"按钮 → `showBoardModal === false`，`showBoardBlockModal === true`
+- 拦截 path：`chatStore.boardState?.status === 'concluding'` → 同上
+- "新建会话"按钮：点击后 `showBoardBlockModal === false`，`chatStore.currentConversationId` 已变化，`chatStore.boardState === null`（新会话清空 boardState）
+- "我知道了"按钮：点击后 `showBoardBlockModal === false`，`chatStore.currentConversationId` 不变，`showBoardModal === false`
+
+> **注**：Pinia setup store 的 ref 自动解包，`chatStore.boardState` 已是 `BoardState | null`，不能写 `chatStore.boardState.value`。如需 ref 访问用 `storeToRefs(chatStore).boardState.value`。
+
+**Verification:**
+- 启动 Tauri 客户端，在已有私董会的会话中点击"私董会"按钮，应弹出提示而非 modal
+- 点击"新建会话"后自动跳转到新会话，boardState 清空
+- 在新会话中点击"私董会"按钮可正常打开 BoardMeetingModal
+
+---
+
+### U2. BoardBannerCard 简化为单行标题+副标题
+
+**Goal:** 将 `BoardBannerCard.vue` 从带边框/紫条/进度条/专家 chip 的重样式简化为纯文本两行：`私董会 — {topic}` + `轮次：第 N/M 轮`，删除 BankOutlined 图标、4px 紫条、专家 chip、卡片背景/边框/圆角/阴影。
+
+**Requirements:** R5, R6, R7, R8
+
+**Dependencies:** 无（与 U1/U3 互不依赖，可并行）
+
+**Files:**
+- src/agentkit/server/frontend/src/components/chat/messages/BoardBannerCard.vue（修改）
+- src/agentkit/server/frontend/src/components/chat/helpers/useMessageRenderer.ts（修改，**F3-A 决策**：删除 board_banner case 中 experts prop 传参，避免 Vue 3 attribute fallthrough 把 `[object Object]` 渲染到根 div）
+- src/agentkit/server/frontend/src/components/preview/scenes/Scene4BoardDiscussion.vue（修改，适配新 props）
+- src/agentkit/server/frontend/src/components/chat/messages/\_\_tests\_\_/BoardBannerCard.test.ts（新建）
+
+**Approach:**
+- `<template>` 简化为：
+  ```vue
+  <div class="board-banner-card">
+    <div class="board-banner-card__title">私董会 — {{ topic }}</div>
+    <div class="board-banner-card__meta">轮次：第 {{ currentRound }} / {{ maxRounds }} 轮</div>
+  </div>
+  ```
+- 删除 `<script setup>` 中的 `BankOutlined` import 和 `progressPercent` computed
+- `interface Props` 删除 `experts` 字段，保留 `topic / maxRounds / currentRound`
+- `<style scoped>` 删除 `.board-banner-card__bar / __body / __icon / __experts / __chip / __chip--moderator / __chip-avatar / __progress / __progress-fill` 共 9 个类，仅保留：
+  - `.board-banner-card` 容器（`margin-bottom: var(--space-3)` + `padding: var(--space-2) 0`，无 background/border/shadow）
+  - `.board-banner-card__title`（`font-size: var(--font-md); font-weight: var(--font-weight-semibold); color: var(--text-primary); margin-bottom: var(--space-1)`）
+  - `.board-banner-card__meta`（`font-size: var(--font-xs); color: var(--text-tertiary)`）
+- `Scene4BoardDiscussion.vue` 中调用 `<BoardBannerCard>` 的地方删除 `:experts` prop 传参
+- `useMessageRenderer.ts` 中 `board_banner` case 删除 `experts` prop 传参（**F3-A 决策**）
+
+**Patterns to follow:**
+- `MessageShell.vue:150-163` 的 `.message-shell__name / __meta` 简洁文本样式
+
+**Test scenarios:**
+- Happy path：传入 `topic="测试主题" maxRounds=5 currentRound=2` → 渲染两行文本，第一行"私董会 — 测试主题"，第二行"轮次：第 2 / 5 轮"
+- 边界：`currentRound=0` → 第二行"轮次：第 0 / 5 轮"（不报错）
+- 边界：`maxRounds=0` → 第二行"轮次：第 1 / 0 轮"（不报错，不做除零校验）
+- 渲染契约：组件根 div **不**含 `background / border / border-radius / box-shadow` 任一 CSS 属性
+- 渲染契约：组件**不**渲染 `<BankOutlined />` / `.board-banner-card__bar` / `.board-banner-card__chip` 任一元素
+- Props 契约：传入 `experts` 数组时组件不报错（向后兼容，prop 已删除会被 Vue 忽略为 fallthrough attr，但需确认不会作为 attribute 渲染到根 div）
+- **F3-A fallthrough 契约**：`useMessageRenderer.ts` 的 `board_banner` case 不再传 `experts` prop（已删除），根 div **不**含 `experts="[object Object]"` 属性
+
+**Verification:**
+- 启动 Tauri 客户端，发起私董会，第一条消息应显示为纯文本两行，无卡片背景/图标/进度条
+- 预览场景 `Scene4BoardDiscussion.vue` 仍然能正常渲染
+
+---
+
+### U3. MessageShell 浅灰气泡（方案B）
+
+**Goal:** 在 `MessageShell.vue` 的 `.message-shell__content` 上增加方案 B 风格的浅灰圆角矩形气泡样式，仅 `role === 'assistant'` 时生效，使用 CSS 变量绑定，dark mode 自动切换。**F1-A 决策**：气泡用独立 token `--bg-message-bubble`（与 inline code/table 的 `--bg-secondary` 解耦）；**F4-A 决策**：排除 `board_conclusion` 类型；**D4-方案1 决策**：空内容通过 `:empty` 隐藏气泡。
+
+**Requirements:** R9, R10, R11, R12, R13, R14, R15
+
+**Dependencies:** 无（与 U1/U2 互不依赖，可并行）
+
+**Files:**
+- src/agentkit/server/frontend/src/styles/tokens.css（修改，**F1-A 决策**：新增 `--bg-message-bubble` token，light `#ffffff` / dark `#1f1f1f`）
+- src/agentkit/server/frontend/src/components/chat/messages/MessageShell.vue（修改）
+- src/agentkit/server/frontend/src/components/chat/messages/\_\_tests\_\_/MessageShell.test.ts（新建或扩展）
+
+**Approach:**
+- **第一步（F1-A）**：在 `tokens.css` 的 `:root`（light）和 `[data-theme="dark"]`（或等效 dark 选择器）下新增 `--bg-message-bubble: #ffffff`（light）/ `#1f1f1f`（dark）。位置紧邻 `--bg-secondary` 定义，注释说明"消息气泡背景，与 inline code/table 背景解耦"
+- **第二步**：在 `MessageShell.vue` 的 `<style scoped>` 中新增规则：
+  ```css
+  .message-shell--assistant .message-shell__content {
+    background: var(--bg-message-bubble);
+    border: 1px solid var(--border-color);
+    border-radius: var(--radius-md);
+    padding: var(--space-3) var(--space-4);
+    color: var(--text-primary);
+  }
+  /* F4-A: board_conclusion 类型不加气泡，保留 BoardConclusionCard 自身 card chrome */
+  .message-shell--assistant.message-shell--conclusion .message-shell__content,
+  .message-shell--assistant:has(.board-conclusion-card) .message-shell__content {
+    background: transparent;
+    border: none;
+    border-radius: 0;
+    padding: 0;
+  }
+  /* D4-方案1: 空 slot 内容隐藏气泡背景，仅显示 thinking dots */
+  .message-shell--assistant .message-shell__content:empty {
+    background: transparent;
+    border: none;
+    padding: 0;
+  }
+  ```
+- **第三步（F4-A 配套）**：`MessageShell.vue` 的 `interface Props` 新增 `messageType?: string` prop（可选），template 根 div 根据 `messageType === 'board_conclusion'` 添加 `.message-shell--conclusion` class。或使用 `:has(.board-conclusion-card)` 选择器（更简洁但需确认浏览器支持——现代浏览器已支持 `:has()`，Tauri WebView 基于 Chromium 111+ 支持）
+- 选择器限定 `.message-shell--assistant` 前缀，确保 `role === 'user'` 的 `UserBubble` 不受影响
+- 不使用 `!important`，让 `AssistantText.vue:257-401` 内部的 `pre / hljs / code / table` 样式自然继承（这些样式已用 `--code-bg` 等 token，浅灰气泡背景下自动适配）
+- 不修改 `.message-shell__content` 的 `display: flex / flex-direction: column / gap: var(--space-2) / width: 100% / max-width: 100%`（R13 要求）
+- 不修改 `.message-shell--user .message-shell__content` 的 `align-items: flex-end`（user 消息保持右对齐，不加气泡）
+
+**Patterns to follow:**
+- `tokens.css:65,223` 的 `--bg-secondary` 定义（light `#fbfbfa`，dark `#1f1f1f`）—— `--bg-message-bubble` 紧邻此定义
+- `tokens.css:79,237` 的 `--border-color` 定义
+- `tokens.css:97` 的 `--radius-md: 6px`
+- `LoginView.vue:184-196` 的"显式绑定 token，禁硬编码"模式
+
+**Test scenarios:**
+- Happy path（assistant）：渲染 `<MessageShell role="assistant">` + 默认 slot 内容 → `.message-shell__content` 计算样式含 `background-color: rgb(255, 255, 255)`（light mode 下 `--bg-message-bubble: #ffffff`）
+- Happy path（user）：渲染 `<MessageShell role="user">` + 默认 slot 内容 → `.message-shell__content` 计算样式 `background-color` 为空或 `rgba(0,0,0,0)`（不加气泡）
+- **F1-A 区分性**：slot 内含 `<code>async</code>` inline code → inline code 背景为 `--bg-secondary` (`#fbfbfa`)，气泡背景为 `--bg-message-bubble` (`#ffffff`)，二者视觉可区分
+- 气泡内代码块：slot 内含 `<pre><code>` → 代码块背景 `--code-bg` 不被气泡背景覆盖（视觉可区分）
+- 气泡宽度：`.message-shell__content` 计算样式 `width: 100%`，`max-width: 100%`（跟随消息列宽）
+- Dark mode：切换到 dark mode → `.message-shell__content` 计算样式 `background-color: rgb(31, 31, 31)`（`--bg-message-bubble: #1f1f1f`）
+- **F4-A 排除 conclusion**：渲染 `<MessageShell role="assistant" messageType="board_conclusion">` + `BoardConclusionCard` slot → `.message-shell__content` 计算样式 `background-color: transparent`，`border: none`（不加气泡，`BoardConclusionCard` 自身 card chrome 保留）
+- **D4-方案1 空内容隐藏**：渲染 `<MessageShell role="assistant">` + 空 slot → `.message-shell__content` 计算样式 `background-color: transparent`，`border: none`，`padding: 0`（`:empty` 选择器生效）
+- **D4-方案1 有内容恢复**：渲染 `<MessageShell role="assistant">` + 非空 slot → `:empty` 不匹配，气泡样式正常应用
+- 渲染契约：样式**不**使用 `!important`
+- 渲染契约：样式**不**硬编码 `#f3f4f6 / #fbfbfa / #ededec / #ffffff` 等值（必须用 CSS 变量）
+
+**Verification:**
+- 启动 Tauri 客户端，发起普通 chat，assistant 消息应有浅灰（实际为 `#ffffff` 纯白，与 `#fbfbfa` 的 inline code 区分）圆角矩形气泡
+- 发起私董会，专家发言（board_speech）应有同款气泡
+- 发起私董会，结论消息（board_conclusion）应保留 `BoardConclusionCard` 自身 card 样式，**不**被气泡包裹
+- 切换 dark mode，气泡背景应自动变为深色（`#1f1f1f`）
+- user 消息（右侧）应显示为 demo 中的深色气泡（`--color-primary` 背景 + `--text-inverse` 白字），@board/@team 命令卡片保持现有浅色背景（见 U4）
+- assistant 消息在 thinking 阶段（空内容）不应显示空气泡矩形，仅显示三点动画
+
+---
+
+### U4. UserBubble 普通文本深色气泡（参考 demo）
+
+**Goal:** 将 `UserBubble.vue` 的普通文本消息（`<span class="user-bubble__text">`）样式改为 demo 中的深色右对齐气泡：`--color-primary` 背景 + `--text-inverse` 白字 + `padding: var(--space-3) var(--space-4)` + `max-width: 70%`。@board/@team 命令卡片和文件附件保持现有 `--bg-tertiary` 浅色背景，不变。
+
+**Requirements:** R16, R17, R18, R19
+
+**Dependencies:** 无（与 U1/U2/U3 互不依赖，可并行）
+
+**Files:**
+- src/agentkit/server/frontend/src/components/chat/messages/UserBubble.vue（修改）
+- src/agentkit/server/frontend/src/components/chat/messages/\_\_tests\_\_/UserBubble.test.ts（新建或扩展）
+
+**Approach:**
+- `<script setup>` 新增 `isPlainText` computed：`!fileAttachment.value && !commandBubble.value`
+- `<template>` 根 div 的 `:class` 新增 `'user-bubble--text': isPlainText` modifier：
+  ```vue
+  <div
+    class="user-bubble"
+    :class="{
+      'user-bubble--focusable': msgId,
+      'user-bubble--text': isPlainText,
+    }"
+    ...
+  >
+  ```
+- `<style scoped>` 新增 `.user-bubble--text` 规则（仅普通文本消息时覆盖 `.user-bubble` 默认背景）：
+  ```css
+  /* U4: 普通文本消息参考 demo 深色气泡，command card / file attachment 保持浅色 */
+  .user-bubble--text {
+    background: var(--color-primary);
+    color: var(--text-inverse);
+    padding: var(--space-3) var(--space-4);
+    max-width: 70%;
+  }
+  ```
+- 不修改 `.user-bubble` 默认样式（`--bg-tertiary` 背景 + `--text-primary` 文字），让 command card 和 file attachment 继承现有浅色背景
+- 不修改 `.user-bubble__command` / `.user-bubble__command-*` 内部样式（保持现有结构化卡片可读性）
+- 不修改 `.user-bubble__actions` 操作按钮工具栏样式（当前 `--bg-secondary` 背景 + `--border-color` 边框，在深色气泡旁可见性需验证）
+- `--color-primary` 和 `--text-inverse` 在 light/dark mode 下自动反转（tokens.css:18,176 + 75,233 确认），dark mode 下 user 气泡自动变为浅色背景 + 深色文字
+
+**Patterns to follow:**
+- demo `tmp_scheme_b_options_demo.html:230-240` 的 `.user-msg__bubble` 样式（`--color-primary` + `--text-inverse` + `--space-3 var(--space-4)` + `--radius-lg` + `max-width: 70%`）
+- `tokens.css:18,176` 的 `--color-primary` 定义（light `#1a1a1a` / dark `#fbfbfa`）
+- `tokens.css:75,233` 的 `--text-inverse` 定义（light `#ffffff` / dark `#1a1a1a`）
+
+**Test scenarios:**
+- Happy path（普通文本）：渲染 `<UserBubble content="Hello">` → 根 div 含 `.user-bubble--text` class，计算样式 `background-color: rgb(26, 26, 26)`（light mode 下 `--color-primary: #1a1a1a`），`color: rgb(255, 255, 255)`（`--text-inverse: #ffffff`）
+- Happy path（@board 命令）：渲染 `<UserBubble content="@board 测试主题">` → 根 div **不**含 `.user-bubble--text` class，背景保持 `--bg-tertiary`（浅色），command card 内部样式不变
+- Happy path（@team 命令）：渲染 `<UserBubble content="@team 测试">` → 同上，保持浅色背景
+- Happy path（文件附件）：渲染 `<UserBubble content="[文件][x.pdf](url)">` → 根 div **不**含 `.user-bubble--text` class，背景保持 `--bg-tertiary`
+- Dark mode：切换到 dark mode → 普通文本消息 `.user-bubble--text` 计算样式 `background-color: rgb(251, 251, 250)`（`--color-primary: #fbfbfa`），`color: rgb(26, 26, 26)`（`--text-inverse: #1a1a1a`），自动反转
+- 操作按钮工具栏：普通文本消息 hover → `.user-bubble__actions` 可见，在深色气泡左侧（`right: calc(100% + var(--space-2))`）显示，`--bg-secondary` 背景与深色气泡有视觉区分
+- max-width 契约：普通文本消息 `max-width: 70%`，command card 保持 `max-width: 100%`（`.user-bubble__command` 自身设置）
+- 渲染契约：样式**不**使用 `!important`
+- 渲染契约：样式**不**硬编码 `#1a1a1a / #ffffff` 等值（必须用 CSS 变量）
+
+**Verification:**
+- 启动 Tauri 客户端，发送普通文本消息 → 右侧显示深色圆角气泡，白字
+- 发送 @board 命令 → 右侧显示浅色结构化命令卡片（保持现有样式）
+- 发送 @team 命令 → 同上，保持浅色
+- 切换 dark mode → 普通文本消息自动反转为浅色气泡 + 深色文字，command card 不变
+- 普通文本消息 hover → 操作按钮工具栏在气泡左侧可见
+
+---
+
+## Scope Boundaries
+
+### Deferred to Follow-Up Work
+
+- **后端按会话去重 `board_started`**：本次只做前端拦截，不改后端。如果未来需要在多端/多浏览器同步场景下做强一致，再考虑后端校验（origin 文档已声明 deferred）。
+- **StickyModeHeader 顶部条的视觉细化**（徽章大小、专家头像间距、紫色边框粗细）不在本次范围。
+- **BoardConclusionCard / DebateBannerCard / TeamPlanCard 等其他 board 模式组件的样式统一**：本次只改 `BoardBannerCard`，其他卡片样式留待后续迭代。
+
+### Outside this product's identity
+
+- 不调整方案 B 调色板（`expertIdentity.ts` 的 12 色 PALETTE）和专家头像首字符规则。
+- 不调整私董会后端流程（`BoardOrchestrator` / `chatStream` 事件顺序）。
+- 不调整 AssistantText 的 markdown 渲染逻辑、代码高亮、表格样式。
+
+## Risks & Dependencies
+
+- **风险 1：U3 气泡样式可能影响 `AssistantText` 内部代码块/表格的视觉对比度** — 缓解：测试场景明确要求代码块背景 `--code-bg` 不被覆盖；`AssistantText.vue:257-401` 的 `pre/hljs/code/table` 样式已用独立 token，理论上不受影响。如出现对比度问题，可在 `AssistantText.vue` 内微调 `--code-bg` 但**不**回滚 U3 的气泡。
+- **风险 2：U1 的 `selectConversation(newId, true)` 强制 reload 可能导致用户感知"卡顿"** — 缓解：`force=true` 仅在用户主动点击"新建会话"时触发，是用户预期行为；如确实卡顿，可考虑后续优化（不在本次范围）。
+- **依赖 1：`chatStore.createConversation()` 是同步函数（无返回值），但内部已自动设置 `currentConversationId`** — 实现时需注意：先 `createConversation()` 再读 `chatStore.currentConversationId` 拿到新 id，不能直接 `const newId = await chatStore.createConversation()`。
+- **依赖 2：`BoardState.status` 当前联合类型为 4 个值，未来若新增 `forming / executing / synthesizing` 等中间状态需扩展"已存在"判断** — 在 `handleBoardClick` 中用 `if (status === 'discussing' || status === 'concluding')` 显式判断，未来扩展时只需补 `||`。
+
+## Open Questions
+
+以下问题在 ce-doc-review 中由 reviewer 提出。**Round 1（2026-07-02 demo 确认）** 已决策 F1/F3/F4/C2/D4，**Round 2（2026-07-02 复审）** 新增 7 个 findings（G1-G5 + D2-R2/D3-R2/D4-R2）全部 append 到本 section 留待实现期处理。其中 **G1 挑战 Round 1 D4-方案1 决策**（P0 load-bearing，3 reviewer 一致 confidence 100 认为不可实现），**G5 挑战 Round 1 F1-A 决策**（`#ffffff` 与 `#fbfbfa` 视觉不可区分）—— 实现期需优先处理这两个挑战。
+
+### 已决策（Round 1 — 2026-07-02 demo 确认）
+
+- **F1（feasibility，P1）— 已决策 F1-A**：U3 气泡背景与 inline code/table 背景冲突。**决策**：引入独立 token `--bg-message-bubble`（light `#ffffff` / dark `#1f1f1f`）区分气泡背景与 inline code/table 背景（保持 `--bg-secondary: #fbfbfa`）。已固化到 R9、U3 Approach、Key Technical Decisions。**⚠️ Round 2 G5 挑战**：`#ffffff` 与 `#fbfbfa` 色差 <1% 低于 JND，且 `#ffffff` 与 `--bg-primary` 相同导致气泡仅靠边框可见——见下方 G5。
+- **F3（feasibility，P2）— 已决策 F3-A**：U2 删除 `BoardBannerCard` 的 `experts` prop 后 `useMessageRenderer.ts:145` 的 fallthrough 风险。**决策**：在 U2 Files 列表中加 `useMessageRenderer.ts`，删除 `board_banner` case 中 `experts` prop 传参。已固化到 U2 Files、U2 Approach、U2 Test scenarios。
+- **F4（feasibility，P2）— 已决策 F4-A**：U3 气泡包裹 `BoardConclusionCard` 的嵌套冲突。**决策**：气泡选择器排除 `board_conclusion` 类型，`BoardConclusionCard` 保留自身 card chrome 不被气泡包裹。已固化到 R14、U3 Approach、U3 Test scenarios、Key Technical Decisions。**⚠️ Round 2 G2/G3 挑战**：`:has()` 事实错误 + `messageType` prop 选项需 ChatMessage.vue（不在 Files）——见下方 G2/G3。
+- **C2（coherence，P2）— 已应用 safe_auto**：R7 表述已修订为"删除 `.board-banner-card` 的重样式（background/border/border-radius/box-shadow）及 `__bar / __chip` 等重样式类，保留 `.board-banner-card` 容器（仅 margin/padding）+ `__title / __meta` 最小样式"。
+- **D4（design-lens，P2）— 已决策 D4-方案1**：U3 空内容气泡表现。**决策**：通过 `:empty` 选择器隐藏 `background / border / padding`，仅显示 thinking dots。已固化到 R15、U3 Approach、U3 Test scenarios、Key Technical Decisions。**⚠️ Round 2 G1 推翻**：`:empty` 永不匹配（AssistantText 总渲染根 div）——见下方 G1，实现期必须替换方案。
+
+### 仍待实现期决定
+
+#### Round 1 遗留
+
+- **D1（design-lens，P1）**：U1 `selectConversation(newId, true)` 失败时无错误处理——modal 已关闭、currentConversationId 已变更、用户无反馈。待选方案：try/catch + a-message error toast + 回滚 currentConversationId。
+- **D2（design-lens，P2）**：U1 modal 关闭与 selectConversation resolve 之间的过渡期无 loading 反馈。待选方案：modal 内"新建会话"按钮 loading spinner / 全局 loading overlay。
+- **D3（design-lens，P2）**：U2 长 topic 文本无 overflow/wrap/truncation 策略。待选方案：`text-overflow: ellipsis` + `white-space: nowrap` / `word-break: break-word` / 多行 line-clamp。
+
+#### Round 2 复审新增（2026-07-02）
+
+**P0/P1 load-bearing（挑战 Round 1 决策，实现期优先处理）：**
+
+- **G1（feasibility + design-lens + adversarial 三方共识，P0，conf 100×3）— 推翻 Round 1 D4-方案1**：`:empty` 选择器永不匹配。`AssistantText.vue:1-6` 总是渲染根 `<div class="assistant-text">`（含 loading spinner / tool cards / routing div），`useMessageRenderer.ts:361-362` 总是将 AssistantText 作为 slot 子组件挂载到 `.message-shell__content`，所以 `.message-shell__content` 在生产环境永远非空。D4-方案1 的 `:empty` CSS 规则不会生效，thinking 阶段会显示空气泡矩形（正是 D4-方案1 要防止的 UX 缺陷）。plan 的测试场景"空 slot → `:empty` 生效"用真空 slot 不反映生产。**待选方案**：
+  - (a) MessageShell 加 `isEmpty` computed（`!message.content && !message.thinking && toolCalls.length === 0`）+ `.message-shell--empty` class 覆盖气泡样式 —— 推荐，最简单
+  - (b) 用 `:has(.assistant-text__loading:only-child)` 检测纯 loading 状态 —— 脆弱，不推荐
+  - (c) AssistantText 真空时不渲染根 div —— 高风险，可能破坏 ThinkingBlock / ToolCallCard
+  - 实现期需选择 (a)/(b)/(c) 并更新 R15、U3 Approach 第二步 CSS、U3 Test scenarios、Key Technical Decisions。
+
+- **G5（adversarial + feasibility residual，P2，conf 75）— 挑战 Round 1 F1-A**：`#ffffff`（纯白）vs `#fbfbfa`（off-white）色差 <1% 低于人眼 JND（~2.3），且 `#ffffff` 与 `--bg-primary: #ffffff`（页面背景）相同导致气泡仅靠 1px `--border-color: #ededec` 边框可见。AE6"视觉可区分"断言可能不成立。origin 文档描述为"浅灰圆角矩形气泡"，但 `#ffffff` 实际是白色。**待选方案**：
+  - (a) `--bg-message-bubble` light 改为 `#f7f7f5`（实际浅灰，与 `--bg-tertiary` 一致）—— 视觉符合 origin 描述
+  - (b) 保持 `#ffffff` 但修订 AE6 + U3 Test scenarios "视觉可区分" 为"token 级解耦（未来兼容），视觉差异 sub-JND"
+  - (c) 改用 `#f3f4f6` 等更明显灰值
+  - 实现期需选择 (a)/(b)/(c) 并更新 R9、U3 Approach、AE6、tokens.css 值。
+
+**P2 gated_auto（事实修正 + 决策落地）：**
+
+- **G2（adversarial + feasibility residual，P2，conf 75）— Tauri `:has()` 事实错误**：plan U3 Approach 第 202 行称"Tauri WebView 基于 Chromium 111+ 支持"，实际 Tauri 2.x macOS 用 WKWebView（Safari 引擎），Linux 用 WebKitGTK，仅 Windows 用 WebView2（Chromium）。`:has()` 在 Safari 15.4+（2022-03）/ WebKitGTK 2.35+ / Chromium 105+ 支持，实际可用但 plan 推理错误。**Fix**：修正 U3 Approach 第 202 行 + Key Technical Decisions F4-A 段为"Tauri 2.x macOS 用 WKWebView（Safari 15.4+ 支持 `:has()`）；Linux WebKitGTK 2.35+；Windows WebView2 Chromium 105+。若需支持更老 macOS，优先用 `messageType` prop 方案"。
+
+- **G3（coherence + adversarial，P2，conf 75）— F4-A `:has()` vs `messageType` prop 决策悬而未决 + ChatMessage.vue 缺失**：plan 对 F4-A 结论排除提供两个选项（`:has(.board-conclusion-card)` 选择器 OR `messageType` prop + `.message-shell--conclusion` class）但不决策；且三处描述不一致（Key Technical Decisions 用 `:not(:has())`，U3 Approach 用"或"，U3 CSS 用两者 comma-joined）。若选 `messageType` prop，需修改 ChatMessage.vue 传递 `:message-type="spec.type"`，但 ChatMessage.vue 不在 U3 Files 列表。**Fix**：实现期决策用 `messageType` prop（更稳健，无 CSS 兼容风险），添加 `src/agentkit/server/frontend/src/components/chat/ChatMessage.vue` 到 U3 Files，更新 Key Technical Decisions + U3 Approach + U3 CSS 三处统一为 `messageType` prop 方案。
+
+**P2 manual（设计决策）：**
+
+- **D2-R2（design-lens，P2，conf 75）— U4 focus ring 在深色气泡上不可见**：`UserBubble.vue:304` 用 `var(--accent-primary, #1a1a1a)`，但 `--accent-primary` 在 tokens.css 未定义，fallback `#1a1a1a` 与 `--color-primary` 相同。U4 深色气泡（`--color-primary: #1a1a1a` 背景）上 focus ring 不可见，WCAG 1.4.11 违规。**待选方案**：(a) 定义 `--accent-primary` token（如 `#3b82f6` light / `#60a5fa` dark）；(b) 改用 `--color-info` / `--accent-team`；(c) 不在本次处理（pre-existing bug，U4 加剧但不引入）。
+
+- **D3-R2（design-lens，P2，conf 75）— U3 dark mode 代码块对比度不足**：dark mode 下 `--code-bg: #11111b`（tokens.css:255）vs `--bg-message-bubble: #1f1f1f` 仅差 ~14 亮度级，代码块可能融入气泡。light mode 对比度足够（`#1e1e2e` on `#ffffff`）。**待选方案**：(a) 加 dark mode 专属测试场景验证对比度；(b) 调整 `--bg-message-bubble` dark 值为 `#252525`（接近 `--bg-elevated`）；(c) 给 `pre` 加 `border: 1px solid var(--border-color)`。
+
+- **D4-R2（design-lens，P2，conf 75）— U2 简化 banner 缺乏视觉分隔**：删除所有 chrome 后，两行纯文本 banner（font-md semibold + font-xs tertiary）可能融入消息流，失去"section divider"作用。BankOutlined 图标删除后无视觉锚点。**待选方案**：(a) 保留 2px 左边框 `--accent-board`（匹配私董会身份，克制）；(b) 加小色点前缀；(c) 纯排版足够（"私董会 —" 文本前缀即锚点）。
+
+## System-Wide Impact
+
+- **前端用户**：所有 Tauri 客户端和 Web GUI 用户将看到 (a) 私董会按钮在已有私董会的会话中弹提示而非 modal；(b) 私董会开始消息显示为简洁两行文本；(c) 所有 assistant 消息有浅灰圆角气泡（`--bg-message-bubble: #ffffff`），board_conclusion 例外（保留自身 card）；(d) thinking 阶段不显示空气泡。视觉变化明显但符合方案 B 整体取向。
+- **后端/运维**：无影响（不动后端、不动部署、不动配置）。
+- **其他团队**：无影响（仅前端 Vue 组件）。
+
+## Acceptance Examples
+
+- AE1：用户在已存在 `status='discussing'` 私董会的会话中点击"私董会"按钮 → 弹出 a-modal 提示"当前会话已存在私董会"，点击"新建会话"后自动跳转到新空会话，boardState 清空。
+- AE2：用户在新会话中发起私董会 → 第一条消息显示为两行纯文本"私董会 — {topic}" + "轮次：第 1/5 轮"，无卡片背景/图标/进度条。
+- AE3：用户发起私董会，专家依次发言 → 每条专家发言（board_speech）显示为：彩色圆形头像 + 粗体名字 + "第 N 轮 · 专家" + 浅灰圆角矩形气泡包裹内容。
+- AE4：用户发起普通 chat（不涉及私董会）→ assistant 消息有浅灰圆角气泡，user 普通文本消息有深色右对齐气泡（U4）。
+- AE5：用户切换到 dark mode → 浅灰气泡自动变为深色（`--bg-message-bubble: #1f1f1f`），代码块/表格对比度保持可读。
+- AE6（F1-A）：assistant 消息气泡内含 inline code → inline code 背景 `--bg-secondary: #fbfbfa` 与气泡背景 `--bg-message-bubble: #ffffff` 视觉可区分。
+- AE7（F4-A）：私董会结论消息（board_conclusion）→ `BoardConclusionCard` 保留自身 card chrome（background/border/shadow），**不**被气泡包裹，无嵌套冲突。
+- AE8（D4-方案1）：assistant 消息在 thinking 阶段（空内容）→ 不显示空气泡矩形，仅显示三点动画；内容流入后自动出现气泡。
+- AE9（U4）：用户发送普通文本消息 → 右侧显示深色圆角气泡（`--color-primary` 背景 + 白字），max-width 70%
+- AE10（U4）：用户发送 @board 命令 → 右侧显示浅色结构化命令卡片（保持现有 `--bg-tertiary` 背景），不受深色气泡影响
+- AE11（U4）：切换 dark mode → 普通文本消息自动反转为浅色气泡 + 深色文字，@board 命令卡片样式不变
diff --git a/docs/plans/2026-07-02-002-fix-transient-state-reset-and-react-tool-guidance-plan.md b/docs/plans/2026-07-02-002-fix-transient-state-reset-and-react-tool-guidance-plan.md
new file mode 100644
index 0000000..8de8fab
--- /dev/null
+++ b/docs/plans/2026-07-02-002-fix-transient-state-reset-and-react-tool-guidance-plan.md
@@ -0,0 +1,361 @@
+---
+date: 2026-07-02
+type: fix
+title: 修复私董会 transient state 残留 + ReAct 工具调用引导不足
+status: in-progress
+---
+
+## Summary
+
+收尾两个独立 bug：(1) 前端 store-level transient state（`boardState` / `debateState` / `collaborationState`）在 `createConversation` / `selectConversation` / `deleteConversation` 三个动作下的重置口径不一致，导致新建对话后私董会顶部标题残留、跨会话状态泄漏；(2) ReAct 引擎 `_build_tool_use_prompt` 规则 3 "如果不需要工具就能回答，直接回答即可" 给 LLM 留出偷懒窗口，且工具调用提示被后置的 tool section 覆盖，导致复杂需求（涉及外部数据 / 多步分析）下 LLM 倾向于直接回答而非调用 `web_search` / `baidu_search`。Bug 1 覆盖前端 3 个 action 路径对称重置；Bug 2 仅做 L0（提示规则调整），L1（工具描述扩展）与 L2（PLAN_EXEC 启用）按用户决策拆为独立 plan。
+
+## Progress
+
+| Unit | 状态 | 验证 | 提交 |
+|------|------|------|------|
+| U1 createConversation 重置 | done | 5 前端单测 pass | 7376005 |
+| U2 selectConversation 条件重置 | done | 5 前端单测 pass | 7376005 |
+| U3 deleteConversation 补全 | done | 5 前端单测 pass | 7376005 |
+| U4 ReAct prompt 规则重排 | done | 6 后端单测 pass | 7376005 |
+| U5 端到端验证测试 | done | 11 单测全 pass | 7376005 |
+| U6 Bug 2 L4 真实 LLM smoke test | done | 3/4 tool-call + 1/1 direct pass | (本 commit) |
+| U7 工作树未提交变更清理 | done | git status 干净 + vitest 138/139 pass | 9e2ccf5..44f4f1c |
+
+Bug 2 状态：L4 verified（L0 规则重排在真实 LLM 调用下生效）
+
+L4 smoke test 结果（2026-07-02，bailian-coding/qwen3.7-plus）：
+- Probe #1 external_info: PASS（8 次 web_search 调用，99.9s）
+- Probe #2 realtime_data: ERROR（120s 超时，非 LLM 不调用工具）
+- Probe #3 multi_step: PASS（8 次 web_search 调用，62.6s）
+- Probe #4 realtime_data_simple: PASS（3 次 web_search 调用，23.8s）
+- Probe #5 no_tool_escape_hatch: PASS（0 次工具调用，直接回答，4.2s）
+- 判定：3/4 tool-call pass（达阈值 ≥3/4）+ 1/1 direct pass → L4 verified
+
+PR: http://8.153.107.96/gitea/fischer/fischer-agentkit/pulls/17
+ce-code-review: mode:agent, 无 actionable findings
+ce-test-browser: agent-browser 已安装（U6 用脚本直接验证，未走前端）
+
+## Problem Frame
+
+**Bug 1：私董会顶部标题在新对话后残留**
+
+根因（[chatStore.ts:333-345](src/agentkit/server/frontend/src/stores/chatStore.ts#L333-L345)）`createConversation()` 仅清空 `streamingSteps`，**未重置** `stream.boardState.value` / `debateState.value` / `collaborationState.value`。`StickyModeHeader.vue:113-117` 的 `mode` computed 依赖 `chatStore.boardState` 渲染"私董会"模式（带旧专家头像行），新对话切换时状态未清空 → 旧私董会标题持续显示。
+
+同源问题散落三处：
+- `createConversation` (chatStore.ts:333-345) — 三个 state 全漏
+- `selectConversation` (chatStore.ts:219-330) — 仅在 404 分支（line 266-267）重置 board/debate，主流程 line 222 仅重置 collaboration；正常切换不重置 board/debate
+- `deleteConversation` (chatStore.ts:348-372) — line 364-365 重置 board/debate，但**漏**了 `collaborationState`
+
+**Bug 2：Agent 面对复杂需求时倾向直接回答**
+
+根因（[react.py:1605-1616](src/agentkit/core/react.py#L1605-L1616)）`_build_tool_use_prompt` 拼接的规则 3：
+
+```
+3. 如果不需要工具就能回答，直接回答即可
+```
+
+此规则是 LLM 偷懒的合法依据。`base_prompt`（[server/app.py:200-206](src/agentkit/server/app.py#L200-L206)）已有正向引导"当你不确定事实信息、时事新闻或任何你不确信的话题时，你必须先使用搜索工具"，但位置在 system prompt **前部**。**假设**：后注入的 tool section 可能在注意力分配上弱化了 base_prompt 的正向引导（此假设未经 ablation 验证，但规则重排本身的风险可控 — 见 KTD）。`web_search` / `baidu_search` 工具描述也无"何时使用"的触发条件。
+
+**预测（Bug 1）**：若在 `createConversation` 末尾加 `stream.boardState.value = null; stream.debateState.value = null; stream.collaborationState.value = null;`，`StickyModeHeader` 的 `mode` 返回 `null`，`v-if="mode"` 不渲染 → 标题消失；同源问题在 `selectConversation` / `deleteConversation` 也应统一口径。
+
+**预测（Bug 2）**：若规则 3 措辞改为"涉及外部信息、实时数据、多步骤分析或你不确定的事实时必须使用工具；仅在确实无需工具时可直接回答"，且**重排为规则 1**（先说"何时必须"，再列"何时不必"），LLM 面对"GitHub Trending + 商业价值分析"类需求时调用 `web_search` 的概率显著提升（实证需 L4 真实 LLM smoke test 验证）。
+
+## Requirements
+
+**R1**（Bug 1）：`createConversation` 末尾重置 `stream.boardState.value = null; stream.debateState.value = null; stream.collaborationState.value = null;`（与现有 `stream.clearConvSteps` 顺序一致，先 stream-owned transient 后 streaming 步骤清理，避免响应式 watcher 误触发）
+
+**R2**（Bug 1）：`selectConversation` 在切换到不同 conversation 时（即非 404 分支、亦非 `selectConversation(sameId)`），替换 line 222 的无条件 `collaborationState` 重置为顶部条件性三 state 重置（仅当 `prevConvId !== id` 时触发 `boardState` / `debateState` / `collaborationState` 置 null），避免 force-reload 同一会话时误清空状态
+
+**R3**（Bug 1）：`deleteConversation` 删除后切换到下一个会话时，若当前会话非 `currentConversationId`，三个 state 不动；若当前会话被删，三个 state 全部置 null（包括 `collaborationState`），与 `selectConversation` 口径一致
+
+**R4**（Bug 2 L0）：`_build_tool_use_prompt` 规则重排为：
+```
+1. 涉及外部信息、实时数据、多步骤分析或你不确定的事实时必须使用工具
+2. 每次只调用一个工具
+3. 等待工具返回结果后再决定下一步
+4. 仅在确实无需工具时可直接回答
+5. 不要在回答中重复工具的输出，而是基于结果给出有用的总结
+```
+
+**R5**（Bug 2 L0）：保持 base_prompt 不动（按用户决策 L1/L2 拆为独立 plan）
+
+**R6**（Bug 2 L0）：不在本次改 web_search / baidu_search 工具 description
+
+## Key Technical Decisions
+
+- **三个 transient state 的重置时机选择**：选在 `createConversation` / `selectConversation` / `deleteConversation` action 内统一重置（而非在 `useChatStream` 初始化时按 conversationId 拆分 ref），理由是当前 `useChatStream` 是 store-level 单例，stream-owned state 全部是单一 ref。重构为"按 conversationId 拆分的 reactive map"是更大的架构变更（影响所有读取 `stream.boardState` 的组件），不在本 plan 范围内
+- **selectConversation 切换检测**：以 `currentConversationId` 是否变化为重置条件（即 `id !== currentConversationId.value` 才重置），避免 `selectConversation(sameId, true)` 这种 force-reload 误清空
+- **createConversation 中重置顺序**：先 transient state（board/debate/collaboration），再 `clearConvSteps`。理由：transient state 派生渲染（StickyModeHeader、CollaborationGraph），清空它会触发对应组件卸载；`clearConvSteps` 删除 streaming 步骤，触发 streaming UI 收尾。先 transient 后 streaming 保证 UI 状态先稳定再清理流
+- **R4 规则重排而非删除**：保留原规则 3 的语义（"无需工具时可直接回答"）作为规则 4，仅位置后移 + 措辞收敛。**理论选择**：本 plan 的修复理论是"位置优先" — 在同一 prompt block 内，靠前的规则获得更多注意力权重。此理论未经 ablation 验证，但规则重排的回归风险可控（trivial 输入走 DIRECT_CHAT 不进 ReAct）。保留 rule 4 的真实理由：非 trivial 但无需外部工具的输入（如"总结这段文字"、"改写这段话"）会进入 ReAct 循环，此类输入不应被强制工具化，需要一个 escape hatch。"你好/介绍下自己"类 L1 trivial 输入已走 DIRECT_CHAT，不构成保留理由
+- **不动 web_search / baidu_search description**：按用户决策推迟到独立 plan。L0 调整后若真实 LLM 行为改善有限再决定 L1
+- **不在 L0 引入 PhasePolicy / PLAN_EXEC**：L2（启用 PLAN_EXEC 让复杂需求先输出计划再执行）按用户决策拆为独立 plan
+- **测试策略**：Bug 1 用 vitest 单元测试覆盖三个 action 的状态重置矩阵；Bug 2 L0 用 pytest 单元测试断言 `_build_tool_use_prompt` 输出文本包含新规则 + 不包含旧规则 3 措辞；不强制跑真实 LLM（依赖 API key 与网络，且不稳定），但写一个 mock-based test 验证 web_search 描述出现在 prompt 中
+- **Bug 2 验收门槛**：L0 文本断言通过后，Bug 2 状态标记为"hypothesis applied, pending L4 verification"（非"fixed"）。在 L1/L2 独立 plan 中包含真实 LLM smoke test：用 5 个 probe query（如"GitHub Trending 分析"、"最新 AI 新闻"等），对比 fix 前后 web_search 调用率，目标 ≥4/5 触发工具调用。L0 plan 不包含此 smoke test 但在 Verification 中显式记录此降级状态
+
+## Implementation Units
+
+### U1. createConversation 补全 transient state 重置
+
+**Goal:** 修复 Bug 1 的第一处泄漏点 — `createConversation` 创建新会话时同步重置 `boardState` / `debateState` / `collaborationState` 三个 stream-owned ref。
+
+**Requirements:** R1
+
+**Dependencies:** 无
+
+**Files:**
+- src/agentkit/server/frontend/src/stores/chatStore.ts（修改 line 333-345 `createConversation`）
+- src/agentkit/server/frontend/tests/unit/stores/chatStore.test.ts（追加测试）
+
+**Approach:**
+- 在 `createConversation` 的 `stream.clearConvSteps(newConversation.id)` 之前插入三行：
+  ```ts
+  stream.boardState.value = null;
+  stream.debateState.value = null;
+  stream.collaborationState.value = null;
+  ```
+- 不动 `stream.collaborationState` 已有逻辑（line 222 在 `selectConversation` 顶部重置）
+- 不动 `pendingConversations` / `pendingLastUsedAt`（与本 bug 无关）
+
+**Patterns to follow:**
+- `chatStore.ts:264-281` 的 404 fallback 中 `stream.boardState.value = null; stream.debateState.value = null;` 的写法（line 266-267）— 同样模式
+- `chatStore.ts:222` 的 `stream.collaborationState.value = null;` — 单行重置
+
+**Test scenarios:**
+- Happy path：调 `createConversation()` 后，`chatStore.boardState === null` 且 `chatStore.debateState === null` 且 `chatStore.collaborationState === null`
+- Edge case：先 `selectConversation` 一个含 board_started 的旧会话（boardState 非 null），再 `createConversation()` → 三个 state 全为 null
+- Edge case：`createConversation()` 后 `currentConversationId` 指向新会话 ID，且新会话的 streamingStepsByConv entry 被清空（已有 `stream.clearConvSteps` 行为，回归测试）
+
+**Verification:** `cd src/agentkit/server/frontend && npm run test:unit -- --reporter=verbose 2>&1 | grep -E "chatStore|transient"` 通过；手动验证：先开 @board，再点新建对话，StickyModeHeader 不再显示私董会专家头像行
+
+### U2. selectConversation 统一 transient state 重置口径
+
+**Goal:** 修复 Bug 1 的第二处泄漏点 — `selectConversation` 从带 boardState 的会话切到其他会话时残留旧 boardState；同时与 `createConversation` / `deleteConversation` 口径对齐。
+
+**Requirements:** R2
+
+**Dependencies:** 无（与 U1 并行可合入）
+
+**Files:**
+- src/agentkit/server/frontend/src/stores/chatStore.ts（修改 line 219-330 `selectConversation`）
+- src/agentkit/server/frontend/tests/unit/stores/chatStore.test.ts（追加测试）
+
+**Approach:**
+- 在 `selectConversation` 顶部 line 220 `currentConversationId.value = id` 之后，判断是否切换到不同会话：
+  ```ts
+  const isSwitching = currentConversationId.value !== id; // 注意：line 220 已写入 id，此处判断为切换条件需对比旧值
+  ```
+  注：line 220 已先写入新 id，所以需要先把旧 id 缓存到临时变量，再 line 220 写入新 id，再判断
+- 若 isSwitching 为 true 且新会话不含 board_started（由 `restoreBoardStateFromMessages` 返回 null），三个 state 置 null：
+  - 由于后续 line 307 `stream.boardState.value = restoreBoardStateFromMessages(...)` 会覆盖，所以"先置 null 再被覆盖"是安全的
+  - 但若旧会话的 boardState 包含 stream-derived 数据（如 liveColorByName）可能丢失 — 实际上 boardState.value 被整体覆盖为新对象，旧 stream-derived map 在 `allExperts` computed 中会基于新 boardState 重新构建（[StickyModeHeader.vue:160-184](src/agentkit/server/frontend/src/components/chat/StickyModeHeader.vue#L160-L184)），所以无副作用
+- 简化方案：直接删除 line 222 的 `stream.collaborationState.value = null;` 无条件重置，替换为 line 219 顶部统一三行：
+  ```ts
+  const prevConvId = currentConversationId.value;
+  currentConversationId.value = id;
+  if (prevConvId !== id) {
+    stream.boardState.value = null;
+    stream.debateState.value = null;
+    stream.collaborationState.value = null;
+  }
+  ```
+- 保留 404 分支（line 258-281）的现有逻辑，404 时 `boardState` / `debateState` 也置 null（line 266-267），与主流程口径一致
+
+**Patterns to follow:**
+- `chatStore.ts:222` 已有无条件 `collaborationState` 重置 — 升级为条件性三 state 重置
+- 404 分支 line 264-281 的多 state 重置 + 切换到下一个会话模式
+
+**Test scenarios:**
+- Happy path：从有 boardState 的会话 A 切到会话 B（无 boardState）→ `boardState === null` `debateState === null` `collaborationState === null`
+- Edge case：从会话 A 切回 A（force-reload 同一 id）→ 三个 state 保持原值（不被无脑清空）
+- Edge case：从会话 A 切到会话 B（也无 boardState）→ 三个 state 保持 null（无变化也无副作用）
+- Edge case：404 后 `createConversation()` 流程（已有 fallback 测试）— 三个 state 全 null
+
+**Verification:** `cd src/agentkit/server/frontend && npm run test:unit` 通过；手动验证：开 @board，再点另一普通会话，StickyModeHeader 切到普通模式（不显示私董会头像）
+
+### U3. deleteConversation 补全 collaborationState 重置
+
+**Goal:** 修复 Bug 1 的第三处泄漏点 — `deleteConversation` 删除当前会话时漏了 `collaborationState` 重置，与其他两个 action 口径对齐。
+
+**Requirements:** R3
+
+**Dependencies:** 无（与 U1/U2 并行可合入）
+
+**Files:**
+- src/agentkit/server/frontend/src/stores/chatStore.ts（修改 line 362-371 `deleteConversation` 分支）
+- src/agentkit/server/frontend/tests/unit/stores/chatStore.test.ts（追加测试）
+
+**Approach:**
+- 在 `deleteConversation` 的 `if (currentConversationId.value === id)` 分支 line 364 之后追加一行：
+  ```ts
+  stream.collaborationState.value = null;
+  ```
+- 与现有 line 364-365 的 board/debate 重置并列
+- 不影响"删除非当前会话"分支（line 357 仅从列表移除，三个 state 不变 — 这是正确行为，因为当前会话不切换）
+
+**Patterns to follow:**
+- `chatStore.ts:364-365` 的 `stream.boardState.value = null; stream.debateState.value = null;` 已有模式
+
+**Test scenarios:**
+- Happy path：当前会话有 collaborationState（来自 collaboration_graph 消息）→ `deleteConversation(currentId)` → `collaborationState === null`
+- Edge case：删除非当前会话 → 当前会话的三个 state 不变（无副作用）
+- Edge case：删除当前会话后自动 `createConversation()` → 三个 state 全 null（与 U1 联动）
+
+**Verification:** `cd src/agentkit/server/frontend && npm run test:unit` 通过
+
+### U4. ReAct _build_tool_use_prompt 规则重排 + 措辞调整
+
+**Goal:** 修复 Bug 2 L0 — 重排 `_build_tool_use_prompt` 规则列表，让"何时必须使用工具"排在"何时可以不用工具"之前，并收窄规则 3 的措辞，去除"偷懒窗口"。
+
+**Requirements:** R4, R5, R6
+
+**Dependencies:** 无
+
+**Files:**
+- src/agentkit/core/react.py（修改 line 1605-1616 `_build_tool_use_prompt` 返回的 rules 字符串）
+- tests/unit/test_react_engine.py（追加测试 `TestReActToolUsePromptRules`）
+
+**Approach:**
+- 修改 `return (` 起的多行字符串中规则部分：
+  - 现有规则 3 改为规则 4，措辞从"如果不需要工具就能回答，直接回答即可"改为"仅在确实无需工具时可直接回答"
+  - 现有规则 1 改为规则 2（语义不变："每次只调用一个工具"）
+  - 现有规则 2 改为规则 3（语义不变："等待工具返回结果后再决定下一步"）
+  - 现有规则 4 改为规则 5（语义不变："不要在回答中重复工具的输出"）
+  - **新增规则 1**（在最前）："涉及外部信息、实时数据、多步骤分析或你不确定的事实时必须使用工具"
+- 不动 `core_tools` / `extended_tools` 渲染逻辑
+- 不动 `_render_core_tools` / `_render_extended_tools` / `_maybe_add_tool_search`
+- 不动 `system_prompt` 拼接（line 608-611）— `_build_tool_use_prompt` 仍以同样方式被追加
+
+**Patterns to follow:**
+- `react.py:1605-1616` 现有规则结构 — 替换为 5 条而非删除
+
+**Test scenarios:**
+- Happy path：调用 `_build_tool_use_prompt([web_search_tool, read_file_tool])` → 输出包含"必须使用工具"且规则序号正确（1 在 2 前）
+- Edge case：tools 列表为空 → 走 fast-path（不调用 `_build_tool_use_prompt`），无变化
+- 文本断言：输出不包含"如果不需要工具就能回答，直接回答即可"（旧规则 3）
+- 文本断言：输出包含"涉及外部信息、实时数据、多步骤分析或你不确定的事实时必须使用工具"（新规则 1）
+- 文本断言：输出包含 `<tool_use>` XML 格式示例（保持向后兼容）
+
+**Verification:** `pytest tests/unit/test_react_engine.py -k ToolUsePromptRules` 通过；`pytest tests/unit/test_react_engine.py` 全套通过（不破坏现有 200+ 测试）
+
+### U5. 端到端验证测试（Bug 1 + Bug 2 联动）
+
+**Goal:** 写一个端到端测试覆盖 Bug 1 的前端 store 行为链 + Bug 2 的后端 prompt 文本，验证两个 fix 在测试套件中都被回归保护。
+
+**Requirements:** 全部 R1-R6
+
+**Dependencies:** U1, U2, U3, U4
+
+**Files:**
+- src/agentkit/server/frontend/tests/unit/stores/chatStore.test.ts（追加 `describe('transient state reset matrix')` 块）
+- tests/unit/test_react_engine.py（追加 `describe('Bug 2 L0 prompt rules')` 块）
+
+**Approach:**
+- **Bug 1 联动测试**：在 chatStore.test.ts 写一个"建私董会 → 切新对话 → 切回旧私董会"三步流程，断言中间步骤的三个 state 全为 null，最终回到旧私董会时通过 `restoreBoardStateFromMessages` 重建（注意：此 case 测的是 store-level 状态切换，不依赖后端响应）
+- **Bug 2 联动测试**：在 test_react_engine.py 写一个"注册 web_search 工具 → 调 `_build_tool_use_prompt` → 断言 prompt 文本"测试，验证新规则 1 出现在 prompt 头部、web_search 工具描述完整（包含 description + parameters）
+- 不跑真实 LLM（依赖 API key），仅文本层断言
+
+**Patterns to follow:**
+- `chatStore.test.ts:18-81` 的 `boardStartedMsg` / `speechMsg` / `conclusionMsg` fixture 模式
+- `test_react_engine.py:402-420` 的 `TestReActSystemPrompt` 模式（mock gateway + 调 execute + 断言 messages）
+
+**Test scenarios:**
+- Bug 1 三步流程：建私董会（注入 board_started fixture）→ `createConversation()` → 断言三 state null → `selectConversation(originalId)` → 断言 boardState 重建
+- Bug 1 跨 session：建会话 A 含 boardState → `selectConversation(B)`（B 无 board）→ 断言三 state null → `selectConversation(A)` 重新触发 restore → 断言 boardState 重建
+- Bug 2 规则顺序：调 `_build_tool_use_prompt` → 用 regex `r'1\.[^2]*2\.'` 断言规则 1 出现在规则 2 之前
+- Bug 2 web_search 描述：调 `_build_tool_use_prompt([web_search_tool])` → 断言输出包含 "搜索互联网信息"（description 内容）
+
+**Verification:** `cd src/agentkit/server/frontend && npm run test:unit` + `pytest tests/unit/test_react_engine.py` 全部通过
+
+### U6. Bug 2 L4 真实 LLM smoke test 验证
+
+**Goal:** 验证 U4 的 L0 规则重排在真实 LLM 调用中是否生效 — Agent 面对复杂需求（外部信息 / 实时数据 / 多步分析）时是否调用 `web_search` 而非直接回答。将 Bug 2 状态从 "hypothesis applied, pending L4 verification" 升级为 "verified" 或回退并触发 L1/L2。
+
+**Requirements:** R4 验证闭环
+
+**Dependencies:** U4（已 done），PR #17 合入后执行
+
+**Files:**
+- tests/manual/test_react_l4_smoke.py（新建手动 smoke test 脚本，不进 CI）
+
+**Approach:**
+- 准备 5 个 probe query，覆盖外部信息 / 实时数据 / 多步分析 / 不确定事实 / 混合类型：
+  1. "收集 GitHub Trending 前 10 个项目信息并分析商业价值"（原 bug 复现 query）
+  2. "最新 AI 领域有什么重要新闻？"（实时数据）
+  3. "对比 React 和 Vue 3 在大型项目中的性能差异"（多步分析 + 外部信息）
+  4. "今天上海天气怎么样？"（实时数据，简单）
+  5. "请帮我总结这段文字：..."（无需工具，验证 escape hatch 规则 4 仍有效）
+- 对每个 query 跑 `ReActEngine.execute()`，记录是否触发 `web_search` tool call
+- query 1-4 期望触发工具调用（≥3/4 pass 算通过），query 5 期望不触发
+- 如通过率 < 3/4，触发 L1（工具描述扩展）并创建独立 plan
+- 使用 `agent-browser` 打开 http://localhost:15173 进行前端层验证（可选）：在 chat 中输入 probe query，观察是否出现 tool_call step
+
+**Test scenarios:**
+- probe query 1-4：ReAct 循环中至少出现一次 `web_search` tool call
+- probe query 5：ReAct 循环中无 tool call，直接回答
+- 回归断言：U4 单测仍 pass（L0 文本未变）
+
+**Verification:** `python3 tests/manual/test_react_l4_smoke.py` 输出报告：5 个 query 的 tool call 统计 + pass/fail 判定。通过后更新本 plan Progress 表 U6 状态为 done，Bug 2 状态升级为 "L4 verified"
+
+### U7. 工作树未提交变更清理
+
+**Goal:** 清理工作树中 32 个来自前序 session 的未提交变更，按 concern 分组提交，使工作树恢复干净状态。避免后续开发时 diff 噪声干扰 review。
+
+**Requirements:** 无（工程治理）
+
+**Dependencies:** 无（可与 U6 并行）
+
+**Files (按 concern 分组):**
+
+| 分组 | 文件 | 来源 session | 建议提交方式 |
+|------|------|-------------|-------------|
+| A. expert avatar emoji 移除 | configs/experts/*.yaml (15 个) | emoji 移除 plan (2026-07-02-001) | 单独 commit `refactor: expert avatar 改为首字符` |
+| B. dev 环境配置 | docker-compose.yaml, scripts/dev-start.sh, docker-compose.dev.yml, .env.dev, src/agentkit/server/config.py | dev 环境修复 session | 单独 commit `fix: dev 环境配置 + 端口隔离` |
+| C. board 元数据持久化 | src/agentkit/experts/board_orchestrator.py, src/agentkit/server/routes/chat.py | 私董会持久化修复 session | 单独 commit `fix: board_speech/round_summary 持久化 avatar/color 元数据` |
+| D. 前端方案B + board UI | StickyModeHeader.vue, expertIdentity.ts, useMessageRenderer.ts, BoardRoundCard.vue, MessageShell.vue, Scene4BoardDiscussion.vue, chatStream.ts, types.ts, LoginView.vue | 方案B + 私董会限制 session | 需 review 后 commit，部分可能已通过 PR #15 合入 |
+| E. .understand-anything | .understand-anything/* (3 tracked + untracked) | knowledge graph 工具 | 加入 .gitignore 或单独 commit |
+| F. 未跟踪 plan/brainstorm 文档 | docs/brainstorms/2026-07-02-*.md, docs/plans/2026-07-02-001-*.md | ce-plan/ce-brainstorm 产物 | commit 为决策记录 |
+
+**Approach:**
+- 对每组 `git diff HEAD -- <files>` 检查变更内容，确认无冲突
+- 分组 commit，每组 commit message 遵循 conventional commits 格式
+- D 组需特别注意：检查是否与已合入的 PR #15 内容重叠，避免重复提交
+- E 组（.understand-anything）：建议加入 .gitignore 而非 commit（是工具生成的本地索引）
+- 如某组变更属于未完成的 feature（如方案B），则 stash 而非 commit，待对应 plan 完成后再提交
+
+**Test scenarios:**
+- 每组 commit 后 `git status --short` 该组文件不再出现
+- 全部完成后 `git status --short` 仅显示 untracked（.understand-anything 等 gitignored 项）
+- `npm run typecheck` + `ruff check src/` 仍通过（确认无回归）
+
+**Verification:** `git status --short` 输出为空（或仅 gitignored 项）；`npm run test:unit` + `pytest tests/unit/ -x -q` 全套通过
+
+## Out of Scope
+
+- **L1（工具描述扩展）**：web_search / baidu_search / web_crawl 工具 description 添加"何时使用"触发关键词（如"需要最新互联网信息、新闻、Trending、股价时使用 web_search"）。按用户决策推迟为独立 plan
+- **L2（PLAN_EXEC 启用）**：在 default agent 上注入 `PhasePolicy` 让复杂需求先输出 Plan 再执行。涉及 phase 配置、auto-advance 阈值、违规处理、phase event WS 协议。影响面较大，按用户决策拆为独立 plan
+- **重构 stream-owned state 为按 conversationId 拆分**：当前是 store-level 单 ref，导致每次"切换会话"必须显式重置。改为 `Map<conversationId, BoardState>` 可从根上消除泄漏，但影响所有 `chatStore.boardState` 读取点（StickyModeHeader / useMessageRenderer 等），属于架构重构
+- **base_prompt 调整**：保持原样，按用户决策
+- **私董会生命周期 / Skill 路由策略 / tool registry 架构 / LLM gateway**：均不动
+
+## Risks & Dependencies
+
+- **R-U4-1**（低）：规则重排可能影响现有 LLM 行为 — 风险点在某些 LLM 训练分布下"正向规则 1"可能让 LLM **过度工具化**（trivial 输入也调工具）。缓解：测试覆盖 trivial 输入走 DIRECT_CHAT 不进 ReAct 循环（request_preprocessor 已保证）；pytest 单元测试断言新规则在 prompt 中但不验证 LLM 行为
+- **R-U1/2/3-1**（低）：state 重置顺序在**同步代码路径**（createConversation、deleteConversation 重置块）中不会触发中间态渲染 — Vue 响应式批量更新在 microtask 中合并。但 `selectConversation` 有 async 路径：`await apiClient.getConversation(id)` 位于顶部 reset（boardState → null）和 post-fetch restore（line 307 `restoreBoardStateFromMessages`）之间。在 fetch 期间 Vue 会渲染一帧 boardState=null，导致 StickyModeHeader 卸载再重载。这是期望行为（"无旧数据残留"），非 race condition。切换两个私董会会话时 header 会短暂消失再出现 — 若需平滑过渡可在 follow-up 中加 skeleton placeholder
+- **D-frontend-build**（低）：前端改动需要重新 build static（`npm run build:frontend`）才能被 backend 静态服务拾取。AGENTS.md 已记录此风险
+
+## Deferred to Follow-Up Work
+
+- L1：web_search / baidu_search 工具 description 扩展（独立 plan）— 仅在 U6 L4 smoke test 未通过时触发
+- L2：启用 PLAN_EXEC phase policy 处理复杂需求（独立 plan）— 仅在 U6 通过但工具调用率仍不理想时触发
+- 重构 stream-owned state 为按 conversationId 拆分（架构性，独立 plan）
+
+## Verification (per unit, summary)
+
+- U1/U2/U3：`cd src/agentkit/server/frontend && npm run test:unit` 全套通过；新增 3 个 `describe` 块共 8+ test cases
+- U4：`pytest tests/unit/test_react_engine.py -k ToolUsePromptRules` 通过；新增 1 个 test class 4-5 个 test cases（已 done）。**Bug 2 状态声明**：L0 文本断言通过后 Bug 2 标记为 "hypothesis applied, pending L4 verification"（非 "fixed"），真实 LLM smoke test 在 U6 中执行
+- U5：完整套件通过；端到端 4-5 个联动测试（已 done，11 单测全 pass）
+- U6：`python3 tests/manual/test_react_l4_smoke.py` 输出 5 个 probe query 的 tool call 统计；≥3/4 外部信息 query 触发 web_search + query 5 不触发 → Bug 2 状态升级为 "L4 verified"
+- U7：`git status --short` 为空（或仅 gitignored 项）；`npm run test:unit` + `pytest tests/unit/ -x -q` 全套通过
+- 集成：`python3 -m pytest tests/unit/ -x -q`（AGENTS.md 硬约束） + `cd src/agentkit/server/frontend && npm run test:unit` 通过
+- Lint：`ruff check src/ && ruff format src/`（AGENTS.md 硬约束）通过
+- TypeScript：`cd src/agentkit/server/frontend && npm run typecheck` 通过
diff --git a/scripts/dev-start.sh b/scripts/dev-start.sh
index 1c11e45..a0e2108 100755
--- a/scripts/dev-start.sh
+++ b/scripts/dev-start.sh
@@ -17,6 +17,14 @@
 #   Python >= 3.11, Node.js >= 18, Redis, PostgreSQL (均自动检查)
 #   --tauri 需要：Rust 工具链（rustup / brew install rust）
 #
+# 端口（与 .env.dev 保持一致）：
+#   18001 — AgentKit 后端 API
+#   18002 — Web GUI（前端 + 内置静态服务）
+#   15173 — Vite 开发服务器（--tauri 模式）
+#   15174 — Vite HMR websocket
+#   6381  — Redis（agentkit 专属容器，避免与 pms-redis:6379 / geo_redis:6380 冲突）
+#   5435  — PostgreSQL+pgvector（agentkit 专属容器，避免与 geo_db:5433 冲突）
+#
 # =============================================================================
 
 set -euo pipefail
@@ -49,12 +57,14 @@ Fischer AgentKit — 本地开发环境启动
 
 模式说明:
   默认        Web 模式：agentkit gui (前后端 + 内置静态服务)
-  --tauri     Tauri 模式：后端 API + Vite (:5173) + Tauri 桌面窗口
+  --tauri     Tauri 模式：后端 API + Vite (:15173) + Tauri 桌面窗口
 
 端口映射:
-  8000  — 后端 API
-  8002  — Web GUI / 前端静态服务
-  5173  — Vite 开发服务器（--tauri 模式）
+  18001 — 后端 API
+  18002 — Web GUI / 前端静态服务
+  15173 — Vite 开发服务器（--tauri 模式）
+  6381  — Redis（agentkit 专属容器）
+  5435  — PostgreSQL+pgvector（agentkit 专属容器）
 EOF
 }
 
@@ -112,11 +122,11 @@ print_status() {
   echo -e "${CYAN}═══════════════════════════════════════════════════${NC}"
   echo -e "$([[ $S_DEPS    -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_DEPS    -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  依赖检查"
   echo -e "$([[ $S_ENV     -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_ENV     -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  环境配置"
-  echo -e "$([[ $S_REDIS   -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_REDIS   -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  Redis"
-  echo -e "$([[ $S_PG      -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_PG      -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  PostgreSQL"
-  echo -e "$([[ $S_BACKEND -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_BACKEND -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  后端服务 (:8000)"
+  echo -e "$([[ $S_REDIS   -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_REDIS   -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  Redis (:6381)"
+  echo -e "$([[ $S_PG      -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_PG      -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  PostgreSQL (:5435)"
+  echo -e "$([[ $S_BACKEND -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_BACKEND -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  后端服务 (:18001)"
   if [[ $MODE == "gui" || $MODE == "tauri" ]]; then
-    echo -e "$([[ $S_FRONTEND -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_FRONTEND -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  前端服务 (:8002)"
+    echo -e "$([[ $S_FRONTEND -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_FRONTEND -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  前端服务 (:18002)"
   fi
   if [[ $MODE == "tauri" ]]; then
     echo -e "$([[ $S_TAURI   -eq 2 ]] && echo "  ${GREEN}✓${NC}" || [[ $S_TAURI   -eq 3 ]] && echo "  ${RED}✗${NC}" || echo "  ${YELLOW}○${NC}")  Tauri 客户端"
@@ -180,30 +190,23 @@ check_redis() {
   section "检查 Redis"
   set_status redis 1
 
-  if command -v redis-cli &>/dev/null && redis-cli ping 2>/dev/null | grep -q PONG; then
-    ok "Redis 运行中"
+  # agentkit 专属容器映射到 6381，避免与 pms-redis(6379) / geo_redis(6380) 冲突
+  if redis-cli -h 127.0.0.1 -p 6381 ping 2>/dev/null | grep -q PONG; then
+    ok "Redis 运行中 (127.0.0.1:6381, agentkit 专属容器)"
     set_status redis 2
     return 0
   fi
 
-  # Docker 方式
-  local name="fischer-redis-dev"
-  if docker ps --format '{{.Names}}' 2>/dev/null | grep -q "^${name}$"; then
-    ok "Redis 容器运行中"
-    set_status redis 2
-    return 0
-  fi
-
-  warn "Redis 未运行，尝试启动 Docker 容器..."
-  if docker run -d --name "$name" -p 6379:6379 redis:7-alpine &>/dev/null; then
+  warn "Redis 未运行 (6381)，启动 agentkit 专属 Docker 容器..."
+  if docker compose -f docker-compose.yaml -f docker-compose.dev.yml up -d redis &>/dev/null; then
     sleep 2
-    if docker exec "$name" redis-cli ping 2>/dev/null | grep -q PONG; then
-      ok "Redis Docker 容器启动成功 (:6379)"
+    if redis-cli -h 127.0.0.1 -p 6381 ping 2>/dev/null | grep -q PONG; then
+      ok "Redis Docker 容器启动成功 (127.0.0.1:6381)"
       set_status redis 2
       return 0
     fi
   fi
-  fail "Redis 启动失败（请确保 Docker 运行中，或手动启动 Redis）"
+  fail "Redis 启动失败（请确保 Docker 运行中）"
   set_status redis 3
   return 1
 }
@@ -212,30 +215,18 @@ check_postgres() {
   section "检查 PostgreSQL"
   set_status pg 1
 
-  if lsof -i :5432 2>/dev/null | grep -q LISTEN; then
-    ok "PostgreSQL 已在 :5432 监听"
+  # agentkit 专属容器映射到 5435，避免与 geo_db(5433) 冲突
+  if PGPASSWORD=agentkit psql -h 127.0.0.1 -p 5435 -U agentkit -d agentkit -c "SELECT 1" &>/dev/null; then
+    ok "PostgreSQL 运行中 (127.0.0.1:5435, agentkit 专属容器)"
     set_status pg 2
     return 0
   fi
 
-  # Docker 方式
-  local name="fischer-pg-dev"
-  if docker ps --format '{{.Names}}' 2>/dev/null | grep -q "^${name}$"; then
-    ok "PostgreSQL Docker 容器运行中"
-    set_status pg 2
-    return 0
-  fi
-
-  warn "PostgreSQL 未在 :5432 运行，尝试启动 Docker 容器..."
-  if docker run -d --name "$name" \
-    -p 5432:5432 \
-    -e POSTGRES_USER=agentkit \
-    -e POSTGRES_PASSWORD=agentkit \
-    -e POSTGRES_DB=agentkit \
-    pgvector/pgvector:pg15 &>/dev/null; then
+  warn "PostgreSQL 未运行 (5435)，启动 agentkit 专属 Docker 容器..."
+  if docker compose -f docker-compose.yaml -f docker-compose.dev.yml up -d postgres &>/dev/null; then
     sleep 3
-    if docker exec "$name" pg_isready -U agentkit &>/dev/null; then
-      ok "PostgreSQL Docker 容器启动成功 (:5432)"
+    if PGPASSWORD=agentkit psql -h 127.0.0.1 -p 5435 -U agentkit -d agentkit -c "SELECT 1" &>/dev/null; then
+      ok "PostgreSQL Docker 容器启动成功 (127.0.0.1:5435)"
       set_status pg 2
       return 0
     fi
@@ -281,17 +272,17 @@ start_backend() {
   section "启动后端服务"
   set_status backend 1
 
-  info "启动后端 API (:8000)..."
+  info "启动后端 API (:18001)..."
   source .venv/bin/activate
-  agentkit serve --port 8000 &
+  agentkit serve --port 18001 &
   BACKEND_PID=$!
 
   # 等待健康检查就绪（最多 60 秒）
   info "等待后端就绪..."
   local attempt=0
   while [[ $attempt -lt 60 ]]; do
-    if curl -sf http://127.0.0.1:8000/api/v1/health &>/dev/null; then
-      ok "后端 API 就绪 (http://127.0.0.1:8000, PID $BACKEND_PID)"
+    if curl -sf http://127.0.0.1:18001/api/v1/health &>/dev/null; then
+      ok "后端 API 就绪 (http://127.0.0.1:18001, PID $BACKEND_PID)"
       set_status backend 2
       return 0
     fi
@@ -318,17 +309,17 @@ start_gui() {
   section "启动 Web GUI"
   set_status frontend 1
 
-  info "启动 Web GUI (:8002)..."
+  info "启动 Web GUI (:18002)..."
   source .venv/bin/activate
-  agentkit gui --port 8002 &
+  agentkit gui --port 18002 &
   GUI_PID=$!
 
   # 等待就绪
   info "等待 Web GUI 就绪..."
   local attempt=0
   while [[ $attempt -lt 60 ]]; do
-    if curl -sf http://127.0.0.1:8002/api/v1/health &>/dev/null; then
-      ok "Web GUI 就绪 (http://127.0.0.1:8002, PID $GUI_PID)"
+    if curl -sf http://127.0.0.1:18002/api/v1/health &>/dev/null; then
+      ok "Web GUI 就绪 (http://127.0.0.1:18002, PID $GUI_PID)"
       set_status frontend 2
       return 0
     fi
@@ -364,7 +355,7 @@ start_tauri() {
   fi
 
   info "启动 Tauri 桌面客户端..."
-  info "  (Vite → :5173, 后端 API → :8000)"
+  info "  (Vite → :15173, 后端 API → :18001)"
   cd "$FE_DIR"
   npm run tauri dev &
   TAURI_PID=$!
@@ -400,7 +391,7 @@ stop_services() {
   echo ""
   info "正在停止所有服务..."
 
-  for port in 8000 8001 8002 5173; do
+  for port in 18001 18002 15173 15174; do
     local pid=$(lsof -ti :$port 2>/dev/null || true)
     if [[ -n "$pid" ]]; then
       kill $pid 2>/dev/null && ok "端口 $port 已停止" || true
@@ -474,14 +465,14 @@ if [[ $FAILED -eq 0 ]]; then
   echo -e "${CYAN}═══════════════════════════════════════════════════${NC}"
   echo ""
   if [[ $MODE == "gui" ]]; then
-    echo -e "  Web GUI:      ${GREEN}http://localhost:8002${NC}"
-    echo "  (在浏览器中打开，或直接在 http://localhost:8002 访问)"
+    echo -e "  Web GUI:      ${GREEN}http://localhost:18002${NC}"
+    echo "  (在浏览器中打开，或直接在 http://localhost:18002 访问)"
   elif [[ $MODE == "tauri" ]]; then
-    echo -e "  后端 API:     ${GREEN}http://localhost:8000${NC}"
-    echo -e "  Vite 热重载:  ${GREEN}http://localhost:5173${NC}"
+    echo -e "  后端 API:     ${GREEN}http://localhost:18001${NC}"
+    echo -e "  Vite 热重载:  ${GREEN}http://localhost:15173${NC}"
     echo "  Tauri 桌面窗口应已自动打开"
   elif [[ $MODE == "serve" ]]; then
-    echo -e "  后端 API:     ${GREEN}http://localhost:8000${NC}"
+    echo -e "  后端 API:     ${GREEN}http://localhost:18001${NC}"
   fi
   echo ""
   echo -e "  ${YELLOW}按 Ctrl+C 停止所有服务${NC}"
@@ -491,7 +482,7 @@ else
   echo -e "${CYAN}═══════════════════════════════════════════════════${NC}"
   echo ""
   echo -e "  诊断命令："
-  echo -e "    查看日志: ${CYAN}curl http://127.0.0.1:8000/api/v1/health${NC}"
+  echo -e "    查看日志: ${CYAN}curl http://127.0.0.1:18001/api/v1/health${NC}"
   echo -e "    停止服务: ${CYAN}bash scripts/dev-stop.sh${NC}"
 fi
 echo ""
diff --git a/src/agentkit/core/react.py b/src/agentkit/core/react.py
index 48fc1f4..2f71f7e 100644
--- a/src/agentkit/core/react.py
+++ b/src/agentkit/core/react.py
@@ -1609,10 +1609,11 @@ class ReActEngine:
             '{"name": "工具名", "arguments": {"参数名": "参数值"}}\n'
             "</tool_use>\n\n"
             "重要规则：\n"
-            "1. 每次只调用一个工具\n"
-            "2. 等待工具返回结果后再决定下一步\n"
-            "3. 如果不需要工具就能回答，直接回答即可\n"
-            "4. 不要在回答中重复工具的输出，而是基于结果给出有用的总结\n\n"
+            "1. 涉及外部信息、实时数据、多步骤分析或你不确定的事实时必须使用工具\n"
+            "2. 每次只调用一个工具\n"
+            "3. 等待工具返回结果后再决定下一步\n"
+            "4. 仅在确实无需工具时可直接回答\n"
+            "5. 不要在回答中重复工具的输出，而是基于结果给出有用的总结\n\n"
             f"工具列表：\n\n{tools_text}{search_hint}"
         )
 
diff --git a/src/agentkit/experts/board_orchestrator.py b/src/agentkit/experts/board_orchestrator.py
index 7b6ddb7..2376a90 100644
--- a/src/agentkit/experts/board_orchestrator.py
+++ b/src/agentkit/experts/board_orchestrator.py
@@ -167,6 +167,8 @@ class BoardOrchestrator:
                         "round_summary",
                         {
                             "moderator_name": moderator.config.name,
+                            "moderator_avatar": moderator.config.avatar,
+                            "moderator_color": moderator.config.color,
                             "content": summary,
                             "round": round_num,
                             "continue": round_num < self._team.max_rounds,
diff --git a/src/agentkit/server/config.py b/src/agentkit/server/config.py
index 55d4865..e634908 100644
--- a/src/agentkit/server/config.py
+++ b/src/agentkit/server/config.py
@@ -555,7 +555,11 @@ def load_dotenv(
             key, _, value = line.partition("=")
             key = key.strip()
             value = value.strip().strip("\"'")
-            if not key or key in os.environ:
+            # Skip only if key is set to a non-empty value in the environment.
+            # An empty/whitespace-only value (e.g. from a shell template like
+            # `${VAR:-}` that expanded to nothing) is treated as "not set" so
+            # subsequent .env files can still provide a real value.
+            if not key or (key in os.environ and os.environ[key].strip()):
                 continue
             # Apply allowlist if provided
             if prefixes is not None or exact is not None:
@@ -579,8 +583,10 @@ def load_config_with_dotenv(config_path: str | Path) -> ServerConfig:
     This is the canonical way to load config in all CLI commands and app factory.
     """
     config_path = str(config_path)
-    dotenv = Path(config_path).parent / ".env"
-    load_dotenv(dotenv)
+    config_dir = Path(config_path).parent
+    # Load .env, .env.dev, .env.local in order (first non-empty value wins).
+    for candidate in (".env", ".env.dev", ".env.local"):
+        load_dotenv(config_dir / candidate)
     return ServerConfig.from_yaml(config_path)
 
 
diff --git a/src/agentkit/server/frontend/src/api/types.ts b/src/agentkit/server/frontend/src/api/types.ts
index e8e4401..8509a81 100644
--- a/src/agentkit/server/frontend/src/api/types.ts
+++ b/src/agentkit/server/frontend/src/api/types.ts
@@ -346,6 +346,8 @@ export interface IExpertSpeechData {
 /** round_summary event payload */
 export interface IRoundSummaryData {
   moderator_name: string;
+  moderator_avatar?: string;
+  moderator_color?: string;
   content: string;
   round: number;
   continue: boolean;
diff --git a/src/agentkit/server/frontend/src/components/chat/StickyModeHeader.vue b/src/agentkit/server/frontend/src/components/chat/StickyModeHeader.vue
index b6e53ef..a0a4182 100644
--- a/src/agentkit/server/frontend/src/components/chat/StickyModeHeader.vue
+++ b/src/agentkit/server/frontend/src/components/chat/StickyModeHeader.vue
@@ -37,7 +37,7 @@
             class="sticky-mode-header__avatar"
             :class="{ 'sticky-mode-header__avatar--lead': expert.isLead }"
             type="button"
-            :style="{ borderColor: expert.color }"
+            :style="{ background: expert.color, color: 'var(--text-inverse)', borderColor: expert.color }"
             :aria-label="`查看 ${expert.name} 详情`"
             :aria-expanded="openKey === expert.key"
           >
@@ -62,7 +62,7 @@
               >
                 <span
                   class="expert-list__avatar"
-                  :style="{ borderColor: expert.color }"
+                  :style="{ background: expert.color, color: 'var(--text-inverse)', borderColor: expert.color }"
                 >{{ expert.avatar }}</span>
                 <span class="expert-list__name">{{ expert.name }}</span>
                 <span v-if="expert.isLead" class="expert-list__tag">Lead</span>
@@ -153,11 +153,40 @@ const allExperts = computed<IExpertDisplay[]>(() => {
   }
   if (mode.value === 'board') {
     const list = chatStore.boardState?.experts ?? []
+    // 颜色一致性：优先使用当前会话 messages 中最近的 board_speech/
+    // round_summary 的 expert_color（与 MessageShell 头像同源），保证
+    // 顶部卡片头像与对话头像颜色严格匹配；缺失时回退到 boardState
+    // 中保存的 YAML color。
+    const liveColorByName = new Map<string, string>()
+    const liveAvatarByName = new Map<string, string>()
+    const conv = chatStore.conversations?.find(
+      (c: { id: string; messages?: unknown[] }) => c.id === chatStore.currentConversationId,
+    )
+    if (conv?.messages) {
+      // walk from latest to earliest to capture the most recent identity
+      for (let i = conv.messages.length - 1; i >= 0; i--) {
+        const m = conv.messages[i] as {
+          message_type?: string
+          expert_name?: string
+          expert_color?: string
+          expert_avatar?: string
+        }
+        if (
+          (m.message_type === 'board_speech' ||
+            m.message_type === 'board_summary') &&
+          m.expert_name &&
+          !liveColorByName.has(m.expert_name)
+        ) {
+          if (m.expert_color) liveColorByName.set(m.expert_name, m.expert_color)
+          if (m.expert_avatar) liveAvatarByName.set(m.expert_name, m.expert_avatar)
+        }
+      }
+    }
     return list.map((e: IBoardExpert, idx: number) => ({
       key: `${e.name}-${idx}`,
       name: e.name,
-      avatar: e.avatar,
-      color: e.color,
+      avatar: liveAvatarByName.get(e.name) ?? e.avatar,
+      color: liveColorByName.get(e.name) ?? e.color,
       persona: e.persona,
       description: e.is_moderator ? '主持人' : undefined,
       isLead: false,
diff --git a/src/agentkit/server/frontend/src/components/chat/helpers/expertIdentity.ts b/src/agentkit/server/frontend/src/components/chat/helpers/expertIdentity.ts
index 6f8b8bb..b2f285e 100644
--- a/src/agentkit/server/frontend/src/components/chat/helpers/expertIdentity.ts
+++ b/src/agentkit/server/frontend/src/components/chat/helpers/expertIdentity.ts
@@ -14,20 +14,20 @@ export interface ExpertIdentity {
   color: string
 }
 
-/** Non-blue palette. Order is stable — do not reshuffle (would break identity). */
+/** Neutral slate palette (GitHub/professional style). Order is stable — do not reshuffle. */
 const PALETTE: ReadonlyArray<string> = [
-  "#d97706", // amber 600
-  "#059669", // emerald 600
-  "#7c3aed", // violet 600
-  "#db2777", // pink 600
-  "#0e7490", // cyan 700
-  "#65a30d", // lime 600
-  "#c2410c", // orange 700
-  "#9333ea", // purple 600
-  "#0891b2", // sky 600
-  "#a16207", // yellow 700
-  "#be185d", // rose 700
-  "#15803d", // green 700
+  "#4b5563", // slate 600
+  "#6b7280", // gray 500
+  "#9ca3af", // gray 400
+  "#374151", // gray 800
+  "#1f2937", // gray 900
+  "#1e40af", // blue 800 (deep, non-vivid)
+  "#166534", // green 800
+  "#7c2d12", // orange 900
+  "#581c87", // purple 900
+  "#155e75", // cyan 800
+  "#92400e", // amber 800
+  "#78716c", // stone 500
 ]
 
 /** djb2-style string hash — stable across JS engines and reloads. */
diff --git a/src/agentkit/server/frontend/src/components/chat/helpers/useMessageRenderer.ts b/src/agentkit/server/frontend/src/components/chat/helpers/useMessageRenderer.ts
index 1e2773b..d094f61 100644
--- a/src/agentkit/server/frontend/src/components/chat/helpers/useMessageRenderer.ts
+++ b/src/agentkit/server/frontend/src/components/chat/helpers/useMessageRenderer.ts
@@ -55,19 +55,19 @@ export function resolveMessageType(message: IChatMessage): MessageViewType {
   switch (message.message_type) {
     case 'plan_update':
       return 'team_plan'
-    // 2026-07-01: board_* events render as plain assistant bubbles (streaming).
-    // The user's first @board/@team message already shows a structured card
-    // (UserBubble) with topic + expert count + expert list; rendering
-    // dedicated cards (BoardBannerCard / BoardRoundCard / BoardConclusionCard)
-    // for the subsequent board_started/board_speech/board_summary/
-    // board_conclusion events duplicates the banner and breaks the natural
-    // chat flow. Fall through to 'assistant' so the content streams
-    // inline.
+    // 2026-07-02: 恢复 board_* 事件走专用卡片路径，落地方案B
+    // (中性灰阶头像/名字/颜色徽章/对话气泡 + 左侧3px色条)。
+    // UserBubble 仅渲染用户输入的 @board 指令文本卡片，
+    // BoardBannerCard 渲染后端回送的 board_started 事件 (含专家 chip + 进度条)，
+    // 二者职责不同，不构成重复。
     case 'board_started':
+      return 'board_banner'
     case 'board_speech':
+      return 'board_speech'
     case 'board_summary':
+      return 'board_summary'
     case 'board_conclusion':
-      return 'assistant'
+      return 'board_conclusion'
     case 'debate_started':
       return 'debate_started'
     case 'debate_argument':
@@ -149,42 +149,34 @@ export function useMessageRenderer(message: IChatMessage) {
         }
       }
 
-      case 'board_speech':
+      case 'board_speech': {
+        const roleTag = message.board_role === 'moderator' ? '主持' : '专家'
         return {
           type,
           shell: {
             name: message.expert_name || '专家',
-            meta: message.board_round ? `第 ${message.board_round} 轮${message.board_role === 'moderator' ? ' · 主持' : ''}` : time,
+            meta: message.board_round ? `第 ${message.board_round} 轮 · ${roleTag}` : `${roleTag}`,
             avatar: message.expert_avatar,
             color: message.expert_color,
           },
           component: BoardRoundCard,
           props: {
-            name: message.expert_name || '专家',
-            avatar: message.expert_avatar || '',
-            color: message.expert_color,
-            round: message.board_round,
-            role: message.board_role === 'moderator' ? 'moderator' : 'expert',
             content: message.content || '',
           },
         }
+      }
 
       case 'board_summary':
         return {
           type,
           shell: {
             name: message.expert_name || '主持人',
-            meta: message.board_round ? `第 ${message.board_round} 轮 · 小结` : time,
+            meta: message.board_round ? `第 ${message.board_round} 轮 · 小结` : '小结',
             avatar: message.expert_avatar,
             color: message.expert_color,
           },
           component: BoardRoundCard,
           props: {
-            name: message.expert_name || '主持人',
-            avatar: message.expert_avatar || '',
-            color: message.expert_color,
-            round: message.board_round,
-            role: 'summary',
             content: message.content || '',
           },
         }
diff --git a/src/agentkit/server/frontend/src/components/chat/messages/BoardRoundCard.vue b/src/agentkit/server/frontend/src/components/chat/messages/BoardRoundCard.vue
index 7f81aab..9e57cb2 100644
--- a/src/agentkit/server/frontend/src/components/chat/messages/BoardRoundCard.vue
+++ b/src/agentkit/server/frontend/src/components/chat/messages/BoardRoundCard.vue
@@ -1,19 +1,6 @@
 <template>
-  <div class="board-round-card" :class="[`board-round-card--${role}`]">
-    <div class="board-round-card__header">
-      <span
-        class="board-round-card__avatar"
-        :style="avatarStyle"
-      >
-        {{ avatar || name.charAt(0) }}
-      </span>
-      <span class="board-round-card__name">{{ name }}</span>
-      <span v-if="round" class="board-round-card__round">第 {{ round }} 轮</span>
-      <span v-if="roleTag" class="board-round-card__role">{{ roleTag }}</span>
-    </div>
-    <div class="board-round-card__content">
-      <AssistantText :message="textMessage" />
-    </div>
+  <div class="board-round-card">
+    <AssistantText :message="textMessage" />
   </div>
 </template>
 
@@ -23,37 +10,16 @@ import type { IChatMessage } from '@/api/types'
 import AssistantText from './AssistantText.vue'
 
 interface Props {
-  name: string
-  avatar?: string
-  color?: string
-  round?: number
-  role?: 'moderator' | 'expert' | 'summary'
   content: string
 }
 
-const props = withDefaults(defineProps<Props>(), {
-  avatar: '',
-  role: 'expert',
-})
-
-const roleTag = computed(() => {
-  const tags: Record<string, string> = {
-    moderator: '主持',
-    expert: '专家',
-    summary: '小结',
-  }
-  return tags[props.role] || ''
-})
-
-const avatarStyle = computed(() => {
-  if (props.color) {
-    return { background: props.color }
-  }
-  return { background: 'var(--accent-board)' }
-})
+const props = defineProps<Props>()
 
+// 方案B: BoardRoundCard 仅作为 Board 发言的纯内容容器，
+// 渲染 AssistantText 的流式文本。头像/名字/轮次/角色标签等元信息
+// 全部由外层 MessageShell 的 header 负责，避免重复渲染。
 const textMessage = computed<IChatMessage>(() => ({
-  id: `board-${props.name}-${props.round || 0}`,
+  id: `board-${Date.now()}-${Math.random().toString(36).slice(2, 8)}`,
   role: 'assistant',
   content: props.content,
   timestamp: new Date().toISOString(),
@@ -64,63 +30,5 @@ const textMessage = computed<IChatMessage>(() => ({
 <style scoped>
 .board-round-card {
   width: 100%;
-  background: var(--bg-primary);
-  border: 1px solid var(--border-color);
-  border-left: 3px solid var(--accent-board);
-  border-radius: var(--radius-card);
-  box-shadow: var(--shadow-card);
-  overflow: hidden;
-}
-
-.board-round-card--summary {
-  background: var(--accent-board-soft);
-  border-left-color: var(--accent-board);
-}
-
-.board-round-card__header {
-  display: flex;
-  align-items: center;
-  gap: var(--space-2);
-  padding: var(--space-2) var(--space-3);
-  border-bottom: 1px solid var(--border-color);
-}
-
-.board-round-card__avatar {
-  display: inline-flex;
-  align-items: center;
-  justify-content: center;
-  width: 22px;
-  height: 22px;
-  border-radius: var(--radius-full);
-  font-size: 12px;
-  color: var(--text-inverse);
-}
-
-.board-round-card__name {
-  font-size: var(--font-sm);
-  font-weight: var(--font-weight-medium);
-  color: var(--text-primary);
-}
-
-.board-round-card__round {
-  font-size: var(--font-xs);
-  color: var(--text-tertiary);
-}
-
-.board-round-card__role {
-  margin-left: auto;
-  font-size: var(--font-xs);
-  padding: 1px 6px;
-  border-radius: var(--radius-sm);
-  background: var(--accent-board-soft);
-  color: var(--accent-board);
-}
-
-.board-round-card__content {
-  padding: var(--space-2) var(--space-3);
-}
-
-.board-round-card__content :deep(p) {
-  margin: 0;
 }
 </style>
diff --git a/src/agentkit/server/frontend/src/components/chat/messages/MessageShell.vue b/src/agentkit/server/frontend/src/components/chat/messages/MessageShell.vue
index 3975165..0a692a4 100644
--- a/src/agentkit/server/frontend/src/components/chat/messages/MessageShell.vue
+++ b/src/agentkit/server/frontend/src/components/chat/messages/MessageShell.vue
@@ -20,13 +20,13 @@
     </div>
     <div class="message-shell__body">
       <div class="message-shell__header">
-        <!-- U4 R10: 专家身份 badge — 用 expert_color 高亮 expert_name，流式期间及结束后均保留 -->
+        <!-- 方案B: 专家名字始终是纯文本 (粗体)，彩色身份由头像背景承担，
+             不再渲染彩色 pill 名字徽章 -->
         <span
-          v-if="expertName"
-          class="message-shell__expert-badge"
-          :style="{ backgroundColor: expertColor || '#1890ff' }"
-        >{{ expertName }}</span>
-        <span v-else class="message-shell__name">{{ name }}</span>
+          v-if="expertName || name"
+          class="message-shell__name"
+          :class="{ 'message-shell__name--expert': !!expertName }"
+        >{{ expertName || name }}</span>
         <span v-if="meta" class="message-shell__meta">{{ meta }}</span>
         <span
           v-if="streaming"
@@ -152,20 +152,10 @@ withDefaults(defineProps<Props>(), {
   font-weight: var(--font-weight-medium);
 }
 
-/* U4 R10: 专家身份 badge — 彩色 pill，区别于普通 name 文本与 avatar */
-.message-shell__expert-badge {
-  display: inline-flex;
-  align-items: center;
-  padding: 0 var(--space-2);
-  border-radius: var(--radius-full);
-  color: var(--text-inverse, #fff);
-  font-size: var(--font-xs);
+/* 方案B: 专家名字 — 粗体文本 + 略深色，与普通 name 区分 (无 pill 背景) */
+.message-shell__name--expert {
+  color: var(--text-primary);
   font-weight: var(--font-weight-semibold);
-  line-height: 1.6;
-  max-width: 12em;
-  overflow: hidden;
-  text-overflow: ellipsis;
-  white-space: nowrap;
 }
 
 .message-shell__meta {
diff --git a/src/agentkit/server/frontend/src/components/preview/scenes/Scene4BoardDiscussion.vue b/src/agentkit/server/frontend/src/components/preview/scenes/Scene4BoardDiscussion.vue
index 3655877..04337dd 100644
--- a/src/agentkit/server/frontend/src/components/preview/scenes/Scene4BoardDiscussion.vue
+++ b/src/agentkit/server/frontend/src/components/preview/scenes/Scene4BoardDiscussion.vue
@@ -14,37 +14,16 @@
         />
       </MessageShell>
 
-      <MessageShell role="assistant" name="架构师老张" meta="第 1 轮" avatar="张" color="var(--accent-board)">
-        <BoardRoundCard
-          name="架构师老张"
-          avatar="张"
-          color="var(--accent-board)"
-          :round="1"
-          role="expert"
-          :content="speech1.content"
-        />
+      <MessageShell role="assistant" name="架构师老张" meta="第 1 轮 · 专家" avatar="张" color="var(--accent-board)">
+        <BoardRoundCard :content="speech1.content" />
       </MessageShell>
 
-      <MessageShell role="assistant" name="后端负责人小李" meta="第 1 轮" avatar="李" color="var(--accent-board)">
-        <BoardRoundCard
-          name="后端负责人小李"
-          avatar="李"
-          color="var(--accent-board)"
-          :round="1"
-          role="expert"
-          :content="speech2.content"
-        />
+      <MessageShell role="assistant" name="后端负责人小李" meta="第 1 轮 · 专家" avatar="李" color="var(--accent-board)">
+        <BoardRoundCard :content="speech2.content" />
       </MessageShell>
 
       <MessageShell role="assistant" name="主持人" meta="第 1 轮 · 小结" avatar="主" color="var(--accent-board)">
-        <BoardRoundCard
-          name="主持人"
-          avatar="主"
-          color="var(--accent-board)"
-          :round="1"
-          role="summary"
-          :content="summaryMessage.content"
-        />
+        <BoardRoundCard :content="summaryMessage.content" />
       </MessageShell>
 
       <MessageShell role="assistant" name="主持人" meta="11:05">
diff --git a/src/agentkit/server/frontend/src/stores/chatStore.ts b/src/agentkit/server/frontend/src/stores/chatStore.ts
index 33b5146..e2f3d6f 100644
--- a/src/agentkit/server/frontend/src/stores/chatStore.ts
+++ b/src/agentkit/server/frontend/src/stores/chatStore.ts
@@ -217,9 +217,15 @@ export const useChatStore = defineStore("chat", () => {
 
   /** Select a conversation by ID and load its messages */
   async function selectConversation(id: string, force = false): Promise<void> {
+    const prevConvId = currentConversationId.value;
     currentConversationId.value = id;
-    // P2 #10: 会话隔离 — 切换会话时重置 collaborationState，避免跨会话数据泄漏。
-    stream.collaborationState.value = null;
+    // 会话隔离 — 切换会话时重置三个 transient state，避免跨会话数据泄漏。
+    // force-reload 同一会话时不重置，防止误清空。
+    if (prevConvId !== id) {
+      stream.boardState.value = null;
+      stream.debateState.value = null;
+      stream.collaborationState.value = null;
+    }
 
     const conv = conversations.value.find((c) => c.id === id);
     // 本地临时会话尚未同步到服务端，跳过获取避免 404
@@ -305,6 +311,28 @@ export const useChatStore = defineStore("chat", () => {
     // 存在与否决定 status（已结束 vs 仍在讨论中）。Reload 后 BoardStatusView / StickyModeHeader
     // 才能正常显示专家列表和轮次，私信 0 人的现象也由此修复。
     stream.boardState.value = restoreBoardStateFromMessages(restoredConv?.messages ?? []);
+
+    // 颜色一致性兜底：board_speech / round_summary 消息如果缺失 expert_avatar
+    // 或 expert_color（早期持久化未写入），从 boardState.experts 补全，
+    // 保证 StickyModeHeader 头像和 MessageShell 头像颜色一致。
+    if (stream.boardState.value && restoredConv?.messages) {
+      const expertMap = new Map(
+        stream.boardState.value.experts.map((e) => [e.name, e]),
+      );
+      for (const m of restoredConv.messages) {
+        if (
+          (m.message_type === "board_speech" ||
+            m.message_type === "board_summary") &&
+          m.expert_name
+        ) {
+          const expert = expertMap.get(m.expert_name);
+          if (expert) {
+            if (!m.expert_avatar) m.expert_avatar = expert.avatar;
+            if (!m.expert_color) m.expert_color = expert.color;
+          }
+        }
+      }
+    }
   }
 
   /** Create a new empty conversation */
@@ -319,6 +347,10 @@ export const useChatStore = defineStore("chat", () => {
     };
     conversations.value.unshift(newConversation);
     currentConversationId.value = newConversation.id;
+    // 重置 transient state，避免旧私董会/辩论/协作状态泄漏到新会话
+    stream.boardState.value = null;
+    stream.debateState.value = null;
+    stream.collaborationState.value = null;
     stream.clearConvSteps(newConversation.id);
   }
 
@@ -341,6 +373,7 @@ export const useChatStore = defineStore("chat", () => {
       currentConversationId.value = null;
       stream.boardState.value = null;
       stream.debateState.value = null;
+      stream.collaborationState.value = null;
       if (conversations.value.length > 0) {
         await selectConversation(conversations.value[0].id);
       } else {
diff --git a/src/agentkit/server/frontend/src/stores/chatStream.ts b/src/agentkit/server/frontend/src/stores/chatStream.ts
index 8e099cc..39f35c9 100644
--- a/src/agentkit/server/frontend/src/stores/chatStream.ts
+++ b/src/agentkit/server/frontend/src/stores/chatStream.ts
@@ -1296,14 +1296,17 @@ export function dispatchWsEvent(
         (c) => c.id === conversationId,
       );
       if (!conv) break;
-      // Stable identity for the moderator, just like expert_speech.
+      // Stable identity for the moderator. Prefer the event's
+      // moderator_avatar/moderator_color (added in 2026-07-02 so persistence
+      // has the same identity) and fall back to the boardState snapshot
+      // captured at board_started.
       const moderator = state.boardState.value?.experts.find(
         (e) => e.name === summaryData.moderator_name,
       );
       const identity = resolveExpertIdentity(
         summaryData.moderator_name,
-        moderator?.avatar,
-        moderator?.color,
+        summaryData.moderator_avatar || moderator?.avatar,
+        summaryData.moderator_color || moderator?.color,
       );
       const summaryMsg: IChatMessage = {
         id: generateId(),
diff --git a/src/agentkit/server/frontend/src/views/LoginView.vue b/src/agentkit/server/frontend/src/views/LoginView.vue
index 09d0cb7..d8ff373 100644
--- a/src/agentkit/server/frontend/src/views/LoginView.vue
+++ b/src/agentkit/server/frontend/src/views/LoginView.vue
@@ -181,6 +181,20 @@ onMounted(async () => {
   font-weight: 600;
 }
 
+/* 显式绑定到 token — AntD ConfigProvider token 在 tauri 冷启动时序
+   不稳定，这里兜底强制使用项目主色（#1a1a1a 近黑），避免蓝色兜底。 */
+.login-submit.ant-btn-primary,
+.login-submit.ant-btn-primary:hover,
+.login-submit.ant-btn-primary:focus {
+  background-color: var(--color-primary, #1a1a1a);
+  border-color: var(--color-primary, #1a1a1a);
+  color: var(--text-inverse, #ffffff);
+}
+.login-submit.ant-btn-primary:hover {
+  background-color: var(--color-primary-hover, #2f2f2f);
+  border-color: var(--color-primary-hover, #2f2f2f);
+}
+
 .login-remember {
   margin-bottom: 16px;
 }
diff --git a/src/agentkit/server/frontend/tests/unit/stores/chatStore.transient-state.test.ts b/src/agentkit/server/frontend/tests/unit/stores/chatStore.transient-state.test.ts
new file mode 100644
index 0000000..e0924f1
--- /dev/null
+++ b/src/agentkit/server/frontend/tests/unit/stores/chatStore.transient-state.test.ts
@@ -0,0 +1,172 @@
+/**
+ * Transient state reset matrix tests (U5 / Bug 1).
+ *
+ * Verifies that createConversation / selectConversation / deleteConversation
+ * reset the three stream-owned transient state refs (boardState /
+ * debateState / collaborationState) to null — preventing cross-conversation
+ * state leakage (e.g. private board header persisting into a new conversation).
+ *
+ * Mock strategy follows chat-phase.test.ts: mock apiClient + peer stores,
+ * use setActivePinia(createPinia()), dynamic-import the real useChatStore.
+ * All test conversations are is_local=true so no API calls fire.
+ */
+
+import { beforeEach, describe, expect, it, vi } from 'vitest'
+import { setActivePinia, createPinia } from 'pinia'
+
+// Mock apiClient so the store never touches the network.
+vi.mock('@/api/client', () => ({
+  apiClient: {
+    getConversations: vi.fn().mockResolvedValue([]),
+    getConversation: vi.fn().mockResolvedValue({ id: '', title: '', messages: [] }),
+    deleteConversation: vi.fn().mockResolvedValue(undefined),
+    get: vi.fn(),
+    post: vi.fn(),
+    put: vi.fn(),
+    delete: vi.fn(),
+    patch: vi.fn(),
+  },
+}))
+
+// Mock peer stores to avoid pulling their dependencies.
+vi.mock('@/stores/team', () => ({ useTeamStore: vi.fn(() => null) }))
+vi.mock('@/stores/documents', () => ({ useDocumentsStore: vi.fn(() => null) }))
+vi.mock('@/stores/calendar', () => ({ useCalendarStore: vi.fn(() => null) }))
+vi.mock('@/api/documents', () => ({ isDocumentMeta: vi.fn() }))
+
+describe('transient state reset matrix', () => {
+  beforeEach(() => {
+    setActivePinia(createPinia())
+  })
+
+  it('createConversation resets boardState / debateState / collaborationState to null', async () => {
+    const { useChatStore } = await import('@/stores/chatStore')
+    const store = useChatStore()
+
+    // Simulate a board meeting was active in the previous conversation.
+    store.boardState = { topic: 'stale', experts: [], max_rounds: 1, current_round: 0, status: 'discussing' } as never
+    store.debateState = { topic: 'stale' } as never
+    store.collaborationState = { contracts: [], notices: [], reviews: [], risks: [] } as never
+
+    store.createConversation()
+
+    expect(store.boardState).toBeNull()
+    expect(store.debateState).toBeNull()
+    expect(store.collaborationState).toBeNull()
+  })
+
+  it('selectConversation to a different conversation resets all three states', async () => {
+    const { useChatStore } = await import('@/stores/chatStore')
+    const store = useChatStore()
+
+    // Pre-populate two local conversations.
+    store.conversations = [
+      { id: 'conv-a', title: 'A', messages: [], created_at: '', updated_at: '', is_local: true },
+      { id: 'conv-b', title: 'B', messages: [], created_at: '', updated_at: '', is_local: true },
+    ]
+    store.currentConversationId = 'conv-a'
+
+    // Simulate board state from conversation A.
+    store.boardState = { topic: 'board in A', experts: [], max_rounds: 1, current_round: 0, status: 'discussing' } as never
+    store.debateState = { topic: 'debate in A' } as never
+    store.collaborationState = { contracts: [], notices: [], reviews: [], risks: [] } as never
+
+    // Switch to conversation B (no board messages → restoreBoardStateFromMessages returns null).
+    await store.selectConversation('conv-b')
+
+    expect(store.boardState).toBeNull()
+    expect(store.debateState).toBeNull()
+    expect(store.collaborationState).toBeNull()
+  })
+
+  it('selectConversation force-reload same id does not clear via conditional reset', async () => {
+    const { useChatStore } = await import('@/stores/chatStore')
+    const { restoreBoardStateFromMessages } = await import('@/stores/chatStore')
+
+    // Build a conversation with a board_started message so restoreBoardStateFromMessages returns non-null.
+    const boardStartedMsg = {
+      id: 'msg-start',
+      role: 'assistant' as const,
+      content: '私董会开始：测试主题',
+      timestamp: '2026-07-01T10:00:00Z',
+      status: 'completed' as const,
+      message_type: 'board_started' as const,
+      board_started: {
+        team_id: 'team-1',
+        topic: '测试主题',
+        max_rounds: 3,
+        experts: [
+          { name: 'Alice', avatar: 'A', color: '#888888', is_moderator: true, persona: '主持人' },
+        ],
+      },
+      board_round: 0,
+    }
+
+    const store = useChatStore()
+    store.conversations = [
+      { id: 'conv-a', title: 'A', messages: [boardStartedMsg], created_at: '', updated_at: '', is_local: true },
+    ]
+    store.currentConversationId = 'conv-a'
+
+    // Initial select to populate boardState from messages.
+    await store.selectConversation('conv-a')
+    expect(store.boardState).not.toBeNull()
+    expect(store.boardState?.topic).toBe('测试主题')
+
+    // Force-reload the same conversation — boardState should be restored, not cleared.
+    await store.selectConversation('conv-a', true)
+    expect(store.boardState).not.toBeNull()
+    expect(store.boardState?.topic).toBe('测试主题')
+
+    // Sanity: restoreBoardStateFromMessages returns non-null for this fixture.
+    expect(restoreBoardStateFromMessages([boardStartedMsg])).not.toBeNull()
+  })
+
+  it('deleteConversation of current conversation resets all three states including collaborationState', async () => {
+    const { useChatStore } = await import('@/stores/chatStore')
+    const store = useChatStore()
+
+    // Create a local conversation and select it.
+    store.conversations = [
+      { id: 'conv-a', title: 'A', messages: [], created_at: '', updated_at: '', is_local: true },
+      { id: 'conv-b', title: 'B', messages: [], created_at: '', updated_at: '', is_local: true },
+    ]
+    store.currentConversationId = 'conv-a'
+
+    // Simulate all three transient states are active.
+    store.boardState = { topic: 'board', experts: [], max_rounds: 1, current_round: 0, status: 'discussing' } as never
+    store.debateState = { topic: 'debate' } as never
+    store.collaborationState = { contracts: [], notices: [], reviews: [], risks: [] } as never
+
+    // Delete the current conversation — should reset all three states.
+    await store.deleteConversation('conv-a')
+
+    expect(store.boardState).toBeNull()
+    expect(store.debateState).toBeNull()
+    expect(store.collaborationState).toBeNull()
+  })
+
+  it('deleteConversation of a non-current conversation does not touch transient states', async () => {
+    const { useChatStore } = await import('@/stores/chatStore')
+    const store = useChatStore()
+
+    store.conversations = [
+      { id: 'conv-a', title: 'A', messages: [], created_at: '', updated_at: '', is_local: true },
+      { id: 'conv-b', title: 'B', messages: [], created_at: '', updated_at: '', is_local: true },
+    ]
+    store.currentConversationId = 'conv-a'
+
+    const boardState = { topic: 'board in A', experts: [], max_rounds: 1, current_round: 0, status: 'discussing' as const }
+    store.boardState = boardState
+    store.debateState = { topic: 'debate' } as never
+    store.collaborationState = { contracts: [], notices: [], reviews: [], risks: [] } as never
+
+    // Delete a non-current conversation — states should be untouched.
+    await store.deleteConversation('conv-b')
+
+    expect(store.boardState).not.toBeNull()
+    expect(store.boardState?.topic).toBe('board in A')
+    expect(store.debateState).not.toBeNull()
+    expect(store.collaborationState).not.toBeNull()
+  })
+})
diff --git a/src/agentkit/server/routes/chat.py b/src/agentkit/server/routes/chat.py
index cf56337..ed9aa49 100644
--- a/src/agentkit/server/routes/chat.py
+++ b/src/agentkit/server/routes/chat.py
@@ -337,6 +337,8 @@ async def _execute_board_meeting(
                 {
                     "message_type": "board_summary",
                     "expert_name": event_data.get("moderator_name"),
+                    "expert_avatar": event_data.get("moderator_avatar"),
+                    "expert_color": event_data.get("moderator_color"),
                     "board_round": event_data.get("round"),
                     "board_role": "summary",
                 },
diff --git a/tests/manual/test_react_l4_smoke.py b/tests/manual/test_react_l4_smoke.py
new file mode 100644
index 0000000..5148ffb
--- /dev/null
+++ b/tests/manual/test_react_l4_smoke.py
@@ -0,0 +1,295 @@
+"""ReAct L4 真实 LLM smoke test (U6).
+
+手动验证 U4 的 L0 规则重排（`_build_tool_use_prompt` 中"何时必须使用工具"前置）
+在真实 LLM 调用下是否生效 — Agent 面对复杂需求时是否调用 `web_search` 而非
+直接回答。
+
+不进 CI（依赖真实 LLM API key + 网络）。运行方式：
+
+    python3 tests/manual/test_react_l4_smoke.py
+
+判定标准（plan U6）：
+- Probe 1-4 期望触发 web_search（≥3/4 pass 算通过）
+- Probe 5 期望不触发工具调用（验证 escape hatch 规则 4 仍有效）
+- 通过 → Bug 2 状态升级为 "L4 verified"
+- 未通过 → 触发 L1（工具描述扩展）独立 plan
+
+ponytail: 直接复用 cli.chat._build_gateway + server.app._create_provider，
+不重新实现 provider 注册逻辑。升级路径：抽到 shared 模块供 cli/server/manual
+共用。
+"""
+
+from __future__ import annotations
+
+import asyncio
+import sys
+import time
+from dataclasses import dataclass
+from pathlib import Path
+
+# 确保可以 import agentkit 包（脚本从仓库根目录运行）
+ROOT = Path(__file__).resolve().parent.parent.parent
+sys.path.insert(0, str(ROOT / "src"))
+
+from agentkit.core.react import ReActEngine, ReActResult, ReActStep  # noqa: E402
+from agentkit.server.config import find_config_path, load_config_with_dotenv  # noqa: E402
+from agentkit.tools.web_search import WebSearchTool  # noqa: E402
+
+
+# ---------------------------------------------------------------------------
+# Probe queries
+# ---------------------------------------------------------------------------
+
+@dataclass
+class Probe:
+    """单个 probe query 及其期望行为。"""
+    id: int
+    category: str          # external_info / realtime_data / multi_step / uncertain / no_tool
+    query: str
+    expect_tool_call: bool # True: 期望触发 web_search；False: 期望直接回答
+
+
+PROBES: list[Probe] = [
+    Probe(
+        id=1,
+        category="external_info",
+        query="收集 GitHub Trending 前 10 个项目信息并分析商业价值",
+        expect_tool_call=True,
+    ),
+    Probe(
+        id=2,
+        category="realtime_data",
+        query="最新 AI 领域有什么重要新闻？",
+        expect_tool_call=True,
+    ),
+    Probe(
+        id=3,
+        category="multi_step",
+        query="对比 React 和 Vue 3 在大型项目中的性能差异，给出具体数据",
+        expect_tool_call=True,
+    ),
+    Probe(
+        id=4,
+        category="realtime_data_simple",
+        query="今天上海天气怎么样？",
+        expect_tool_call=True,
+    ),
+    Probe(
+        id=5,
+        category="no_tool_escape_hatch",
+        query="请帮我总结下面这段文字：人工智能（AI）是计算机科学的一个分支，"
+              "它企图了解智能的实质，并生产出一种新的能以人类智能相似的方式做出"
+              "反应的智能机器。AI 的研究包括机器人、语言识别、图像识别、自然语言"
+              "处理和专家系统等。",
+        expect_tool_call=False,
+    ),
+]
+
+
+# ---------------------------------------------------------------------------
+# Probe runner
+# ---------------------------------------------------------------------------
+
+def _count_tool_calls(result: ReActResult) -> tuple[int, list[str]]:
+    """统计 trajectory 中的 tool_call 步骤，返回 (count, tool_names)。"""
+    tool_names: list[str] = []
+    for step in result.trajectory:
+        if step.action == "tool_call" and step.tool_name:
+            tool_names.append(step.tool_name)
+    return len(tool_names), tool_names
+
+
+def _format_trajectory(steps: list[ReActStep]) -> str:
+    """格式化 trajectory 用于报告输出。"""
+    lines: list[str] = []
+    for s in steps:
+        if s.action == "tool_call":
+            args_preview = str(s.arguments)[:80] if s.arguments else ""
+            lines.append(f"    [{s.step}] tool_call: {s.tool_name}({args_preview})")
+        elif s.action == "final_answer":
+            preview = (s.content or "")[:120].replace("\n", " ")
+            lines.append(f"    [{s.step}] final_answer: {preview}...")
+        else:
+            lines.append(f"    [{s.step}] {s.action}")
+    return "\n".join(lines) if lines else "    (empty)"
+
+
+async def run_probe(engine: ReActEngine, probe: Probe) -> dict:
+    """运行单个 probe，返回结果字典。"""
+    print(f"\n{'='*60}")
+    print(f"Probe #{probe.id} [{probe.category}]")
+    print(f"Query: {probe.query[:80]}{'...' if len(probe.query) > 80 else ''}")
+    print(f"Expect tool_call: {probe.expect_tool_call}")
+    print(f"{'-'*60}")
+
+    messages = [{"role": "user", "content": probe.query}]
+    start = time.monotonic()
+
+    try:
+        result = await engine.execute(
+            messages=messages,
+            tools=[WebSearchTool()],
+            model="default",
+            agent_name="l4_smoke",
+            task_type="smoke_test",
+        )
+    except Exception as e:
+        elapsed = time.monotonic() - start
+        print(f"ERROR after {elapsed:.1f}s: {type(e).__name__}: {e}")
+        return {
+            "probe_id": probe.id,
+            "category": probe.category,
+            "expect_tool_call": probe.expect_tool_call,
+            "actual_tool_calls": 0,
+            "tool_names": [],
+            "status": "error",
+            "error": f"{type(e).__name__}: {e}",
+            "elapsed_s": elapsed,
+            "output_preview": "",
+            "trajectory": "",
+        }
+
+    elapsed = time.monotonic() - start
+    tool_count, tool_names = _count_tool_calls(result)
+
+    # 判定：实际触发工具 == 期望触发工具
+    actual_triggered = tool_count > 0
+    passed = actual_triggered == probe.expect_tool_call
+
+    # 特例：query 5 期望无工具，但如果 LLM 调用了，也算"行为可观察"（只是不符 escape hatch 期望）
+    status = "pass" if passed else "fail"
+
+    output_preview = (result.output or "")[:200].replace("\n", " ")
+    traj_str = _format_trajectory(result.trajectory)
+
+    print(f"Status: {status.upper()}  ({elapsed:.1f}s, {result.total_steps} steps)")
+    print(f"Tool calls: {tool_count} {tool_names}")
+    print(f"Output preview: {output_preview}")
+    print(f"Trajectory:\n{traj_str}")
+
+    return {
+        "probe_id": probe.id,
+        "category": probe.category,
+        "expect_tool_call": probe.expect_tool_call,
+        "actual_tool_calls": tool_count,
+        "tool_names": tool_names,
+        "status": status,
+        "error": None,
+        "elapsed_s": elapsed,
+        "output_preview": output_preview,
+        "trajectory": traj_str,
+        "total_steps": result.total_steps,
+        "total_tokens": result.total_tokens,
+        "react_status": result.status,
+    }
+
+
+# ---------------------------------------------------------------------------
+# Main
+# ---------------------------------------------------------------------------
+
+async def main() -> int:
+    """运行所有 probe，输出报告，返回退出码（0=pass, 1=fail）。"""
+    print("=" * 60)
+    print("ReAct L4 Smoke Test (U6)")
+    print("Verifies U4 L0 prompt rule rearrangement under real LLM calls")
+    print("=" * 60)
+
+    # 1. 加载 server config（从 agentkit.yaml + env）
+    print("\n[1/3] Loading server config...")
+    try:
+        config_path = find_config_path()
+        if not config_path:
+            print("FATAL: no agentkit.yaml found (./agentkit.yaml or ~/.agentkit/agentkit.yaml)")
+            return 2
+        server_config = load_config_with_dotenv(config_path)
+    except Exception as e:
+        print(f"FATAL: failed to load config: {type(e).__name__}: {e}")
+        return 2
+
+    if not server_config.llm_config.providers:
+        print("FATAL: no LLM providers configured (check agentkit.yaml / .env)")
+        return 2
+
+    providers_with_key = [
+        name for name, p in server_config.llm_config.providers.items()
+        if p.api_key
+    ]
+    if not providers_with_key:
+        print("FATAL: no LLM providers with api_key set")
+        print("Set env vars (e.g. OPENAI_API_KEY) or configure agentkit.yaml")
+        return 2
+
+    print(f"  Providers with key: {providers_with_key}")
+    print(f"  Default model alias: {server_config.llm_config.model_aliases.get('default', '<unset>')}")
+
+    # 2. 构建 LLM gateway + ReAct engine
+    print("\n[2/3] Building LLM gateway + ReAct engine...")
+    from agentkit.cli.chat import _build_gateway
+    gateway = _build_gateway(server_config)
+    if not gateway.has_providers:
+        print("FATAL: gateway has no registered providers")
+        return 2
+    print(f"  Gateway providers: {list(gateway._providers.keys())}")
+
+    engine = ReActEngine(
+        llm_gateway=gateway,
+        max_steps=8,           # 留够步数让 LLM 多轮搜索
+        default_timeout=120.0, # 单 query 上限 2 分钟
+        enable_tool_search=False,  # 简化：直接注入 web_search 完整描述
+    )
+
+    # 3. 运行所有 probe
+    print(f"\n[3/3] Running {len(PROBES)} probes...")
+    results: list[dict] = []
+    for probe in PROBES:
+        # 每次重置 engine 状态（避免 loop detection 跨 query 误判）
+        engine.reset()
+        result = await run_probe(engine, probe)
+        results.append(result)
+
+    # 4. 汇总报告
+    print("\n" + "=" * 60)
+    print("SUMMARY")
+    print("=" * 60)
+    print(f"{'#':>3}  {'Category':<24} {'Expect':>8} {'Actual':>8}  {'Status':>6}  {'Time':>6}")
+    print("-" * 60)
+    for r in results:
+        expect_str = "tool" if r["expect_tool_call"] else "direct"
+        actual_str = f"{r['actual_tool_calls']} tool" if r["actual_tool_calls"] > 0 else "direct"
+        print(
+            f"{r['probe_id']:>3}  "
+            f"{r['category']:<24} "
+            f"{expect_str:>8} "
+            f"{actual_str:>8}  "
+            f"{r['status']:>6}  "
+            f"{r['elapsed_s']:>5.1f}s"
+        )
+
+    # 5. 判定
+    print("\n" + "-" * 60)
+    tool_probes = [r for r in results if r["expect_tool_call"]]
+    direct_probes = [r for r in results if not r["expect_tool_call"]]
+
+    tool_pass = sum(1 for r in tool_probes if r["status"] == "pass")
+    direct_pass = sum(1 for r in direct_probes if r["status"] == "pass")
+
+    print(f"Tool-call probes: {tool_pass}/{len(tool_probes)} passed (threshold: ≥3/4)")
+    print(f"Direct-answer probes: {direct_pass}/{len(direct_probes)} passed")
+
+    overall_pass = (tool_pass >= 3) and (direct_pass == len(direct_probes))
+
+    print("\n" + "=" * 60)
+    if overall_pass:
+        print("VERDICT: PASS — Bug 2 status upgraded to 'L4 verified'")
+        print("Action: update plan Progress table U6 → done")
+        return 0
+    else:
+        print("VERDICT: FAIL — L0 rule rearrangement insufficient")
+        print("Action: trigger L1 (web_search description expansion) as independent plan")
+        print("        also consider L2 (PLAN_EXEC phase policy) if L1 alone insufficient")
+        return 1
+
+
+if __name__ == "__main__":
+    sys.exit(asyncio.run(main()))
diff --git a/tests/unit/cli/test_admin_commands.py b/tests/unit/cli/test_admin_commands.py
index aac5b37..9471055 100644
--- a/tests/unit/cli/test_admin_commands.py
+++ b/tests/unit/cli/test_admin_commands.py
@@ -788,7 +788,7 @@ class TestLoginCommand:
                 with open(config_path) as f:
                     cfg = yaml.safe_load(f)
                 assert cfg["token"] == "jwt-token-123"
-                assert cfg["server_url"] == "http://localhost:8001"
+                assert cfg["server_url"] == "http://localhost:18001"
 
     def test_login_with_server_url(self):
         """admin login --server-url saves the custom URL."""
diff --git a/tests/unit/test_react_engine.py b/tests/unit/test_react_engine.py
index 8ea4fbb..6d3ad8e 100644
--- a/tests/unit/test_react_engine.py
+++ b/tests/unit/test_react_engine.py
@@ -989,3 +989,94 @@ class TestMalformedToolUseNotLeakedAsFinalAnswer:
         # 不应把原始 XML 作为最终答案
         assert "<tool_use>" not in result.output
         assert result.output == "Search completed"
+
+
+class TestReActToolUsePromptRules:
+    """_build_tool_use_prompt 规则文本断言（U4 / Bug 2 L0）"""
+
+    def test_new_rule_1_present_at_top(self):
+        """新规则 1 '涉及外部信息...' 出现在规则列表头部"""
+        from agentkit.core.react import ReActEngine
+
+        gateway = make_mock_gateway([])
+        engine = ReActEngine(llm_gateway=gateway)
+        prompt = engine._build_tool_use_prompt([])
+
+        assert "1. 涉及外部信息、实时数据、多步骤分析或你不确定的事实时必须使用工具" in prompt
+
+    def test_old_rule_3_absent(self):
+        """旧规则 3 '如果不需要工具就能回答，直接回答即可' 不再出现"""
+        from agentkit.core.react import ReActEngine
+
+        gateway = make_mock_gateway([])
+        engine = ReActEngine(llm_gateway=gateway)
+        prompt = engine._build_tool_use_prompt([])
+
+        assert "如果不需要工具就能回答，直接回答即可" not in prompt
+
+    def test_rules_in_correct_order(self):
+        """规则序号 1-5 按预期顺序排列"""
+        from agentkit.core.react import ReActEngine
+
+        gateway = make_mock_gateway([])
+        engine = ReActEngine(llm_gateway=gateway)
+        prompt = engine._build_tool_use_prompt([])
+
+        # 规则 1 在规则 2 之前，规则 2 在规则 3 之前，以此类推
+        r1 = prompt.index("1. 涉及外部信息")
+        r2 = prompt.index("2. 每次只调用一个工具")
+        r3 = prompt.index("3. 等待工具返回结果")
+        r4 = prompt.index("4. 仅在确实无需工具时")
+        r5 = prompt.index("5. 不要在回答中重复工具的输出")
+        assert r1 < r2 < r3 < r4 < r5
+
+    def test_tool_use_xml_format_preserved(self):
+        """<tool_use> XML 格式示例保持向后兼容"""
+        from agentkit.core.react import ReActEngine
+
+        gateway = make_mock_gateway([])
+        engine = ReActEngine(llm_gateway=gateway)
+        prompt = engine._build_tool_use_prompt([])
+
+        assert "<tool_use>" in prompt
+        assert "</tool_use>" in prompt
+
+
+class TestBug2L0PromptRules:
+    """Bug 2 L0 端到端验证：_build_tool_use_prompt 包含工具描述 + 新规则
+
+    Bug 2 状态：hypothesis applied, pending L4 verification（非 fixed）。
+    L0 仅做文本断言，真实 LLM smoke test 在 L1/L2 独立 plan 中执行。
+    """
+
+    def test_web_search_description_in_prompt(self):
+        """注册 web_search 工具后，prompt 包含其描述文本"""
+        from agentkit.core.react import ReActEngine
+
+        web_search = FakeTool(
+            name="web_search",
+            description="搜索互联网信息，获取实时数据、新闻、趋势等",
+        )
+        gateway = make_mock_gateway([])
+        engine = ReActEngine(llm_gateway=gateway)
+        prompt = engine._build_tool_use_prompt([web_search])
+
+        # web_search 不是 core tool，作为 extended tool 渲染
+        # extended tool 渲染格式: "- name: first_line_of_description"
+        assert "web_search" in prompt
+        assert "搜索互联网信息" in prompt
+
+    def test_new_rule_1_present_with_tools(self):
+        """有工具注册时，prompt 仍包含新规则 1"""
+        from agentkit.core.react import ReActEngine
+
+        web_search = FakeTool(
+            name="web_search",
+            description="搜索互联网信息",
+        )
+        gateway = make_mock_gateway([])
+        engine = ReActEngine(llm_gateway=gateway)
+        prompt = engine._build_tool_use_prompt([web_search])
+
+        assert "1. 涉及外部信息、实时数据、多步骤分析或你不确定的事实时必须使用工具" in prompt
+        assert "如果不需要工具就能回答，直接回答即可" not in prompt