diff --git a/docs/brainstorms/2026-06-01-geo-frontend-visualization-requirements.md b/docs/brainstorms/2026-06-01-geo-frontend-visualization-requirements.md
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+---
+date: 2026-06-01
+topic: geo-frontend-visualization
+---
+
+## Summary
+
+为 GEO 平台已有的完整后端 API 补建前端可视化页面，分三批交付：P0 修复监测页面 + 新建竞品分析页面，P1 引用统计可视化 + 健康评分页面 + 检测任务管理 UI，P2 报告导出入口 + 公开评分落地页 + Agent 配置 UI + 趋势/Schema 页面。可视化优先——先让用户看到数据价值，再补操作闭环。
+
+## Problem Frame
+
+GEO 平台后端 API 已基本完整（8 个 Agent、5 大服务模块、30+ 端点），但前端存在多处功能断裂：监测页面展示的是告警而非监测记录（5 个监测 API 端点完全未被使用），竞品分析后端完整（5 种分析类型 + LLM 推荐 + 差距评分）却无前端页面，引用统计、健康评分、检测任务等 API 也缺乏前端对接。用户在 onboarding 流程中看到健康评分，进入 Dashboard 后却找不到对应页面，核心价值无法被感知。
+
+## Key Decisions
+
+**可视化优先于操作** — 先让用户看到品牌监测数据、竞品对比图表、引用统计趋势，证明数据价值；触发检测、创建任务等操作能力后续补全。这降低了首批交付的复杂度，同时验证用户是否真的需要这些数据。
+
+**监测页面修复而非新建** — 当前 monitoring 页面展示告警，但告警功能本身有独立价值。将监测记录作为 monitoring 页面的主 Tab，告警作为子 Tab，避免功能割裂。
+
+**复用现有图表库** — 前端已有 recharts 依赖（Dashboard 页面使用），竞品雷达图、引用趋势图等复用 recharts 而非引入新库。
+
+## Requirements
+
+### P0: 核心可视化闭环
+
+R1. 监测页面展示品牌监测记录列表，调用 `/api/v1/monitoring/brand/{brand_id}` 获取数据，每条记录显示监测平台、上次检测时间、变化类型（positive/negative/neutral）、变化摘要
+
+R2. 监测记录详情展示变化报告，调用 `/{record_id}/report` 获取，包含变化指标对比（引用量、情感、排名）和 AI 建议
+
+R3. 监测页面支持手动触发检测，调用 `/{record_id}/check`，触发后显示检测进度状态
+
+R4. 监测状态管理（active/paused/completed），调用 `/{record_id}/status` 更新
+
+R5. 告警功能保留为 monitoring 页面的子 Tab，不删除现有告警逻辑
+
+R6. 竞品分析独立页面，展示品牌竞品列表，调用 `/{brand_id}/competitors/` 获取，支持添加（上限 5 个）和删除
+
+R7. 竞品对比可视化，调用 `/competitor/analyze` 执行分析，以雷达图展示品牌与竞品在 5 个维度的差距
+
+R8. 竞品差距评分汇总，调用 `/competitor/brand/{brand_id}/gap-summary` 获取，以评分卡片形式展示
+
+R9. 竞品推荐功能，调用 `/{brand_id}/competitors/recommendations/` 获取 LLM 推荐的竞品列表
+
+### P1: 数据深度可视化
+
+R10. 引用统计可视化，调用 `/api/v1/citations/stats` 获取数据，展示引用率、平均位置、平台分布饼图、30 天趋势折线图
+
+R11. 健康评分独立页面，调用 `/{brand_id}/score/` 获取 V2 五维度评分，以仪表盘 + 维度卡片形式展示
+
+R12. 品牌与竞品对比，调用 `/{brand_id}/compare/` 获取雷达图数据，在健康评分页面中展示
+
+R13. 评分历史趋势，调用 `/{brand_id}/score/history/` 获取，以折线图展示评分变化
+
+R14. 检测任务管理 UI，调用 `/api/v1/detection/tasks` CRUD，展示任务列表、创建/编辑/删除任务、手动触发检测
+
+R15. Dashboard 主页 Agent 活动区域替换占位内容，展示最近 Agent 执行记录摘要
+
+### P2: 体验补全
+
+R16. 引用页面添加 CSV/PDF 导出按钮，调用后端已有导出端点
+
+R17. 报告页面导出按钮，调用 `/api/v1/reports/export/csv` 和 `/pdf`
+
+R18. 公开健康评分落地页，调用 `/api/v1/public/health-score`，作为营销获客入口，无需登录即可查看品牌 3 维度评分
+
+R19. Agent 配置管理 UI，调用 `/{agent_name}/config` GET/PUT，展示和修改 Agent 参数
+
+R20. 趋势洞察页面，调用 `/api/v1/trends` 获取趋势分析和洞察列表
+
+R21. Schema 建议页面，调用 `/api/v1/schema` 获取和管理 Schema 建议
+
+## Key Flows
+
+### F1. 监测记录查看与检测
+
+**Trigger:** 用户进入监测页面
+1. 页面加载品牌监测记录列表（R1）
+2. 用户点击某条记录 → 展开变化报告详情（R2）
+3. 用户点击"立即检测" → 触发检测（R3）→ 按钮变为 loading → 检测完成后刷新记录
+4. 用户切换监测状态 active/paused（R4）
+
+**Covers R1, R2, R3, R4.**
+
+### F2. 竞品分析
+
+**Trigger:** 用户进入竞品分析页面
+1. 页面加载品牌竞品列表（R6）
+2. 用户点击"添加竞品" → 搜索或从推荐列表选择（R9）→ 添加成功
+3. 用户点击"开始分析" → 选择分析类型 → 执行分析（R7）→ 展示雷达图 + 差距评分（R8）
+4. 用户点击"重新分析" → 刷新分析结果
+
+**Covers R6, R7, R8, R9.**
+
+### F3. 健康评分查看
+
+**Trigger:** 用户进入健康评分页面
+1. 页面加载 V2 五维度评分仪表盘（R11）
+2. 用户点击"竞品对比" → 展示雷达图（R12）
+3. 用户点击"历史趋势" → 展示评分折线图（R13）
+
+**Covers R11, R12, R13.**
+
+## Scope Boundaries
+
+**Deferred for later:**
+- 监测任务创建 UI（当前仅展示已有记录和手动触发，创建新监测任务的操作能力后续补全）
+- Agent 手动创建任务 UI（当前仅展示执行记录和配置，手动创建任务的操作能力后续补全）
+- 内容编辑器深度优化和版本对比
+- 国际化（i18n）改造
+
+**Outside this product's identity:**
+- 后端 API 新增或修改（后端已完整，本次仅做前端对接）
+- 实时数据推送（WebSocket）——当前使用轮询刷新即可
+- 移动端适配——当前仅考虑桌面端
+
+## Dependencies / Assumptions
+
+- 后端 API 端点已完整且可用（基于代码扫描确认，未做运行时验证）
+- 前端 recharts 库已安装，可复用于所有图表
+- 前端 `fetchWithAuth` 统一 API 客户端已就绪，所有新页面使用该客户端
+- Docker 服务已部署且数据库已迁移（Plan 005 已完成）
+- 各 API 返回的数据结构与前端类型定义一致
+
+## Outstanding Questions
+
+**Resolve Before Planning:**
+- 监测记录的"创建监测任务"入口放在哪里？Onboarding Step3 已创建品牌并选择平台，是否在品牌创建后自动创建监测任务？
+
+**Deferred to Planning:**
+- 竞品雷达图的具体维度映射（后端返回的 5 种分析类型如何映射到雷达图轴）
+- 公开健康评分落地页的 URL 路由和 SEO 策略
+- Dashboard Agent 活动区域的数据刷新策略
+
+## Sources / Research
+
+- `backend/app/api/v1/monitoring.py` — 5 个监测端点
+- `backend/app/api/v1/competitors.py` + `backend/app/api/v1/competitor.py` — 竞品管理 + 分析端点
+- `backend/app/api/v1/citations.py` — 引用记录 + 统计端点
+- `backend/app/api/v1/scoring.py` — V2 五维度评分 + 竞品对比 + 历史趋势
+- `backend/app/api/v1/detection.py` — 检测任务 CRUD + 触发
+- `backend/app/api/v1/agents.py` — Agent 配置 + 任务管理
+- `backend/app/api/v1/trends.py` — 趋势洞察
+- `backend/app/api/v1/schema_suggestions.py` — Schema 建议
+- `frontend/app/(dashboard)/dashboard/monitoring/page.tsx` — 当前告警页面（需改造）
+- `frontend/app/(dashboard)/dashboard/citations/page.tsx` — 引用列表页面（需增加统计）
+- `frontend/lib/api/client.ts` — 统一 API 客户端
diff --git a/docs/plans/2026-06-01-006-feat-geo-frontend-visualization-plan.md b/docs/plans/2026-06-01-006-feat-geo-frontend-visualization-plan.md
new file mode 100644
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--- /dev/null
+++ b/docs/plans/2026-06-01-006-feat-geo-frontend-visualization-plan.md
@@ -0,0 +1,323 @@
+---
+date: 2026-06-01
+status: completed
+origin: docs/brainstorms/2026-06-01-geo-frontend-visualization-requirements.md
+---
+
+## Summary
+
+为 GEO 平台已有后端 API 补建前端可视化页面，分三批交付：P0 监测页面改造 + 竞品分析新建，P1 引用统计 + 健康评分 + 检测任务 + Dashboard Agent 区域，P2 导出入口 + 公开评分落地页 + Agent 配置 + 趋势/Schema 页面。可视化优先，复用 recharts + 现有 CompetitorRadarChart 组件。
+
+## Problem Frame
+
+后端 API 完整但前端多处断裂：监测页面展示告警而非监测记录，竞品分析无前端，引用统计/健康评分/检测任务等 API 未对接。用户在 Onboarding 看到健康评分后进入 Dashboard 却找不到对应页面。
+
+## Requirements
+
+**P0 核心可视化闭环:** R1–R9
+**P1 数据深度可视化:** R10–R15
+**P2 体验补全:** R16–R21
+
+Full requirements in origin document.
+
+## Key Technical Decisions
+
+**KTD1. 监测页面改造为主 Tab 模式** — 监测记录为主 Tab，告警为子 Tab。替换侧边栏"数据监测"入口（原 `/dashboard/analytics`）指向 `/dashboard/monitoring`。保留现有告警逻辑不删除。
+
+**KTD2. 竞品分析独立页面** — 新建 `/dashboard/competitors` 页面，复用现有 `CompetitorRadarChart` 组件（`components/charts/CompetitorRadarChart.tsx`）。侧边栏新增"竞品分析"导航项。
+
+**KTD3. 复用 recharts + 现有图表组件** — 不引入新图表库。引用趋势用 `trend-chart.tsx`，平台分布用 `platform-chart.tsx`，竞品雷达图用 `CompetitorRadarChart.tsx`。健康评分仪表盘用 recharts `PieChart` 半圆实现。
+
+**KTD4. 监测任务由 Onboarding 自动创建** — 在 Onboarding Step3 创建品牌后自动调用 `monitoringApi.createTask`，不在监测页面提供手动创建 UI。
+
+**KTD5. API 模块复用现有模式** — 新增 `lib/api/competitor.ts`、`lib/api/scoring.ts`、`lib/api/detection.ts`、`lib/api/trends.ts`、`lib/api/schema-suggestions.ts`，遵循 `fetchWithAuth` + typed interfaces + const object export 模式。已有 `monitoring.ts` 和 `alerts.ts` 直接复用。
+
+## Implementation Units
+
+### U1. 监测页面改造
+
+**Goal:** 将 monitoring 页面从纯告警改为监测记录 + 告警双 Tab，监测记录为主 Tab，对接 `/api/v1/monitoring` 的 5 个端点。
+
+**Requirements:** R1, R2, R3, R4, R5
+
+**Dependencies:** none
+
+**Files:**
+- `frontend/app/(dashboard)/dashboard/monitoring/page.tsx` — 重写
+- `frontend/app/(dashboard)/layout.tsx` — 替换"数据监测"导航项 href
+
+**Approach:**
+- 页面顶部使用 shadcn `Tabs` 组件，Tab1"监测记录"，Tab2"告警通知"
+- Tab1 调用 `monitoringApi.getBrandRecords(token, brandId)` 获取记录列表
+- 每条记录展示：平台、上次检测时间、变化类型 Badge（positive=绿/negative=红/neutral=灰）、变化摘要
+- 点击记录展开详情：调用 `monitoringApi.getReport(token, recordId)` 获取变化报告，展示指标对比和建议
+- "立即检测"按钮调用 `monitoringApi.triggerCheck(token, recordId)`，loading 状态后刷新列表
+- 状态切换（active/paused）调用 `monitoringApi.updateStatus(token, recordId, status)`
+- Tab2 保留现有告警逻辑，提取为 `AlertsTab` 子组件
+- 侧边栏 `NAV_GROUPS` 中 `analytics` 项的 href 从 `/dashboard/analytics` 改为 `/dashboard/monitoring`，label 改为"品牌监测"
+
+**Patterns to follow:** `citations/page.tsx` 的 useApi + useState 模式；`api-states.tsx` 的 LoadingState/ErrorState/EmptyState
+
+**Test scenarios:**
+- 监测记录列表加载并展示变化类型 Badge
+- 点击记录展开变化报告详情
+- 点击"立即检测"触发检测并刷新列表
+- 切换监测状态 active/paused
+- 告警 Tab 保留现有功能不受影响
+
+**Verification:** 页面加载显示监测记录 Tab 为默认，告警 Tab 可切换，监测 API 被正确调用
+
+---
+
+### U2. 竞品分析页面
+
+**Goal:** 新建竞品分析页面，展示竞品列表、雷达图对比、差距评分、LLM 推荐。
+
+**Requirements:** R6, R7, R8, R9
+
+**Dependencies:** none
+
+**Files:**
+- `frontend/app/(dashboard)/dashboard/competitors/page.tsx` — 新建
+- `frontend/lib/api/competitor.ts` — 新建
+- `frontend/app/(dashboard)/layout.tsx` — 新增"竞品分析"导航项
+- `frontend/lib/api/index.ts` — 添加 competitor 导出
+
+**Approach:**
+- 新建 `lib/api/competitor.ts`，封装 6 个端点：竞品 CRUD、推荐、分析、差距评分、洞察详情
+- 页面布局：顶部竞品列表卡片 + 添加竞品按钮，中部雷达图对比区，底部差距评分卡片
+- 竞品列表调用 `GET /{brand_id}/competitors/`，添加调用 `POST /{brand_id}/competitors/`（上限 5 个）
+- 添加竞品时展示推荐列表：调用 `GET /{brand_id}/competitors/recommendations/`
+- 雷达图复用 `CompetitorRadarChart` 组件，数据来自 `POST /competitor/analyze`
+- 差距评分调用 `GET /competitor/brand/{brand_id}/gap-summary`
+- 侧边栏新增导航项：`{ id: "competitors", label: "竞品分析", href: "/dashboard/competitors", icon: <Swords /> }`
+
+**Patterns to follow:** `CompetitorRadarChart.tsx` 已有雷达图实现；`citations/page.tsx` 的列表 + 详情模式
+
+**Test scenarios:**
+- 竞品列表加载并展示
+- 添加竞品（从推荐列表选择 + 手动输入）
+- 删除竞品（上限 5 个校验）
+- 执行竞品分析并展示雷达图
+- 差距评分卡片展示
+
+**Verification:** 页面加载显示竞品列表，雷达图可交互，差距评分正确展示
+
+---
+
+### U3. Onboarding 自动创建监测任务
+
+**Goal:** 在 Onboarding Step3 创建品牌后自动调用 `monitoringApi.createTask` 创建监测任务。
+
+**Requirements:** KTD4
+
+**Dependencies:** U1
+
+**Files:**
+- `frontend/app/(dashboard)/onboarding/page.tsx` — 修改 handleStep3Next/handleStep3Skip
+- `frontend/lib/hooks/use-onboarding-data.ts` — 添加 createMonitoringTask 方法
+
+**Approach:**
+- 在 `useOnboardingData` hook 中添加 `createMonitoringTask` 方法，调用 `monitoringApi.createTask`
+- 在 `handleStep3Next` 和 `handleStep3Skip` 中，品牌创建成功后立即调用 `createMonitoringTask`
+- 传入品牌 ID 和选择的平台列表，频率使用用户选择的 frequency
+- 监测任务创建失败不阻塞 onboarding 流程（静默失败，console.warn 级别）
+
+**Patterns to follow:** `useOnboardingData` hook 的 `createBrand` 模式
+
+**Test scenarios:**
+- Onboarding Step3 完成后自动创建监测任务
+- 监测任务创建失败不阻塞 onboarding
+
+**Verification:** 完成 onboarding 后在监测页面能看到自动创建的监测记录
+
+---
+
+### U4. 引用统计可视化
+
+**Goal:** 在引用页面添加统计图表区域，展示引用率、平台分布、30 天趋势。
+
+**Requirements:** R10
+
+**Dependencies:** none
+
+**Files:**
+- `frontend/app/(dashboard)/dashboard/citations/page.tsx` — 修改
+- `frontend/lib/api/citations.ts` — 新建或扩展
+
+**Approach:**
+- 新建 `lib/api/citations.ts`，封装 `getCitationStats` 端点
+- 在引用页面顶部添加统计区域（3 个统计卡片 + 2 个图表）
+- 统计卡片：引用率、平均位置、总引用数
+- 图表 1：平台分布饼图（recharts PieChart），复用 analytics 页面的饼图模式
+- 图表 2：30 天趋势折线图，复用 `trend-chart.tsx` 组件
+- 统计数据调用 `GET /api/v1/citations/stats`
+
+**Patterns to follow:** `trend-chart.tsx` 折线图；`usage/page.tsx` 饼图模式；`api-states.tsx` 加载状态
+
+**Test scenarios:**
+- 统计卡片正确展示引用率、平均位置、总数
+- 平台分布饼图按平台着色
+- 30 天趋势折线图展示变化曲线
+- 无数据时展示空状态
+
+**Verification:** 引用页面顶部展示统计图表，数据与后端 API 一致
+
+---
+
+### U5. 健康评分页面
+
+**Goal:** 新建健康评分页面，展示 V2 五维度评分仪表盘、竞品对比雷达图、评分历史趋势。
+
+**Requirements:** R11, R12, R13
+
+**Dependencies:** U2（复用 CompetitorRadarChart）
+
+**Files:**
+- `frontend/app/(dashboard)/dashboard/health-score/page.tsx` — 新建
+- `frontend/lib/api/scoring.ts` — 新建
+- `frontend/app/(dashboard)/layout.tsx` — 新增"健康评分"导航项
+- `frontend/lib/api/index.ts` — 添加 scoring 导出
+
+**Approach:**
+- 新建 `lib/api/scoring.ts`，封装 4 个端点：V2 评分、V1 兼容、历史趋势、竞品对比
+- 页面布局：顶部总评分仪表盘（recharts PieChart 半圆），中部 5 维度评分卡片，底部 Tab 切换（竞品对比 / 历史趋势）
+- 总评分仪表盘：recharts `PieChart` 两个弧形（已得分 + 剩余），中心显示分数
+- 5 维度卡片：提及率、推荐排名、情感倾向、引用质量、竞品对比，每项显示分数 + 进度条
+- 竞品对比 Tab：复用 `CompetitorRadarChart`，数据来自 `GET /{brand_id}/compare/`
+- 历史趋势 Tab：复用 `trend-chart.tsx`，数据来自 `GET /{brand_id}/score/history/`
+- 侧边栏新增导航项：`{ id: "health-score", label: "健康评分", href: "/dashboard/health-score", icon: <Heart /> }`
+
+**Patterns to follow:** `CompetitorRadarChart.tsx`；`trend-chart.tsx`；`onboarding/Step0HealthScore.tsx` 的评分展示模式
+
+**Test scenarios:**
+- 总评分仪表盘正确显示分数和弧形
+- 5 维度卡片展示各维度分数和进度条
+- 竞品对比雷达图展示品牌与竞品对比
+- 历史趋势折线图展示评分变化
+- 无品牌时展示空状态引导
+
+**Verification:** 页面加载展示完整评分仪表盘，图表交互正常
+
+---
+
+### U6. 检测任务管理 + Dashboard Agent 区域
+
+**Goal:** 新建检测任务管理页面，替换 Dashboard 主页 Agent 活动占位内容。
+
+**Requirements:** R14, R15
+
+**Dependencies:** none
+
+**Files:**
+- `frontend/app/(dashboard)/dashboard/detection/page.tsx` — 新建
+- `frontend/lib/api/detection.ts` — 新建
+- `frontend/app/(dashboard)/dashboard/page.tsx` — 修改 Agent 活动区域
+- `frontend/app/(dashboard)/layout.tsx` — 新增"检测任务"导航项
+- `frontend/lib/api/index.ts` — 添加 detection 导出
+
+**Approach:**
+- 新建 `lib/api/detection.ts`，封装检测任务 CRUD + 触发端点
+- 检测任务页面：任务列表（Table）+ 创建任务 Dialog + 手动触发按钮
+- 任务列表展示：查询词、平台、频率、状态、上次运行时间、下次运行时间
+- 创建任务 Dialog：选择查询词、平台、频率
+- 手动触发调用 `POST /tasks/{task_id}/trigger`
+- Dashboard 主页 Agent 活动区域：调用 `agentsApi.listTasks(token, {limit: 5})` 获取最近 5 条执行记录，展示为紧凑列表（任务类型 + 状态 Badge + 耗时 + 时间）
+- 侧边栏新增导航项：`{ id: "detection", label: "检测任务", href: "/dashboard/detection", icon: <ScanSearch /> }`
+
+**Patterns to follow:** `queries/page.tsx` 的 CRUD 模式；`agents/page.tsx` 的任务列表模式
+
+**Test scenarios:**
+- 检测任务列表加载并展示
+- 创建新检测任务
+- 手动触发检测
+- 删除检测任务
+- Dashboard Agent 区域展示最近执行记录
+
+**Verification:** 检测任务页面 CRUD 正常，Dashboard Agent 区域不再显示"功能开发中"
+
+---
+
+### U7. P2 体验补全
+
+**Goal:** 添加导出入口、公开评分落地页、Agent 配置 UI、趋势/Schema 页面。
+
+**Requirements:** R16, R17, R18, R19, R20, R21
+
+**Dependencies:** U4, U5
+
+**Files:**
+- `frontend/app/(dashboard)/dashboard/citations/page.tsx` — 添加导出按钮
+- `frontend/app/(dashboard)/dashboard/reports/page.tsx` — 添加导出按钮
+- `frontend/app/(public)/health-score/page.tsx` — 新建
+- `frontend/app/(dashboard)/dashboard/agents/page.tsx` — 添加配置面板
+- `frontend/app/(dashboard)/dashboard/trends/page.tsx` — 新建
+- `frontend/app/(dashboard)/dashboard/schema/page.tsx` — 新建
+- `frontend/lib/api/trends.ts` — 新建
+- `frontend/lib/api/schema-suggestions.ts` — 新建
+- `frontend/app/(dashboard)/layout.tsx` — 添加新导航项
+- `frontend/lib/api/index.ts` — 添加新模块导出
+
+**Approach:**
+- 引用页面添加"导出 CSV"和"导出 PDF"按钮，调用 `fetchWithAuth` blob 模式
+- 报告页面添加导出按钮（已有逻辑，确认按钮存在且可用）
+- 公开健康评分落地页：无需登录，输入品牌名调用 `/api/v1/public/health-score`，展示 3 维度评分 + "注册查看完整报告" CTA
+- Agent 配置面板：在 agents 页面添加配置 Dialog，调用 `GET/PUT /{agent_name}/config`
+- 趋势洞察页面：调用 `/api/v1/trends` 获取洞察列表和趋势摘要
+- Schema 建议页面：调用 `/api/v1/schema` 获取和管理建议
+
+**Patterns to follow:** `reports.ts` 的 blob 导出模式；`Step0HealthScore.tsx` 的公开评分展示
+
+**Test scenarios:**
+- 引用页面 CSV/PDF 导出按钮可用
+- 公开评分页面无需登录即可查看
+- Agent 配置 Dialog 展示和修改配置
+- 趋势洞察页面展示洞察列表
+- Schema 建议页面展示建议列表
+
+**Verification:** 所有 P2 功能页面可访问且 API 对接正确
+
+---
+
+## Scope Boundaries
+
+**Deferred for later:**
+- 监测任务手动创建 UI（Onboarding 自动创建已覆盖）
+- Agent 手动创建任务 UI
+- 内容编辑器深度优化和版本对比
+- 国际化（i18n）改造
+- 实时数据推送（WebSocket）
+
+**Outside this product's identity:**
+- 后端 API 新增或修改
+- 移动端适配
+
+## Open Questions
+
+**Deferred to implementation:**
+- 竞品雷达图的具体维度映射（后端 5 种分析类型如何映射到雷达图轴）
+- 公开健康评分落地页的 URL 路由和 SEO 策略
+- Dashboard Agent 区域的数据刷新策略
+
+## Risks & Dependencies
+
+- **后端 API 数据格式未验证** — 计划基于代码扫描，未做运行时验证。实现时可能需要适配实际响应格式
+- **品牌 ID 获取** — 多个页面需要当前用户的品牌 ID，需确认获取方式（useApi 调用 brands 端点 or useUserStore）
+- **recharts 雷达图数据格式** — CompetitorRadarChart 已有实现，但竞品分析 API 返回格式可能需要适配
+
+## Sources & Research
+
+- `frontend/app/(dashboard)/dashboard/citations/page.tsx` — 页面模式参考
+- `frontend/lib/api/client.ts` — fetchWithAuth 统一客户端
+- `frontend/lib/api/monitoring.ts` — 已有监测 API 模块（完全未使用）
+- `frontend/lib/api/alerts.ts` — 告警 API 模块
+- `frontend/components/charts/CompetitorRadarChart.tsx` — 已有雷达图组件
+- `frontend/components/charts/trend-chart.tsx` — 已有趋势图组件
+- `frontend/components/charts/platform-chart.tsx` — 已有平台分布图组件
+- `frontend/components/ui/api-states.tsx` — 共享加载/错误/空状态组件
+- `frontend/app/(dashboard)/layout.tsx` — 侧边栏导航配置
+- `backend/app/api/v1/monitoring.py` — 监测端点
+- `backend/app/api/v1/competitors.py` + `backend/app/api/v1/competitor.py` — 竞品端点
+- `backend/app/api/v1/citations.py` — 引用统计端点
+- `backend/app/api/v1/scoring.py` — 评分端点
+- `backend/app/api/v1/detection.py` — 检测任务端点
diff --git a/frontend/app/(dashboard)/dashboard/agents/page.tsx b/frontend/app/(dashboard)/dashboard/agents/page.tsx
index 5091bbe..5565f37 100644
--- a/frontend/app/(dashboard)/dashboard/agents/page.tsx
+++ b/frontend/app/(dashboard)/dashboard/agents/page.tsx
@@ -2,7 +2,7 @@
 
 import { useState, useEffect, useMemo } from "react";
 import { useSession } from "next-auth/react";
-import { agentsApi, type AgentTask, type TaskLog } from "@/lib/api/agents";
+import { agentsApi, type AgentTask, type TaskLog, type Agent } from "@/lib/api/agents";
 import { MetricCard } from "@/components/business/metric-card";
 import {
   Table,
@@ -21,8 +21,11 @@ import {
 } from "@/components/ui/dialog";
 import { Badge } from "@/components/ui/badge";
 import { Skeleton } from "@/components/ui/skeleton";
+import { Button } from "@/components/ui/button";
+import { Input } from "@/components/ui/input";
+import { Label } from "@/components/ui/label";
 import { cn } from "@/lib/utils";
-import { Bot, CheckCircle2, XCircle, Clock, Loader2, AlertCircle } from "lucide-react";
+import { Bot, CheckCircle2, XCircle, Clock, Loader2, AlertCircle, Settings2, Save } from "lucide-react";
 
 type TaskStatus = "pending" | "running" | "completed" | "failed" | "cancelled";
 type FilterStatus = "all" | TaskStatus;
@@ -76,6 +79,10 @@ export default function AgentsPage() {
   const [selectedTask, setSelectedTask] = useState<AgentTask | null>(null);
   const [taskLogs, setTaskLogs] = useState<TaskLog[]>([]);
   const [loadingLogs, setLoadingLogs] = useState(false);
+  const [agents, setAgents] = useState<Agent[]>([]);
+  const [configAgent, setConfigAgent] = useState<Agent | null>(null);
+  const [configJson, setConfigJson] = useState("");
+  const [savingConfig, setSavingConfig] = useState(false);
 
   // 获取执行记录
   useEffect(() => {
@@ -98,6 +105,11 @@ export default function AgentsPage() {
     fetchTasks();
   }, [token, filterStatus]);
 
+  useEffect(() => {
+    if (!token) return;
+    agentsApi.list(token).then(setAgents).catch(() => {});
+  }, [token]);
+
   // 获取任务日志
   const fetchTaskLogs = async (taskId: string) => {
     if (!token) return;
@@ -147,6 +159,27 @@ export default function AgentsPage() {
     await fetchTaskLogs(task.id);
   };
 
+  const openConfig = (agent: Agent) => {
+    setConfigAgent(agent);
+    setConfigJson(JSON.stringify(agent.config ?? {}, null, 2));
+  };
+
+  const saveConfig = async () => {
+    if (!token || !configAgent) return;
+    try {
+      setSavingConfig(true);
+      const parsed = JSON.parse(configJson);
+      await agentsApi.updateConfig(token, configAgent.id, parsed);
+      setConfigAgent(null);
+      const updated = await agentsApi.list(token);
+      setAgents(updated);
+    } catch (err) {
+      console.error("保存配置失败:", err);
+    } finally {
+      setSavingConfig(false);
+    }
+  };
+
   const filterButtons: { status: FilterStatus; label: string }[] = [
     { status: "all", label: "全部" },
     { status: "running", label: "运行中" },
@@ -187,6 +220,46 @@ export default function AgentsPage() {
         />
       </div>
 
+      <Card>
+        <CardHeader>
+          <CardTitle className="flex items-center gap-2 text-base">
+            <Settings2 className="h-4 w-4" />
+            Agent 配置
+          </CardTitle>
+        </CardHeader>
+        <CardContent>
+          {agents.length === 0 ? (
+            <p className="text-sm text-muted-foreground py-4 text-center">暂无 Agent</p>
+          ) : (
+            <div className="grid gap-3 sm:grid-cols-2 lg:grid-cols-3">
+              {agents.map((agent) => (
+                <div key={agent.id} className="flex items-center justify-between rounded-lg border p-3">
+                  <div className="min-w-0 flex-1">
+                    <p className="text-sm font-medium truncate">{agent.name}</p>
+                    <p className="text-xs text-muted-foreground">{agent.type}</p>
+                  </div>
+                  <Badge
+                    variant="secondary"
+                    className={cn(
+                      "ml-2 shrink-0",
+                      agent.status === "running" && "bg-emerald-100 text-emerald-700",
+                      agent.status === "error" && "bg-red-100 text-red-700",
+                      agent.status === "disabled" && "bg-gray-100 text-gray-600",
+                      agent.status === "idle" && "bg-blue-100 text-blue-700"
+                    )}
+                  >
+                    {agent.status}
+                  </Badge>
+                  <Button variant="ghost" size="sm" className="ml-2 shrink-0" onClick={() => openConfig(agent)}>
+                    <Settings2 className="h-4 w-4" />
+                  </Button>
+                </div>
+              ))}
+            </div>
+          )}
+        </CardContent>
+      </Card>
+
       {/* 状态筛选 */}
       <div className="flex gap-2">
         {filterButtons.map(({ status, label }) => (
@@ -362,6 +435,42 @@ export default function AgentsPage() {
           )}
         </DialogContent>
       </Dialog>
+
+      <Dialog open={!!configAgent} onOpenChange={() => setConfigAgent(null)}>
+        <DialogContent className="max-w-lg">
+          <DialogHeader>
+            <DialogTitle className="flex items-center gap-2">
+              <Settings2 className="h-5 w-5" />
+              配置 — {configAgent?.name}
+            </DialogTitle>
+          </DialogHeader>
+          {configAgent && (
+            <div className="space-y-4">
+              <div className="space-y-2">
+                <Label>配置 (JSON)</Label>
+                <textarea
+                  className="w-full min-h-[200px] rounded-md border bg-gray-50 p-3 font-mono text-sm focus:outline-none focus:ring-2 focus:ring-ring"
+                  value={configJson}
+                  onChange={(e) => setConfigJson(e.target.value)}
+                />
+              </div>
+              <div className="flex justify-end gap-2">
+                <Button variant="outline" onClick={() => setConfigAgent(null)}>
+                  取消
+                </Button>
+                <Button onClick={saveConfig} disabled={savingConfig}>
+                  {savingConfig ? (
+                    <Loader2 className="mr-2 h-4 w-4 animate-spin" />
+                  ) : (
+                    <Save className="mr-2 h-4 w-4" />
+                  )}
+                  保存
+                </Button>
+              </div>
+            </div>
+          )}
+        </DialogContent>
+      </Dialog>
     </div>
   );
 }
diff --git a/frontend/app/(dashboard)/dashboard/citations/page.tsx b/frontend/app/(dashboard)/dashboard/citations/page.tsx
index 7e3df9d..9f01532 100644
--- a/frontend/app/(dashboard)/dashboard/citations/page.tsx
+++ b/frontend/app/(dashboard)/dashboard/citations/page.tsx
@@ -1,6 +1,7 @@
 "use client";
 
-import { useState } from "react";
+import { useState, useMemo } from "react";
+import { useSession } from "next-auth/react";
 import {
   Table,
   TableBody,
@@ -22,9 +23,23 @@ import {
 } from "@/components/ui/select";
 import { Button } from "@/components/ui/button";
 import { PLATFORM_MAP } from "@/lib/platforms";
-import { Check, X, Quote, Filter } from "lucide-react";
+import { Check, X, Quote, Filter, TrendingUp, MapPin, Hash, FileDown, FileText, Loader2 } from "lucide-react";
 import { useApi } from "@/lib/hooks/use-api";
 import { LoadingState } from "@/components/ui/api-states";
+import { type CitationStats } from "@/lib/api/citations";
+import { reportsApi } from "@/lib/api/reports";
+import {
+  PieChart,
+  Pie,
+  Cell,
+  Tooltip as RechartsTooltip,
+  ResponsiveContainer,
+  LineChart,
+  Line,
+  XAxis,
+  YAxis,
+  CartesianGrid,
+} from "recharts";
 
 interface CitationItem {
   id: string;
@@ -42,15 +57,139 @@ interface QueryOption {
   keyword: string;
 }
 
+const PIE_FALLBACK_COLORS = [
+  "#3b82f6",
+  "#10b981",
+  "#f59e0b",
+  "#ef4444",
+  "#8b5cf6",
+];
+
+function getChartColor(index: number): string {
+  if (typeof document !== "undefined") {
+    const style = getComputedStyle(document.documentElement);
+    const cssVar = style.getPropertyValue(`--chart-${index + 1}`).trim();
+    if (cssVar) return `hsl(var(--chart-${index + 1}))`;
+  }
+  return PIE_FALLBACK_COLORS[index % PIE_FALLBACK_COLORS.length];
+}
+
+function StatCard({
+  title,
+  value,
+  icon: Icon,
+  suffix,
+}: {
+  title: string;
+  value: string | number;
+  icon: React.ElementType;
+  suffix?: string;
+}) {
+  return (
+    <Card>
+      <CardHeader className="flex flex-row items-center justify-between space-y-0 pb-2">
+        <CardTitle className="text-sm font-medium">{title}</CardTitle>
+        <Icon className="h-4 w-4 text-muted-foreground" />
+      </CardHeader>
+      <CardContent>
+        <div className="text-2xl font-bold">
+          {value}
+          {suffix && <span className="text-sm font-normal text-muted-foreground ml-1">{suffix}</span>}
+        </div>
+      </CardContent>
+    </Card>
+  );
+}
+
+function PlatformPieChart({ data }: { data: { platform: string; count: number }[] }) {
+  const chartData = useMemo(
+    () =>
+      data.map((d) => ({
+        name: PLATFORM_MAP[d.platform] || d.platform,
+        value: d.count,
+      })),
+    [data]
+  );
+
+  return (
+    <ResponsiveContainer width="100%" height={300}>
+      <PieChart>
+        <Pie
+          data={chartData}
+          cx="50%"
+          cy="50%"
+          innerRadius={60}
+          outerRadius={100}
+          paddingAngle={2}
+          dataKey="value"
+          nameKey="name"
+        >
+          {chartData.map((_, index) => (
+            <Cell key={`cell-${index}`} fill={getChartColor(index)} />
+          ))}
+        </Pie>
+        <RechartsTooltip
+          contentStyle={{
+            backgroundColor: "hsl(var(--card))",
+            border: "1px solid hsl(var(--border))",
+            borderRadius: "var(--radius)",
+          }}
+          formatter={(value: number) => [value, "引用数"]}
+        />
+      </PieChart>
+    </ResponsiveContainer>
+  );
+}
+
+function TrendLineChart({ data }: { data: { date: string; count: number }[] }) {
+  return (
+    <ResponsiveContainer width="100%" height={300}>
+      <LineChart data={data} margin={{ top: 5, right: 20, left: 0, bottom: 5 }}>
+        <CartesianGrid strokeDasharray="3 3" className="stroke-muted" />
+        <XAxis
+          dataKey="date"
+          tick={{ fontSize: 12 }}
+          tickFormatter={(value: string) => {
+            const date = new Date(value);
+            return `${date.getMonth() + 1}/${date.getDate()}`;
+          }}
+        />
+        <YAxis tick={{ fontSize: 12 }} allowDecimals={false} />
+        <RechartsTooltip
+          contentStyle={{
+            backgroundColor: "hsl(var(--card))",
+            border: "1px solid hsl(var(--border))",
+            borderRadius: "var(--radius)",
+          }}
+          labelFormatter={(value: string) => {
+            const date = new Date(value);
+            return `${date.getFullYear()}-${String(date.getMonth() + 1).padStart(2, "0")}-${String(date.getDate()).padStart(2, "0")}`;
+          }}
+          formatter={(value: number) => [`引用次数: ${value}`, ""]}
+        />
+        <Line
+          type="monotone"
+          dataKey="count"
+          stroke="hsl(var(--primary))"
+          strokeWidth={2}
+          dot={{ r: 3 }}
+          activeDot={{ r: 5 }}
+        />
+      </LineChart>
+    </ResponsiveContainer>
+  );
+}
+
 export default function CitationsPage() {
+  const { data: session } = useSession();
+  const token = (session as { accessToken?: string })?.accessToken;
   const [selectedQuery, setSelectedQuery] = useState<string>("all");
   const [selectedPlatform, setSelectedPlatform] = useState<string>("all");
   const [startDate, setStartDate] = useState<string>("");
   const [endDate, setEndDate] = useState<string>("");
-  // 用于手动触发筛选
   const [filterKey, setFilterKey] = useState(0);
+  const [exporting, setExporting] = useState(false);
 
-  // 构建引用记录查询 URL
   const citationsUrl = (() => {
     const params = new URLSearchParams();
     if (selectedQuery && selectedQuery !== "all") params.append("query_id", selectedQuery);
@@ -58,10 +197,18 @@ export default function CitationsPage() {
     if (startDate) params.append("start_date", startDate);
     if (endDate) params.append("end_date", endDate);
     const qs = params.toString();
-    // filterKey 作为虚拟参数，即使筛选条件不变也允许重新请求
     return `/api/v1/citations/${qs ? `?${qs}&_k=${filterKey}` : `?_k=${filterKey}`}`;
   })();
 
+  const statsUrl = useMemo(() => {
+    const params = new URLSearchParams();
+    if (selectedQuery && selectedQuery !== "all") params.append("query_id", selectedQuery);
+    if (startDate) params.append("start_date", startDate);
+    if (endDate) params.append("end_date", endDate);
+    const qs = params.toString();
+    return `/api/v1/citations/stats${qs ? `?${qs}&_k=${filterKey}` : `?_k=${filterKey}`}`;
+  }, [selectedQuery, startDate, endDate, filterKey]);
+
   const {
     data: citationsData,
     isLoading,
@@ -76,6 +223,12 @@ export default function CitationsPage() {
     data: queriesData,
   } = useApi<{ items: QueryOption[] }>("/api/v1/queries/");
 
+  const {
+    data: statsData,
+    isLoading: statsLoading,
+    error: statsError,
+  } = useApi<CitationStats>(statsUrl, { dedupingInterval: 0 });
+
   const citations: CitationItem[] = citationsData?.items ?? [];
   const queries: QueryOption[] = queriesData?.items ?? [];
 
@@ -91,6 +244,35 @@ export default function CitationsPage() {
     setFilterKey((k) => k + 1);
   }
 
+  async function handleExport(format: "csv" | "pdf") {
+    if (!token) return;
+    const queryId = selectedQuery !== "all" ? selectedQuery : undefined;
+    try {
+      setExporting(true);
+      let blob: Blob;
+      let filename: string;
+      if (format === "csv") {
+        blob = await reportsApi.exportCSV(token, queryId) as unknown as Blob;
+        filename = `citations_${new Date().toISOString().split("T")[0]}.csv`;
+      } else {
+        blob = await reportsApi.exportPDF(token, queryId) as unknown as Blob;
+        filename = `citations_${new Date().toISOString().split("T")[0]}.pdf`;
+      }
+      const url = window.URL.createObjectURL(blob);
+      const a = document.createElement("a");
+      a.href = url;
+      a.download = filename;
+      document.body.appendChild(a);
+      a.click();
+      a.remove();
+      window.URL.revokeObjectURL(url);
+    } catch (err) {
+      console.error("导出失败:", err);
+    } finally {
+      setExporting(false);
+    }
+  }
+
   if (isLoading && citations.length === 0) {
     return (
       <div className="space-y-4">
@@ -105,11 +287,92 @@ export default function CitationsPage() {
 
   return (
     <div className="space-y-4">
-      <div>
-        <h2 className="text-2xl font-bold tracking-tight">引用记录</h2>
-        <p className="text-muted-foreground">查看各平台的引用检测结果</p>
+      <div className="flex items-center justify-between">
+        <div>
+          <h2 className="text-2xl font-bold tracking-tight">引用记录</h2>
+          <p className="text-muted-foreground">查看各平台的引用检测结果</p>
+        </div>
+        <div className="flex gap-2">
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={() => handleExport("csv")}
+            disabled={exporting || !token}
+          >
+            {exporting ? <Loader2 className="mr-2 h-4 w-4 animate-spin" /> : <FileDown className="mr-2 h-4 w-4" />}
+            导出 CSV
+          </Button>
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={() => handleExport("pdf")}
+            disabled={exporting || !token}
+          >
+            {exporting ? <Loader2 className="mr-2 h-4 w-4 animate-spin" /> : <FileText className="mr-2 h-4 w-4" />}
+            导出 PDF
+          </Button>
+        </div>
       </div>
 
+      {!statsError && (
+        <div className="space-y-4">
+          {statsLoading ? (
+            <LoadingState rows={2} rowHeight="h-32" />
+          ) : statsData ? (
+            <>
+              <div className="grid gap-4 sm:grid-cols-3">
+                <StatCard
+                  title="引用率"
+                  value={statsData.citation_rate != null ? `${(statsData.citation_rate * 100).toFixed(1)}` : "—"}
+                  icon={TrendingUp}
+                  suffix={statsData.citation_rate != null ? "%" : undefined}
+                />
+                <StatCard
+                  title="平均位置"
+                  value={statsData.avg_position != null ? statsData.avg_position.toFixed(1) : "—"}
+                  icon={MapPin}
+                />
+                <StatCard
+                  title="总引用数"
+                  value={statsData.total_citations ?? 0}
+                  icon={Hash}
+                />
+              </div>
+              <div className="grid gap-4 md:grid-cols-2">
+                <Card>
+                  <CardHeader>
+                    <CardTitle className="text-base">平台分布</CardTitle>
+                  </CardHeader>
+                  <CardContent>
+                    {statsData.platform_distribution?.length > 0 ? (
+                      <PlatformPieChart data={statsData.platform_distribution} />
+                    ) : (
+                      <div className="flex items-center justify-center h-[300px] text-muted-foreground">
+                        暂无平台分布数据
+                      </div>
+                    )}
+                  </CardContent>
+                </Card>
+                <Card>
+                  <CardHeader>
+                    <CardTitle className="text-base">30天趋势</CardTitle>
+                  </CardHeader>
+                  <CardContent>
+                    {statsData.trend?.length > 0 ? (
+                      <TrendLineChart data={statsData.trend} />
+                    ) : (
+                      <div className="flex items-center justify-center h-[300px] text-muted-foreground">
+                        暂无趋势数据
+                      </div>
+                    )}
+                  </CardContent>
+                </Card>
+              </div>
+            </>
+          ) : null}
+        </div>
+      )}
+
       <Card>
         <CardHeader>
           <CardTitle className="flex items-center gap-2 text-base">
diff --git a/frontend/app/(dashboard)/dashboard/competitors/page.tsx b/frontend/app/(dashboard)/dashboard/competitors/page.tsx
new file mode 100644
index 0000000..7df94bb
--- /dev/null
+++ b/frontend/app/(dashboard)/dashboard/competitors/page.tsx
@@ -0,0 +1,493 @@
+"use client";
+
+import { useState, useCallback } from "react";
+import { useSession } from "next-auth/react";
+import { useApi } from "@/lib/hooks/use-api";
+import { competitorApi, type Competitor, type CompetitorRecommendation, type CompetitorGapSummary, type CompetitorInsight } from "@/lib/api/competitor";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Badge } from "@/components/ui/badge";
+import { Button } from "@/components/ui/button";
+import { Input } from "@/components/ui/input";
+import { Label } from "@/components/ui/label";
+import {
+  Dialog,
+  DialogContent,
+  DialogHeader,
+  DialogTitle,
+  DialogTrigger,
+} from "@/components/ui/dialog";
+import {
+  Select,
+  SelectContent,
+  SelectItem,
+  SelectTrigger,
+  SelectValue,
+} from "@/components/ui/select";
+import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
+import { LoadingState, ErrorState, EmptyState } from "@/components/ui/api-states";
+import { CompetitorRadarChart } from "@/components/charts/CompetitorRadarChart";
+import {
+  Users,
+  Plus,
+  Trash2,
+  Loader2,
+  Lightbulb,
+  BarChart3,
+  Play,
+  AlertTriangle,
+} from "lucide-react";
+
+const ANALYSIS_TYPES = [
+  { value: "visibility", label: "可见度分析" },
+  { value: "sentiment", label: "情感分析" },
+  { value: "citation", label: "引用对比" },
+  { value: "content_gap", label: "内容差距" },
+];
+
+const RADAR_COLORS = [
+  "hsl(346.8 77.2% 49.8%)",
+  "hsl(24.6 95% 53.1%)",
+  "hsl(142.1 76.2% 36.3%)",
+  "hsl(262.1 83.3% 57.8%)",
+  "hsl(45 93.5% 47.6%)",
+];
+
+export default function CompetitorsPage() {
+  const { data: session } = useSession();
+  const token = session?.accessToken ?? "";
+
+  const { data: brandsData, isLoading: brandsLoading } = useApi<{ items: { id: string; name: string }[] }>("/api/v1/brands/?limit=1");
+  const brandId = brandsData?.items?.[0]?.id ?? null;
+  const brandName = brandsData?.items?.[0]?.name ?? "";
+
+  const competitorsUrl = brandId ? `/api/v1/brands/${brandId}/competitors/` : null;
+  const { data: competitorsData, isLoading: competitorsLoading, error: competitorsError, refresh: refreshCompetitors } = useApi<{ items: Competitor[]; total: number }>(competitorsUrl);
+
+  const recommendationsUrl = brandId ? `/api/v1/brands/${brandId}/competitors/recommendations/` : null;
+  const { data: recommendationsData, isLoading: recommendationsLoading, error: recommendationsError, refresh: refreshRecommendations } = useApi<CompetitorRecommendation[]>(recommendationsUrl);
+
+  const gapSummaryUrl = brandId ? `/api/v1/competitor/brand/${brandId}/gap-summary` : null;
+  const { data: gapSummaryData, isLoading: gapSummaryLoading, error: gapSummaryError } = useApi<CompetitorGapSummary[]>(gapSummaryUrl);
+
+  const insightsUrl = brandId ? `/api/v1/competitor/brand/${brandId}` : null;
+  const { data: insightsData, isLoading: insightsLoading, refresh: refreshInsights } = useApi<{ items: CompetitorInsight[]; total: number }>(insightsUrl);
+
+  const competitors = competitorsData?.items ?? [];
+  const recommendations = recommendationsData ?? [];
+  const gapSummaries = gapSummaryData ?? [];
+  const insights = insightsData?.items ?? [];
+
+  const [addDialogOpen, setAddDialogOpen] = useState(false);
+  const [manualName, setManualName] = useState("");
+  const [adding, setAdding] = useState(false);
+  const [deletingId, setDeletingId] = useState<string | null>(null);
+
+  const [analysisCompetitorId, setAnalysisCompetitorId] = useState<string>("");
+  const [analysisType, setAnalysisType] = useState<string>("");
+  const [analyzing, setAnalyzing] = useState(false);
+  const [analysisError, setAnalysisError] = useState<string | null>(null);
+
+  const handleAddFromRecommendation = useCallback(async (name: string) => {
+    if (!token || !brandId) return;
+    setAdding(true);
+    try {
+      await competitorApi.add(token, brandId, { name });
+      refreshCompetitors();
+    } catch {
+    } finally {
+      setAdding(false);
+    }
+  }, [token, brandId, refreshCompetitors]);
+
+  const handleAddManual = useCallback(async () => {
+    const trimmed = manualName.trim();
+    if (!trimmed || !token || !brandId) return;
+    setAdding(true);
+    try {
+      await competitorApi.add(token, brandId, { name: trimmed });
+      setManualName("");
+      refreshCompetitors();
+      setAddDialogOpen(false);
+    } catch {
+    } finally {
+      setAdding(false);
+    }
+  }, [manualName, token, brandId, refreshCompetitors]);
+
+  const handleDelete = useCallback(async (competitorId: string) => {
+    if (!token || !brandId) return;
+    setDeletingId(competitorId);
+    try {
+      await competitorApi.delete(token, brandId, competitorId);
+      refreshCompetitors();
+    } catch {
+    } finally {
+      setDeletingId(null);
+    }
+  }, [token, brandId, refreshCompetitors]);
+
+  const handleAnalyze = useCallback(async () => {
+    if (!token || !brandId || !analysisCompetitorId || !analysisType) return;
+    setAnalyzing(true);
+    setAnalysisError(null);
+    try {
+      await competitorApi.analyze(token, {
+        brand_id: brandId,
+        competitor_id: analysisCompetitorId,
+        analysis_type: analysisType,
+      });
+      refreshInsights();
+    } catch (err) {
+      setAnalysisError(err instanceof Error ? err.message : "分析失败");
+    } finally {
+      setAnalyzing(false);
+    }
+  }, [token, brandId, analysisCompetitorId, analysisType, refreshInsights]);
+
+  const radarData = (() => {
+    if (!gapSummaries.length) return [];
+    const dimensions = Object.keys(gapSummaries[0]?.dimensions || {});
+    return dimensions.map((dim) => {
+      const item: { label: string; [key: string]: string | number | undefined } = { label: dim, [brandName]: 50 };
+      gapSummaries.forEach((gs) => {
+        const val = gs.dimensions[dim];
+        item[gs.competitor_name] = typeof val === "number" ? val : 0;
+      });
+      return item;
+    });
+  })();
+
+  const radarCompetitors = gapSummaries.map((gs, i) => ({
+    name: gs.competitor_name,
+    color: RADAR_COLORS[i % RADAR_COLORS.length],
+  }));
+
+  if (brandsLoading) {
+    return (
+      <div className="space-y-4">
+        <div>
+          <h2 className="text-2xl font-bold tracking-tight">竞品分析</h2>
+          <p className="text-muted-foreground">分析竞品表现，发现差距与机会</p>
+        </div>
+        <LoadingState rows={4} rowHeight="h-24" />
+      </div>
+    );
+  }
+
+  return (
+    <div className="space-y-6">
+      <div className="flex items-center justify-between">
+        <div>
+          <h2 className="text-2xl font-bold tracking-tight">竞品分析</h2>
+          <p className="text-muted-foreground">分析竞品表现，发现差距与机会</p>
+        </div>
+        <Dialog open={addDialogOpen} onOpenChange={setAddDialogOpen}>
+          <DialogTrigger asChild>
+            <Button disabled={competitors.length >= 5}>
+              <Plus className="mr-2 h-4 w-4" />
+              添加竞品
+            </Button>
+          </DialogTrigger>
+          <DialogContent className="sm:max-w-lg">
+            <DialogHeader>
+              <DialogTitle>添加竞品</DialogTitle>
+            </DialogHeader>
+            <Tabs defaultValue="recommend">
+              <TabsList className="grid w-full grid-cols-2">
+                <TabsTrigger value="recommend">从推荐选择</TabsTrigger>
+                <TabsTrigger value="manual">手动输入</TabsTrigger>
+              </TabsList>
+              <TabsContent value="recommend" className="mt-4 space-y-3">
+                {recommendationsLoading ? (
+                  <div className="flex items-center justify-center py-8">
+                    <Loader2 className="h-5 w-5 animate-spin text-muted-foreground" />
+                    <span className="ml-2 text-sm text-muted-foreground">加载推荐中...</span>
+                  </div>
+                ) : recommendationsError ? (
+                  <ErrorState error={recommendationsError} onRetry={refreshRecommendations} />
+                ) : recommendations.length === 0 ? (
+                  <EmptyState message="暂无推荐竞品" description="请尝试手动输入竞品名称" />
+                ) : (
+                  <div className="grid gap-2">
+                    {recommendations.map((rec) => {
+                      const alreadyAdded = competitors.some((c) => c.name === rec.name);
+                      return (
+                        <div
+                          key={rec.id}
+                          className="flex items-center justify-between rounded-lg border p-3"
+                        >
+                          <div className="flex-1 min-w-0">
+                            <p className="font-medium truncate">{rec.name}</p>
+                            <p className="text-xs text-muted-foreground truncate">{rec.reason}</p>
+                          </div>
+                          <Button
+                            size="sm"
+                            variant={alreadyAdded ? "ghost" : "outline"}
+                            disabled={alreadyAdded || adding}
+                            onClick={() => handleAddFromRecommendation(rec.name)}
+                          >
+                            {alreadyAdded ? "已添加" : <Plus className="h-4 w-4" />}
+                          </Button>
+                        </div>
+                      );
+                    })}
+                  </div>
+                )}
+              </TabsContent>
+              <TabsContent value="manual" className="mt-4 space-y-4">
+                <div className="space-y-2">
+                  <Label htmlFor="competitor-name">竞品名称</Label>
+                  <div className="flex gap-2">
+                    <Input
+                      id="competitor-name"
+                      value={manualName}
+                      onChange={(e) => setManualName(e.target.value)}
+                      placeholder="输入竞品名称"
+                      onKeyDown={(e) => {
+                        if (e.key === "Enter") {
+                          e.preventDefault();
+                          handleAddManual();
+                        }
+                      }}
+                    />
+                    <Button onClick={handleAddManual} disabled={!manualName.trim() || adding}>
+                      {adding ? <Loader2 className="h-4 w-4 animate-spin" /> : "添加"}
+                    </Button>
+                  </div>
+                </div>
+              </TabsContent>
+            </Tabs>
+          </DialogContent>
+        </Dialog>
+      </div>
+
+      <Card>
+        <CardHeader>
+          <CardTitle className="flex items-center gap-2 text-base">
+            <Users className="h-4 w-4" />
+            竞品列表
+            <Badge variant="secondary" className="ml-auto">
+              {competitors.length}/5
+            </Badge>
+          </CardTitle>
+        </CardHeader>
+        <CardContent>
+          {competitorsLoading ? (
+            <LoadingState rows={3} rowHeight="h-16" />
+          ) : competitorsError ? (
+            <ErrorState error={competitorsError} onRetry={refreshCompetitors} />
+          ) : competitors.length === 0 ? (
+            <EmptyState
+              message="暂无竞品"
+              description="点击上方「添加竞品」按钮开始"
+              icon={<Users className="h-6 w-6 text-gray-400" />}
+            />
+          ) : (
+            <div className="grid gap-3 sm:grid-cols-2 lg:grid-cols-3">
+              {competitors.map((comp) => (
+                <div
+                  key={comp.id}
+                  className="flex items-center justify-between rounded-lg border p-4"
+                >
+                  <div className="min-w-0 flex-1">
+                    <p className="font-medium truncate">{comp.name}</p>
+                    <p className="text-xs text-muted-foreground">
+                      添加于 {new Date(comp.created_at).toLocaleDateString("zh-CN")}
+                    </p>
+                  </div>
+                  <Button
+                    variant="ghost"
+                    size="icon"
+                    className="ml-2 h-8 w-8 text-muted-foreground hover:text-destructive"
+                    disabled={deletingId === comp.id}
+                    onClick={() => handleDelete(comp.id)}
+                  >
+                    {deletingId === comp.id ? (
+                      <Loader2 className="h-4 w-4 animate-spin" />
+                    ) : (
+                      <Trash2 className="h-4 w-4" />
+                    )}
+                  </Button>
+                </div>
+              ))}
+            </div>
+          )}
+        </CardContent>
+      </Card>
+
+      <Card>
+        <CardHeader>
+          <CardTitle className="flex items-center gap-2 text-base">
+            <BarChart3 className="h-4 w-4" />
+            竞品分析
+          </CardTitle>
+        </CardHeader>
+        <CardContent className="space-y-4">
+          <div className="grid gap-4 sm:grid-cols-3">
+            <div className="space-y-2">
+              <Label>选择竞品</Label>
+              <Select value={analysisCompetitorId} onValueChange={setAnalysisCompetitorId}>
+                <SelectTrigger>
+                  <SelectValue placeholder="选择竞品" />
+                </SelectTrigger>
+                <SelectContent>
+                  {competitors.map((comp) => (
+                    <SelectItem key={comp.id} value={comp.id}>
+                      {comp.name}
+                    </SelectItem>
+                  ))}
+                </SelectContent>
+              </Select>
+            </div>
+            <div className="space-y-2">
+              <Label>分析类型</Label>
+              <Select value={analysisType} onValueChange={setAnalysisType}>
+                <SelectTrigger>
+                  <SelectValue placeholder="选择分析类型" />
+                </SelectTrigger>
+                <SelectContent>
+                  {ANALYSIS_TYPES.map((t) => (
+                    <SelectItem key={t.value} value={t.value}>
+                      {t.label}
+                    </SelectItem>
+                  ))}
+                </SelectContent>
+              </Select>
+            </div>
+            <div className="flex items-end">
+              <Button
+                className="w-full"
+                disabled={!analysisCompetitorId || !analysisType || analyzing}
+                onClick={handleAnalyze}
+              >
+                {analyzing ? (
+                  <Loader2 className="mr-2 h-4 w-4 animate-spin" />
+                ) : (
+                  <Play className="mr-2 h-4 w-4" />
+                )}
+                开始分析
+              </Button>
+            </div>
+          </div>
+
+          {analysisError && (
+            <div className="flex items-center gap-2 rounded-md bg-destructive/10 px-4 py-3 text-sm text-destructive">
+              <AlertTriangle className="h-4 w-4 shrink-0" />
+              {analysisError}
+            </div>
+          )}
+
+          {insightsLoading ? (
+            <LoadingState rows={2} rowHeight="h-20" />
+          ) : insights.length > 0 ? (
+            <div className="space-y-3">
+              {insights.map((insight) => (
+                <div key={insight.id} className="rounded-lg border p-4 space-y-2">
+                  <div className="flex items-center gap-2">
+                    <Badge variant="outline">{insight.insight_type}</Badge>
+                    {insight.competitor_name && (
+                      <Badge variant="secondary">{insight.competitor_name}</Badge>
+                    )}
+                    <span className="ml-auto text-xs text-muted-foreground">
+                      {new Date(insight.created_at).toLocaleString("zh-CN")}
+                    </span>
+                  </div>
+                  {insight.recommendations && insight.recommendations.length > 0 && (
+                    <div className="space-y-1">
+                      {insight.recommendations.map((rec, i) => (
+                        <div key={i} className="flex items-start gap-2 text-sm">
+                          <Lightbulb className="mt-0.5 h-3.5 w-3.5 shrink-0 text-amber-500" />
+                          <span>{rec}</span>
+                        </div>
+                      ))}
+                    </div>
+                  )}
+                </div>
+              ))}
+            </div>
+          ) : null}
+        </CardContent>
+      </Card>
+
+      <div className="grid gap-6 lg:grid-cols-2">
+        <Card>
+          <CardHeader>
+            <CardTitle className="flex items-center gap-2 text-base">
+              <BarChart3 className="h-4 w-4" />
+              竞品雷达图
+            </CardTitle>
+          </CardHeader>
+          <CardContent>
+            {gapSummaryLoading ? (
+              <LoadingState rows={1} rowHeight="h-80" />
+            ) : gapSummaryError ? (
+              <ErrorState error={gapSummaryError} />
+            ) : radarData.length > 0 ? (
+              <CompetitorRadarChart
+                data={radarData}
+                brandName={brandName}
+                competitors={radarCompetitors}
+              />
+            ) : (
+              <EmptyState
+                message="暂无对比数据"
+                description="添加竞品并执行分析后将显示雷达图"
+                icon={<BarChart3 className="h-6 w-6 text-gray-400" />}
+              />
+            )}
+          </CardContent>
+        </Card>
+
+        <Card>
+          <CardHeader>
+            <CardTitle className="flex items-center gap-2 text-base">
+              <AlertTriangle className="h-4 w-4" />
+              差距评分
+            </CardTitle>
+          </CardHeader>
+          <CardContent>
+            {gapSummaryLoading ? (
+              <LoadingState rows={3} rowHeight="h-20" grid cols={2} />
+            ) : gapSummaryError ? (
+              <ErrorState error={gapSummaryError} />
+            ) : gapSummaries.length === 0 ? (
+              <EmptyState
+                message="暂无差距评分"
+                description="执行分析后将显示差距评分"
+                icon={<AlertTriangle className="h-6 w-6 text-gray-400" />}
+              />
+            ) : (
+              <div className="space-y-3">
+                {gapSummaries.map((gs) => (
+                  <div key={gs.competitor_name} className="rounded-lg border p-4 space-y-2">
+                    <div className="flex items-center justify-between">
+                      <span className="font-medium">{gs.competitor_name}</span>
+                      <Badge
+                        variant={gs.gap_score > 50 ? "destructive" : gs.gap_score > 20 ? "secondary" : "default"}
+                      >
+                        差距 {gs.gap_score.toFixed(1)}
+                      </Badge>
+                    </div>
+                    <div className="h-2 rounded-full bg-muted overflow-hidden">
+                      <div
+                        className="h-full rounded-full bg-primary transition-all"
+                        style={{ width: `${Math.min(100, gs.gap_score)}%` }}
+                      />
+                    </div>
+                    <div className="flex flex-wrap gap-2">
+                      {Object.entries(gs.dimensions).map(([key, val]) => (
+                        <div key={key} className="text-xs text-muted-foreground">
+                          {key}: <span className="font-medium text-foreground">{typeof val === "number" ? val.toFixed(1) : String(val)}</span>
+                        </div>
+                      ))}
+                    </div>
+                  </div>
+                ))}
+              </div>
+            )}
+          </CardContent>
+        </Card>
+      </div>
+    </div>
+  );
+}
diff --git a/frontend/app/(dashboard)/dashboard/detection/page.tsx b/frontend/app/(dashboard)/dashboard/detection/page.tsx
new file mode 100644
index 0000000..4576900
--- /dev/null
+++ b/frontend/app/(dashboard)/dashboard/detection/page.tsx
@@ -0,0 +1,479 @@
+"use client";
+
+import { useState, useEffect } from "react";
+import { useSession } from "next-auth/react";
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Button } from "@/components/ui/button";
+import { Badge } from "@/components/ui/badge";
+import { Label } from "@/components/ui/label";
+import {
+  Dialog,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogTitle,
+  DialogTrigger,
+} from "@/components/ui/dialog";
+import {
+  Select,
+  SelectContent,
+  SelectItem,
+  SelectTrigger,
+  SelectValue,
+} from "@/components/ui/select";
+import { detectionApi, type DetectionTask } from "@/lib/api/detection";
+import type { QueryListResponse, ApiQueryItem } from "@/lib/api/queries";
+import { fetchWithAuth } from "@/lib/api/client";
+import { PLATFORM_MAP, PLATFORMS } from "@/lib/platforms";
+import { LoadingState, ErrorState, EmptyState } from "@/components/ui/api-states";
+import {
+  Plus,
+  Trash2,
+  Play,
+  Loader2,
+  ScanSearch,
+  CheckCircle,
+} from "lucide-react";
+
+const FREQUENCY_MAP: Record<string, string> = {
+  daily: "每日",
+  weekly: "每周",
+  hourly: "每小时",
+};
+
+const STATUS_CONFIG: Record<string, { label: string; className: string }> = {
+  active: { label: "运行中", className: "bg-emerald-100 text-emerald-700 hover:bg-emerald-100" },
+  paused: { label: "已暂停", className: "bg-amber-100 text-amber-700 hover:bg-amber-100" },
+  completed: { label: "已完成", className: "bg-blue-100 text-blue-700 hover:bg-blue-100" },
+};
+
+interface CreateFormData {
+  query_id: string;
+  platforms: string[];
+  frequency: string;
+}
+
+const emptyForm: CreateFormData = {
+  query_id: "",
+  platforms: [],
+  frequency: "weekly",
+};
+
+export default function DetectionPage() {
+  const { data: session } = useSession();
+  const token = (session as { accessToken?: string })?.accessToken;
+
+  const [tasks, setTasks] = useState<DetectionTask[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+
+  const [queries, setQueries] = useState<ApiQueryItem[]>([]);
+  const [dialogOpen, setDialogOpen] = useState(false);
+  const [formData, setFormData] = useState<CreateFormData>(emptyForm);
+  const [saving, setSaving] = useState(false);
+  const [formErrors, setFormErrors] = useState<Record<string, string>>({});
+  const [mutationError, setMutationError] = useState<string | null>(null);
+  const [successMsg, setSuccessMsg] = useState<string | null>(null);
+  const [actionLoading, setActionLoading] = useState<string | null>(null);
+
+  const [deleteDialogOpen, setDeleteDialogOpen] = useState(false);
+  const [deletingId, setDeletingId] = useState<string | null>(null);
+  const [deleting, setDeleting] = useState(false);
+
+  async function loadTasks() {
+    if (!token) return;
+    try {
+      setLoading(true);
+      setError(null);
+      const result = await detectionApi.listTasks(token);
+      setTasks(result.items ?? []);
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "获取检测任务失败");
+    } finally {
+      setLoading(false);
+    }
+  }
+
+  async function loadQueries() {
+    try {
+      const result = await fetchWithAuth("/api/v1/queries/") as QueryListResponse;
+      setQueries(result.items ?? []);
+    } catch {
+      // ignore
+    }
+  }
+
+  useEffect(() => {
+    if (token) loadTasks();
+  }, [token]);
+
+  function showSuccess(msg: string) {
+    setSuccessMsg(msg);
+    setTimeout(() => setSuccessMsg(null), 3000);
+  }
+
+  function openAddDialog() {
+    setFormData(emptyForm);
+    setFormErrors({});
+    setMutationError(null);
+    setDialogOpen(true);
+    loadQueries();
+  }
+
+  function togglePlatform(platform: string) {
+    setFormData((prev) => {
+      const platforms = prev.platforms.includes(platform)
+        ? prev.platforms.filter((p) => p !== platform)
+        : [...prev.platforms, platform];
+      return { ...prev, platforms };
+    });
+  }
+
+  function validateForm(): boolean {
+    const errors: Record<string, string> = {};
+    if (!formData.query_id) errors.query_id = "请选择查询词";
+    if (formData.platforms.length === 0) errors.platforms = "请至少选择一个平台";
+    setFormErrors(errors);
+    return Object.keys(errors).length === 0;
+  }
+
+  async function handleCreate() {
+    if (!validateForm() || !token) return;
+    try {
+      setSaving(true);
+      setMutationError(null);
+      await detectionApi.createTask(token, {
+        query_id: formData.query_id,
+        platforms: formData.platforms,
+        frequency: formData.frequency,
+      });
+      setDialogOpen(false);
+      showSuccess("创建成功");
+      loadTasks();
+    } catch (err) {
+      setMutationError(err instanceof Error ? err.message : "创建失败");
+    } finally {
+      setSaving(false);
+    }
+  }
+
+  function openDeleteDialog(id: string) {
+    setDeletingId(id);
+    setDeleteDialogOpen(true);
+  }
+
+  async function handleDelete() {
+    if (!deletingId || !token) return;
+    try {
+      setDeleting(true);
+      await detectionApi.deleteTask(token, deletingId);
+      setDeleteDialogOpen(false);
+      setDeletingId(null);
+      showSuccess("删除成功");
+      loadTasks();
+    } catch (err) {
+      setMutationError(err instanceof Error ? err.message : "删除失败");
+    } finally {
+      setDeleting(false);
+    }
+  }
+
+  async function handleTrigger(taskId: string) {
+    if (!token) return;
+    setActionLoading(taskId);
+    setMutationError(null);
+    try {
+      await detectionApi.triggerTask(token, taskId);
+      showSuccess("检测已触发");
+      loadTasks();
+    } catch (err) {
+      setMutationError(err instanceof Error ? err.message : "触发检测失败");
+    } finally {
+      setActionLoading(null);
+    }
+  }
+
+  if (loading) {
+    return (
+      <div className="space-y-4">
+        <div className="flex items-center justify-between">
+          <div>
+            <h2 className="text-2xl font-bold tracking-tight">检测任务</h2>
+            <p className="text-muted-foreground">管理AI搜索检测任务</p>
+          </div>
+        </div>
+        <LoadingState rows={5} rowHeight="h-14" />
+      </div>
+    );
+  }
+
+  if (error) {
+    return (
+      <div className="space-y-4">
+        <div className="flex items-center justify-between">
+          <div>
+            <h2 className="text-2xl font-bold tracking-tight">检测任务</h2>
+            <p className="text-muted-foreground">管理AI搜索检测任务</p>
+          </div>
+        </div>
+        <ErrorState error={error} onRetry={loadTasks} />
+      </div>
+    );
+  }
+
+  return (
+    <div className="space-y-4">
+      <div className="flex items-center justify-between">
+        <div>
+          <h2 className="text-2xl font-bold tracking-tight">检测任务</h2>
+          <p className="text-muted-foreground">管理AI搜索检测任务</p>
+        </div>
+        <Dialog open={dialogOpen} onOpenChange={setDialogOpen}>
+          <DialogTrigger asChild>
+            <Button onClick={openAddDialog}>
+              <Plus className="mr-2 h-4 w-4" />
+              新建任务
+            </Button>
+          </DialogTrigger>
+          <DialogContent className="max-w-lg">
+            <DialogHeader>
+              <DialogTitle>新建检测任务</DialogTitle>
+              <DialogDescription>
+                配置新的AI搜索检测任务
+              </DialogDescription>
+            </DialogHeader>
+            <div className="space-y-4 py-4">
+              <div className="space-y-2">
+                <Label>
+                  查询词 <span className="text-destructive">*</span>
+                </Label>
+                <Select
+                  value={formData.query_id}
+                  onValueChange={(value) => {
+                    setFormData((prev) => ({ ...prev, query_id: value }));
+                    if (formErrors.query_id) {
+                      setFormErrors((prev) => ({ ...prev, query_id: "" }));
+                    }
+                  }}
+                >
+                  <SelectTrigger>
+                    <SelectValue placeholder="选择查询词" />
+                  </SelectTrigger>
+                  <SelectContent>
+                    {queries.map((q) => (
+                      <SelectItem key={q.id} value={q.id}>
+                        {q.keyword} — {q.target_brand}
+                      </SelectItem>
+                    ))}
+                  </SelectContent>
+                </Select>
+                {formErrors.query_id && (
+                  <p className="text-xs text-destructive">{formErrors.query_id}</p>
+                )}
+              </div>
+              <div className="space-y-2">
+                <Label>
+                  检测平台 <span className="text-destructive">*</span>
+                </Label>
+                <div className="grid grid-cols-2 gap-2">
+                  {PLATFORMS.map((p) => (
+                    <label
+                      key={p.key}
+                      className="flex cursor-pointer items-center space-x-2 rounded-md border p-2 hover:bg-muted"
+                    >
+                      <input
+                        type="checkbox"
+                        className="h-4 w-4 rounded border-gray-300 text-primary"
+                        checked={formData.platforms.includes(p.key)}
+                        onChange={() => togglePlatform(p.key)}
+                      />
+                      <span className="text-sm">{p.label}</span>
+                    </label>
+                  ))}
+                </div>
+                {formErrors.platforms && (
+                  <p className="text-xs text-destructive">{formErrors.platforms}</p>
+                )}
+              </div>
+              <div className="space-y-2">
+                <Label htmlFor="frequency">检测频率</Label>
+                <Select
+                  value={formData.frequency}
+                  onValueChange={(value) =>
+                    setFormData((prev) => ({ ...prev, frequency: value }))
+                  }
+                >
+                  <SelectTrigger id="frequency">
+                    <SelectValue />
+                  </SelectTrigger>
+                  <SelectContent>
+                    <SelectItem value="hourly">每小时</SelectItem>
+                    <SelectItem value="daily">每日</SelectItem>
+                    <SelectItem value="weekly">每周</SelectItem>
+                  </SelectContent>
+                </Select>
+              </div>
+              {mutationError && (
+                <p className="text-xs text-destructive">{mutationError}</p>
+              )}
+            </div>
+            <DialogFooter>
+              <Button variant="outline" onClick={() => setDialogOpen(false)}>
+                取消
+              </Button>
+              <Button onClick={handleCreate} disabled={saving}>
+                {saving && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+                创建
+              </Button>
+            </DialogFooter>
+          </DialogContent>
+        </Dialog>
+      </div>
+
+      {successMsg && (
+        <div className="flex items-center gap-2 rounded-md bg-emerald-50 px-4 py-3 text-sm text-emerald-700">
+          <CheckCircle className="h-4 w-4 shrink-0" />
+          {successMsg}
+        </div>
+      )}
+
+      {mutationError && !dialogOpen && (
+        <div className="rounded-md bg-destructive/10 px-4 py-3 text-sm text-destructive">
+          {mutationError}
+        </div>
+      )}
+
+      {tasks.length === 0 ? (
+        <EmptyState
+          icon={<ScanSearch className="h-6 w-6 text-gray-400" />}
+          message="暂无检测任务"
+          description="点击右上角按钮创建您的第一个检测任务"
+        />
+      ) : (
+        <Card>
+          <CardHeader>
+            <CardTitle className="text-base">检测任务列表</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <div className="overflow-x-auto">
+              <Table>
+                <TableHeader>
+                  <TableRow>
+                    <TableHead>查询词</TableHead>
+                    <TableHead>平台</TableHead>
+                    <TableHead>频率</TableHead>
+                    <TableHead>状态</TableHead>
+                    <TableHead>上次运行</TableHead>
+                    <TableHead>下次运行</TableHead>
+                    <TableHead className="text-right">操作</TableHead>
+                  </TableRow>
+                </TableHeader>
+                <TableBody>
+                  {tasks.map((task) => {
+                    const matchedQuery = queries.find((q) => q.id === task.query_id);
+                    const statusCfg = STATUS_CONFIG[task.status] ?? {
+                      label: task.status,
+                      className: "bg-gray-100 text-gray-600",
+                    };
+                    return (
+                      <TableRow key={task.id}>
+                        <TableCell className="font-medium">
+                          {matchedQuery?.keyword ?? task.query_id}
+                        </TableCell>
+                        <TableCell>
+                          <div className="flex flex-wrap gap-1">
+                            {task.platforms.map((p) => (
+                              <Badge key={p} variant="secondary" className="text-xs">
+                                {PLATFORM_MAP[p] || p}
+                              </Badge>
+                            ))}
+                          </div>
+                        </TableCell>
+                        <TableCell>
+                          {FREQUENCY_MAP[task.frequency] || task.frequency}
+                        </TableCell>
+                        <TableCell>
+                          <Badge variant="secondary" className={statusCfg.className}>
+                            {statusCfg.label}
+                          </Badge>
+                        </TableCell>
+                        <TableCell className="text-muted-foreground">
+                          {task.last_run_at
+                            ? new Date(task.last_run_at).toLocaleString("zh-CN")
+                            : "从未"}
+                        </TableCell>
+                        <TableCell className="text-muted-foreground">
+                          {task.next_run_at
+                            ? new Date(task.next_run_at).toLocaleString("zh-CN")
+                            : "—"}
+                        </TableCell>
+                        <TableCell className="text-right">
+                          <div className="flex justify-end gap-1">
+                            <Button
+                              variant="ghost"
+                              size="icon"
+                              className="h-8 w-8"
+                              onClick={() => handleTrigger(task.id)}
+                              disabled={actionLoading === task.id}
+                            >
+                              {actionLoading === task.id ? (
+                                <Loader2 className="h-4 w-4 animate-spin" />
+                              ) : (
+                                <Play className="h-4 w-4" />
+                              )}
+                            </Button>
+                            <Button
+                              variant="ghost"
+                              size="icon"
+                              className="h-8 w-8 text-destructive hover:text-destructive"
+                              onClick={() => openDeleteDialog(task.id)}
+                            >
+                              <Trash2 className="h-4 w-4" />
+                            </Button>
+                          </div>
+                        </TableCell>
+                      </TableRow>
+                    );
+                  })}
+                </TableBody>
+              </Table>
+            </div>
+          </CardContent>
+        </Card>
+      )}
+
+      <Dialog open={deleteDialogOpen} onOpenChange={setDeleteDialogOpen}>
+        <DialogContent>
+          <DialogHeader>
+            <DialogTitle>确认删除</DialogTitle>
+            <DialogDescription>
+              删除后无法恢复，确定要删除这个检测任务吗？
+            </DialogDescription>
+          </DialogHeader>
+          <DialogFooter>
+            <Button variant="outline" onClick={() => setDeleteDialogOpen(false)}>
+              取消
+            </Button>
+            <Button
+              variant="destructive"
+              onClick={handleDelete}
+              disabled={deleting}
+            >
+              {deleting && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+              删除
+            </Button>
+          </DialogFooter>
+        </DialogContent>
+      </Dialog>
+    </div>
+  );
+}
diff --git a/frontend/app/(dashboard)/dashboard/health-score/page.tsx b/frontend/app/(dashboard)/dashboard/health-score/page.tsx
new file mode 100644
index 0000000..ce57303
--- /dev/null
+++ b/frontend/app/(dashboard)/dashboard/health-score/page.tsx
@@ -0,0 +1,353 @@
+"use client";
+
+import * as React from "react";
+import { useSession } from "next-auth/react";
+import { useApi } from "@/lib/hooks/use-api";
+import { scoringApi, BrandScore, BrandCompare, ScoreHistory } from "@/lib/api/scoring";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Tabs, TabsList, TabsTrigger, TabsContent } from "@/components/ui/tabs";
+import { LoadingState, ErrorState, EmptyState } from "@/components/ui/api-states";
+import { CompetitorRadarChart } from "@/components/charts/CompetitorRadarChart";
+import { round, getStatusColor, getProgressBg } from "@/lib/utils/health-score";
+import {
+  PieChart,
+  Pie,
+  Cell,
+  ResponsiveContainer,
+  LineChart,
+  Line,
+  XAxis,
+  YAxis,
+  CartesianGrid,
+  Tooltip,
+} from "recharts";
+import { Heart } from "lucide-react";
+
+interface BrandsResponse {
+  items: { id: string; name: string }[];
+}
+
+const DIMENSION_LABELS: Record<string, string> = {
+  mention_rate: "提及率",
+  recommendation_rank: "推荐排名",
+  sentiment: "情感倾向",
+  citation_quality: "引用质量",
+  competitor_comparison: "竞品对比",
+};
+
+function ScoreGauge({ score }: { score: number }) {
+  const percentage = Math.min(Math.max(score, 0), 100);
+  const colorClass = getStatusColor(percentage);
+  const colorMap: Record<string, string> = {
+    "text-green-500": "#22c55e",
+    "text-yellow-500": "#eab308",
+    "text-red-500": "#ef4444",
+  };
+  const fillColor = colorMap[colorClass] || "#3b82f6";
+  const data = [
+    { name: "score", value: percentage },
+    { name: "remaining", value: 100 - percentage },
+  ];
+
+  return (
+    <div className="relative flex items-center justify-center">
+      <ResponsiveContainer width={220} height={220}>
+        <PieChart>
+          <Pie
+            data={data}
+            innerRadius={80}
+            outerRadius={100}
+            startAngle={90}
+            endAngle={-270}
+            dataKey="value"
+            stroke="none"
+          >
+            <Cell fill={fillColor} />
+            <Cell fill="hsl(var(--muted))" />
+          </Pie>
+        </PieChart>
+      </ResponsiveContainer>
+      <div className="absolute inset-0 flex flex-col items-center justify-center">
+        <span className="text-4xl font-bold">{round(percentage, 1)}</span>
+        <span className="text-sm text-muted-foreground">/100</span>
+      </div>
+    </div>
+  );
+}
+
+function DimensionCards({ dimensions }: { dimensions: BrandScore["dimensions"] }) {
+  return (
+    <div className="grid gap-4 md:grid-cols-2 lg:grid-cols-5">
+      {dimensions.map((dim) => {
+        const percentage = dim.max_score > 0 ? (dim.score / dim.max_score) * 100 : 0;
+        const label = DIMENSION_LABELS[dim.name] || dim.name;
+        return (
+          <Card key={dim.name}>
+            <CardContent className="pt-5 space-y-3">
+              <div className="flex items-center justify-between">
+                <span className="text-sm font-medium">{label}</span>
+                <span className={`text-sm font-semibold ${getStatusColor(percentage)}`}>
+                  {round(percentage, 1)}%
+                </span>
+              </div>
+              <div className="h-2 w-full overflow-hidden rounded-full bg-gray-100">
+                <div
+                  className={`h-full rounded-full transition-all ${getProgressBg(percentage)}`}
+                  style={{ width: `${Math.max(percentage, 2)}%` }}
+                />
+              </div>
+              <p className="text-xs text-muted-foreground leading-relaxed">
+                {dim.description}
+              </p>
+            </CardContent>
+          </Card>
+        );
+      })}
+    </div>
+  );
+}
+
+function CompetitorTab({ token, brandId }: { token: string; brandId: string }) {
+  const [data, setData] = React.useState<BrandCompare | null>(null);
+  const [loading, setLoading] = React.useState(true);
+  const [error, setError] = React.useState<string | null>(null);
+
+  React.useEffect(() => {
+    let cancelled = false;
+    setLoading(true);
+    setError(null);
+    scoringApi
+      .getCompare(token, brandId)
+      .then((res) => {
+        if (!cancelled) setData(res);
+      })
+      .catch((err) => {
+        if (!cancelled) setError(err instanceof Error ? err.message : "加载失败");
+      })
+      .finally(() => {
+        if (!cancelled) setLoading(false);
+      });
+    return () => {
+      cancelled = true;
+    };
+  }, [token, brandId]);
+
+  if (loading) return <LoadingState rows={2} rowHeight="h-48" />;
+  if (error) return <ErrorState error={error} />;
+  if (!data) return <EmptyState message="暂无竞品对比数据" />;
+
+  const radarData = data.dimensions.map((dim) => {
+    const item: Record<string, string | number> = {
+      label: DIMENSION_LABELS[dim] || dim,
+      dimension: dim,
+    };
+    item[data.brand_name] = 0;
+    data.competitors.forEach((c) => {
+      item[c.name] = c.scores[dim] ?? 0;
+    });
+    return item;
+  });
+
+  const brandScoreEntry = data.dimensions.reduce<Record<string, number>>(
+    (acc, dim) => {
+      acc[dim] = 0;
+      return acc;
+    },
+    {}
+  );
+  radarData.forEach((item) => {
+    const dim = item.dimension as string;
+    brandScoreEntry[dim] = (item[data.brand_name] as number) || 0;
+  });
+  radarData.forEach((item) => {
+    const dim = item.dimension as string;
+    item[data.brand_name] = brandScoreEntry[dim];
+  });
+
+  const competitors = data.competitors.map((c, i) => ({
+    name: c.name,
+    color: [
+      "hsl(346.8 77.2% 49.8%)",
+      "hsl(24.6 95% 53.1%)",
+      "hsl(142.1 76.2% 36.3%)",
+      "hsl(262.1 83.3% 57.8%)",
+    ][i % 4],
+  }));
+
+  return (
+    <Card>
+      <CardHeader>
+        <CardTitle>竞品对比雷达图</CardTitle>
+      </CardHeader>
+      <CardContent>
+        <CompetitorRadarChart
+          data={radarData as any}
+          brandName={data.brand_name}
+          competitors={competitors}
+        />
+      </CardContent>
+    </Card>
+  );
+}
+
+function HistoryTab({ token, brandId }: { token: string; brandId: string }) {
+  const [data, setData] = React.useState<ScoreHistory | null>(null);
+  const [loading, setLoading] = React.useState(true);
+  const [error, setError] = React.useState<string | null>(null);
+
+  React.useEffect(() => {
+    let cancelled = false;
+    setLoading(true);
+    setError(null);
+    scoringApi
+      .getHistory(token, brandId)
+      .then((res) => {
+        if (!cancelled) setData(res);
+      })
+      .catch((err) => {
+        if (!cancelled) setError(err instanceof Error ? err.message : "加载失败");
+      })
+      .finally(() => {
+        if (!cancelled) setLoading(false);
+      });
+    return () => {
+      cancelled = true;
+    };
+  }, [token, brandId]);
+
+  if (loading) return <LoadingState rows={2} rowHeight="h-48" />;
+  if (error) return <ErrorState error={error} />;
+  if (!data || data.scores.length === 0)
+    return <EmptyState message="暂无历史趋势数据" />;
+
+  const chartData = data.scores.map((entry) => ({
+    date: entry.date,
+    score: entry.overall_score,
+  }));
+
+  return (
+    <Card>
+      <CardHeader>
+        <CardTitle>历史趋势</CardTitle>
+      </CardHeader>
+      <CardContent>
+        <ResponsiveContainer width="100%" height={350}>
+          <LineChart data={chartData} margin={{ top: 5, right: 20, left: 0, bottom: 5 }}>
+            <CartesianGrid strokeDasharray="3 3" className="stroke-muted" />
+            <XAxis
+              dataKey="date"
+              tick={{ fontSize: 12 }}
+              tickFormatter={(value: string) => {
+                const date = new Date(value);
+                return `${date.getMonth() + 1}/${date.getDate()}`;
+              }}
+            />
+            <YAxis domain={[0, 100]} tick={{ fontSize: 12 }} />
+            <Tooltip
+              contentStyle={{
+                backgroundColor: "hsl(var(--card))",
+                border: "1px solid hsl(var(--border))",
+                borderRadius: "var(--radius)",
+              }}
+              labelFormatter={(value: string) => {
+                const date = new Date(value);
+                return `${date.getFullYear()}-${String(date.getMonth() + 1).padStart(2, "0")}-${String(date.getDate()).padStart(2, "0")}`;
+              }}
+              formatter={(value: number) => [`评分: ${value}`, ""]}
+            />
+            <Line
+              type="monotone"
+              dataKey="score"
+              stroke="hsl(221.2 83.2% 53.3%)"
+              strokeWidth={2}
+              dot={{ r: 3 }}
+              activeDot={{ r: 5 }}
+            />
+          </LineChart>
+        </ResponsiveContainer>
+      </CardContent>
+    </Card>
+  );
+}
+
+export default function HealthScorePage() {
+  const { data: session } = useSession();
+  const token = session?.accessToken || "";
+
+  const { data: brandsData } = useApi<BrandsResponse>("/api/v1/brands/?limit=1");
+  const brandId = brandsData?.items?.[0]?.id ?? null;
+
+  const [scoreData, setScoreData] = React.useState<BrandScore | null>(null);
+  const [scoreLoading, setScoreLoading] = React.useState(true);
+  const [scoreError, setScoreError] = React.useState<string | null>(null);
+
+  React.useEffect(() => {
+    if (!token || !brandId) return;
+    let cancelled = false;
+    setScoreLoading(true);
+    setScoreError(null);
+    scoringApi
+      .getScore(token, brandId)
+      .then((res) => {
+        if (!cancelled) setScoreData(res);
+      })
+      .catch((err) => {
+        if (!cancelled) setScoreError(err instanceof Error ? err.message : "加载失败");
+      })
+      .finally(() => {
+        if (!cancelled) setScoreLoading(false);
+      });
+    return () => {
+      cancelled = true;
+    };
+  }, [token, brandId]);
+
+  return (
+    <div className="space-y-6">
+      <div>
+        <h1 className="text-2xl font-bold tracking-tight">健康评分</h1>
+        <p className="text-muted-foreground">品牌在AI搜索中的综合健康表现</p>
+      </div>
+
+      {!token || !brandId ? (
+        <LoadingState rows={3} rowHeight="h-32" />
+      ) : scoreLoading ? (
+        <LoadingState rows={3} rowHeight="h-32" />
+      ) : scoreError ? (
+        <ErrorState error={scoreError} />
+      ) : !scoreData ? (
+        <EmptyState
+          icon={<Heart className="h-6 w-6 text-muted-foreground" />}
+          message="暂无健康评分数据"
+          description="请先完成品牌评分检测"
+        />
+      ) : (
+        <>
+          <Card>
+            <CardContent className="pt-6 flex flex-col items-center">
+              <ScoreGauge score={scoreData.overall_score} />
+              <p className="mt-2 text-sm text-muted-foreground">
+                综合健康评分
+              </p>
+            </CardContent>
+          </Card>
+
+          <DimensionCards dimensions={scoreData.dimensions} />
+
+          <Tabs defaultValue="compare">
+            <TabsList>
+              <TabsTrigger value="compare">竞品对比</TabsTrigger>
+              <TabsTrigger value="history">历史趋势</TabsTrigger>
+            </TabsList>
+            <TabsContent value="compare">
+              <CompetitorTab token={token} brandId={brandId} />
+            </TabsContent>
+            <TabsContent value="history">
+              <HistoryTab token={token} brandId={brandId} />
+            </TabsContent>
+          </Tabs>
+        </>
+      )}
+    </div>
+  );
+}
diff --git a/frontend/app/(dashboard)/dashboard/monitoring/page.tsx b/frontend/app/(dashboard)/dashboard/monitoring/page.tsx
index d3cd222..c4364e8 100644
--- a/frontend/app/(dashboard)/dashboard/monitoring/page.tsx
+++ b/frontend/app/(dashboard)/dashboard/monitoring/page.tsx
@@ -2,12 +2,14 @@
 
 import * as React from "react";
 import { useRouter } from "next/navigation";
+import { useSession } from "next-auth/react";
 import { useApi } from "@/lib/hooks/use-api";
+import { monitoringApi, MonitoringRecord, MonitoringChangeReport } from "@/lib/api/monitoring";
 import { alertsApi } from "@/lib/api/alerts";
 import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 import { Badge } from "@/components/ui/badge";
 import { Button } from "@/components/ui/button";
-import { Tabs, TabsList, TabsTrigger } from "@/components/ui/tabs";
+import { Tabs, TabsList, TabsTrigger, TabsContent } from "@/components/ui/tabs";
 import {
   Select,
   SelectContent,
@@ -20,16 +22,20 @@ import {
   Bell,
   BellRing,
   AlertTriangle,
-  Plus,
   CheckCheck,
   Settings,
   Clock,
   Filter,
+  Activity,
+  Play,
+  Pause,
+  RefreshCw,
+  ChevronDown,
+  ChevronUp,
+  Eye,
 } from "lucide-react";
 import { cn } from "@/lib/utils";
 
-/* ─── Types ───────────────────────────────────────────────────────────────────*/
-
 interface Alert {
   id: string;
   title: string;
@@ -50,7 +56,270 @@ interface UnreadCountResponse {
   unread_count: number;
 }
 
-/* ─── Stat Card Component ────────────────────────────────────────────────────*/
+interface BrandsResponse {
+  items: { id: string; name: string }[];
+}
+
+function formatTimeAgo(dateString: string): string {
+  const date = new Date(dateString);
+  const now = new Date();
+  const diffMs = now.getTime() - date.getTime();
+  const diffMins = Math.floor(diffMs / 60000);
+  const diffHours = Math.floor(diffMs / 3600000);
+  const diffDays = Math.floor(diffMs / 86400000);
+
+  if (diffMins < 1) return "刚刚";
+  if (diffMins < 60) return `${diffMins}分钟前`;
+  if (diffHours < 24) return `${diffHours}小时前`;
+  if (diffDays < 7) return `${diffDays}天前`;
+  return date.toLocaleDateString("zh-CN");
+}
+
+function ChangeTypeBadge({ changeType }: { changeType: string | null }) {
+  if (!changeType) return null;
+  const config: Record<string, { variant: "default" | "destructive" | "secondary" | "outline"; label: string }> = {
+    positive: { variant: "default", label: "正向" },
+    negative: { variant: "destructive", label: "负向" },
+    neutral: { variant: "secondary", label: "中性" },
+  };
+  const c = config[changeType] || { variant: "outline" as const, label: changeType };
+  return <Badge variant={c.variant} className="text-xs">{c.label}</Badge>;
+}
+
+function RecordCard({
+  record,
+  token,
+  onRefresh,
+}: {
+  record: MonitoringRecord;
+  token: string;
+  onRefresh: () => void;
+}) {
+  const [expanded, setExpanded] = React.useState(false);
+  const [report, setReport] = React.useState<MonitoringChangeReport | null>(null);
+  const [reportLoading, setReportLoading] = React.useState(false);
+  const [reportError, setReportError] = React.useState<string | null>(null);
+  const [checking, setChecking] = React.useState(false);
+  const [togglingStatus, setTogglingStatus] = React.useState(false);
+
+  const handleExpand = async () => {
+    if (expanded) {
+      setExpanded(false);
+      return;
+    }
+    setExpanded(true);
+    if (!report) {
+      setReportLoading(true);
+      setReportError(null);
+      try {
+        const result = await monitoringApi.getReport(token, record.id);
+        setReport(result);
+      } catch (err) {
+        setReportError(err instanceof Error ? err.message : "加载报告失败");
+      } finally {
+        setReportLoading(false);
+      }
+    }
+  };
+
+  const handleTriggerCheck = async () => {
+    setChecking(true);
+    try {
+      await monitoringApi.triggerCheck(token, record.id);
+      onRefresh();
+    } catch {
+    } finally {
+      setChecking(false);
+    }
+  };
+
+  const handleToggleStatus = async () => {
+    setTogglingStatus(true);
+    try {
+      const newStatus = record.status === "active" ? "paused" : "active";
+      await monitoringApi.updateStatus(token, record.id, { status: newStatus });
+      onRefresh();
+    } catch {
+    } finally {
+      setTogglingStatus(false);
+    }
+  };
+
+  return (
+    <Card>
+      <CardContent className="p-0">
+        <div
+          className="flex items-center gap-4 px-6 py-4 cursor-pointer hover:bg-muted/30 transition-colors"
+          onClick={handleExpand}
+        >
+          <div className="flex h-10 w-10 items-center justify-center rounded-lg bg-blue-50 text-blue-600 shrink-0">
+            <Activity className="h-5 w-5" />
+          </div>
+
+          <div className="flex-1 min-w-0 space-y-1">
+            <div className="flex items-center gap-2">
+              <p className="text-sm font-semibold text-foreground truncate">
+                {record.platform || "全平台"}
+              </p>
+              <ChangeTypeBadge changeType={record.change_type} />
+              {record.status === "paused" && (
+                <Badge variant="outline" className="text-xs">已暂停</Badge>
+              )}
+            </div>
+            <div className="flex items-center gap-3 text-xs text-muted-foreground">
+              <span className="flex items-center gap-1">
+                <Clock className="h-3 w-3" />
+                {record.last_checked_at ? formatTimeAgo(record.last_checked_at) : "未检测"}
+              </span>
+              <span>关键词: {record.query_keywords}</span>
+            </div>
+          </div>
+
+          <div className="flex items-center gap-2 shrink-0">
+            <Button
+              variant="ghost"
+              size="sm"
+              className="h-8 px-2 text-xs"
+              onClick={(e) => { e.stopPropagation(); handleTriggerCheck(); }}
+              disabled={checking}
+            >
+              <RefreshCw className={cn("mr-1 h-3.5 w-3.5", checking && "animate-spin")} />
+              立即检测
+            </Button>
+            <Button
+              variant="ghost"
+              size="sm"
+              className="h-8 px-2 text-xs"
+              onClick={(e) => { e.stopPropagation(); handleToggleStatus(); }}
+              disabled={togglingStatus}
+            >
+              {record.status === "active" ? (
+                <><Pause className="mr-1 h-3.5 w-3.5" />暂停</>
+              ) : (
+                <><Play className="mr-1 h-3.5 w-3.5" />启用</>
+              )}
+            </Button>
+            {expanded ? (
+              <ChevronUp className="h-4 w-4 text-muted-foreground" />
+            ) : (
+              <ChevronDown className="h-4 w-4 text-muted-foreground" />
+            )}
+          </div>
+        </div>
+
+        {expanded && (
+          <div className="border-t px-6 py-4 space-y-4">
+            {reportLoading && <LoadingState rows={2} rowHeight="h-16" />}
+            {reportError && <ErrorState error={reportError} onRetry={handleExpand} />}
+            {report && !reportLoading && !reportError && (
+              <>
+                <div className="grid gap-4 sm:grid-cols-2">
+                  <div className="space-y-2">
+                    <p className="text-xs font-medium text-muted-foreground">基线指标</p>
+                    <div className="rounded-lg border p-3 space-y-1 text-sm">
+                      <div className="flex justify-between">
+                        <span className="text-muted-foreground">引用次数</span>
+                        <span className="font-medium">{String(report.baseline.citation_count ?? "—")}</span>
+                      </div>
+                      <div className="flex justify-between">
+                        <span className="text-muted-foreground">情感分数</span>
+                        <span className="font-medium">{report.baseline.sentiment != null ? String(report.baseline.sentiment) : "—"}</span>
+                      </div>
+                      <div className="flex justify-between">
+                        <span className="text-muted-foreground">排名</span>
+                        <span className="font-medium">{report.baseline.rank != null ? String(report.baseline.rank) : "—"}</span>
+                      </div>
+                    </div>
+                  </div>
+                  <div className="space-y-2">
+                    <p className="text-xs font-medium text-muted-foreground">当前指标</p>
+                    <div className="rounded-lg border p-3 space-y-1 text-sm">
+                      <div className="flex justify-between">
+                        <span className="text-muted-foreground">引用次数</span>
+                        <span className="font-medium">{String(report.current.citation_count ?? "—")}</span>
+                      </div>
+                      <div className="flex justify-between">
+                        <span className="text-muted-foreground">情感分数</span>
+                        <span className="font-medium">{report.current.sentiment != null ? String(report.current.sentiment) : "—"}</span>
+                      </div>
+                      <div className="flex justify-between">
+                        <span className="text-muted-foreground">排名</span>
+                        <span className="font-medium">{report.current.rank != null ? String(report.current.rank) : "—"}</span>
+                      </div>
+                    </div>
+                  </div>
+                </div>
+                {report.recommendations && report.recommendations.length > 0 && (
+                  <div className="space-y-2">
+                    <p className="text-xs font-medium text-muted-foreground">优化建议</p>
+                    <ul className="space-y-1">
+                      {report.recommendations.map((rec, i) => (
+                        <li key={i} className="flex items-start gap-2 text-sm">
+                          <span className="mt-1.5 h-1.5 w-1.5 rounded-full bg-blue-500 shrink-0" />
+                          <span>{rec}</span>
+                        </li>
+                      ))}
+                    </ul>
+                  </div>
+                )}
+              </>
+            )}
+          </div>
+        )}
+      </CardContent>
+    </Card>
+  );
+}
+
+function MonitoringRecordsTab() {
+  const { data: session } = useSession();
+  const token = session?.accessToken || "";
+
+  const { data: brandsData } = useApi<BrandsResponse>("/api/v1/brands/?limit=1");
+  const brandId = brandsData?.items?.[0]?.id ?? null;
+
+  const {
+    data: recordsData,
+    isLoading,
+    error,
+    refresh,
+  } = useApi<{ records: MonitoringRecord[]; total: number }>(
+    token && brandId ? `/api/v1/monitoring/brand/${brandId}` : null
+  );
+
+  const records = recordsData?.records ?? [];
+
+  if (isLoading) {
+    return <LoadingState rows={4} rowHeight="h-24" />;
+  }
+
+  if (error) {
+    return <ErrorState error={error} onRetry={refresh} />;
+  }
+
+  if (records.length === 0) {
+    return (
+      <EmptyState
+        icon={<Activity className="h-6 w-6 text-muted-foreground" />}
+        message="暂无监测记录"
+        description="创建监测任务后将在此显示监测结果"
+      />
+    );
+  }
+
+  return (
+    <div className="space-y-4">
+      {records.map((record) => (
+        <RecordCard
+          key={record.id}
+          record={record}
+          token={token}
+          onRefresh={refresh}
+        />
+      ))}
+    </div>
+  );
+}
 
 interface StatCardProps {
   title: string;
@@ -62,28 +331,11 @@ interface StatCardProps {
 
 function StatCard({ title, value, icon, trend, color }: StatCardProps) {
   const colorMap = {
-    emerald: {
-      bg: "bg-emerald-50",
-      icon: "text-emerald-600",
-      border: "border-emerald-100",
-    },
-    amber: {
-      bg: "bg-amber-50",
-      icon: "text-amber-600",
-      border: "border-amber-100",
-    },
-    red: {
-      bg: "bg-red-50",
-      icon: "text-red-600",
-      border: "border-red-100",
-    },
-    blue: {
-      bg: "bg-blue-50",
-      icon: "text-blue-600",
-      border: "border-blue-100",
-    },
+    emerald: { bg: "bg-emerald-50", icon: "text-emerald-600", border: "border-emerald-100" },
+    amber: { bg: "bg-amber-50", icon: "text-amber-600", border: "border-amber-100" },
+    red: { bg: "bg-red-50", icon: "text-red-600", border: "border-red-100" },
+    blue: { bg: "bg-blue-50", icon: "text-blue-600", border: "border-blue-100" },
   };
-
   const colors = colorMap[color];
 
   return (
@@ -93,9 +345,7 @@ function StatCard({ title, value, icon, trend, color }: StatCardProps) {
           <div className="space-y-1">
             <p className="text-sm font-medium text-muted-foreground">{title}</p>
             <p className="text-2xl font-bold tracking-tight">{value}</p>
-            {trend && (
-              <p className="text-xs text-muted-foreground">{trend}</p>
-            )}
+            {trend && <p className="text-xs text-muted-foreground">{trend}</p>}
           </div>
           <div className={cn("flex h-12 w-12 items-center justify-center rounded-lg", colors.bg)}>
             <div className={colors.icon}>{icon}</div>
@@ -106,8 +356,6 @@ function StatCard({ title, value, icon, trend, color }: StatCardProps) {
   );
 }
 
-/* ─── Alert Row Component ────────────────────────────────────────────────────*/
-
 interface AlertRowProps {
   alert: Alert;
   onMarkRead: (id: string) => void;
@@ -116,21 +364,9 @@ interface AlertRowProps {
 
 function AlertRow({ alert, onMarkRead, isMutating }: AlertRowProps) {
   const severityConfig = {
-    critical: {
-      badge: "destructive",
-      label: "严重",
-      icon: <AlertTriangle className="h-4 w-4" />,
-    },
-    warning: {
-      badge: "default",
-      label: "警告",
-      icon: <BellRing className="h-4 w-4" />,
-    },
-    info: {
-      badge: "secondary",
-      label: "信息",
-      icon: <Bell className="h-4 w-4" />,
-    },
+    critical: { badge: "destructive", label: "严重", icon: <AlertTriangle className="h-4 w-4" /> },
+    warning: { badge: "default", label: "警告", icon: <BellRing className="h-4 w-4" /> },
+    info: { badge: "secondary", label: "信息", icon: <Bell className="h-4 w-4" /> },
   };
 
   const typeMap: Record<string, string> = {
@@ -174,24 +410,16 @@ function AlertRow({ alert, onMarkRead, isMutating }: AlertRowProps) {
               <span className="flex h-2 w-2 rounded-full bg-red-500" />
             )}
           </div>
-          <span className="shrink-0 text-xs text-muted-foreground">
-            {timeAgo}
-          </span>
+          <span className="shrink-0 text-xs text-muted-foreground">{timeAgo}</span>
         </div>
 
         {alert.description && (
-          <p className="text-xs text-muted-foreground leading-snug">
-            {alert.description}
-          </p>
+          <p className="text-xs text-muted-foreground leading-snug">{alert.description}</p>
         )}
 
         <div className="flex items-center gap-2 pt-1">
-          <Badge variant={config.badge as any} className="text-xs">
-            {config.label}
-          </Badge>
-          <Badge variant="outline" className="text-xs">
-            {typeMap[alert.type] || alert.type}
-          </Badge>
+          <Badge variant={config.badge as "destructive" | "default" | "secondary"} className="text-xs">{config.label}</Badge>
+          <Badge variant="outline" className="text-xs">{typeMap[alert.type] || alert.type}</Badge>
         </div>
 
         <div className="flex items-center gap-2 pt-2">
@@ -213,72 +441,7 @@ function AlertRow({ alert, onMarkRead, isMutating }: AlertRowProps) {
   );
 }
 
-/* ─── Skeleton Components ────────────────────────────────────────────────────*/
-
-function StatCardSkeleton() {
-  return (
-    <Card>
-      <CardContent className="p-6">
-        <div className="flex items-center justify-between">
-          <div className="space-y-2">
-            <div className="h-4 w-20 rounded bg-muted animate-pulse" />
-            <div className="h-8 w-16 rounded bg-muted animate-pulse" />
-          </div>
-          <div className="h-12 w-12 rounded-lg bg-muted animate-pulse" />
-        </div>
-      </CardContent>
-    </Card>
-  );
-}
-
-function AlertListSkeleton() {
-  return (
-    <Card>
-      <CardHeader>
-        <CardTitle>告警列表</CardTitle>
-      </CardHeader>
-      <CardContent>
-        <div className="space-y-4">
-          {Array.from({ length: 5 }).map((_, i) => (
-            <div key={i} className="flex items-start gap-4">
-              <div className="h-9 w-9 rounded-lg bg-muted animate-pulse" />
-              <div className="flex-1 space-y-2">
-                <div className="h-4 w-3/4 rounded bg-muted animate-pulse" />
-                <div className="h-3 w-1/2 rounded bg-muted animate-pulse" />
-                <div className="flex gap-2">
-                  <div className="h-5 w-12 rounded bg-muted animate-pulse" />
-                  <div className="h-5 w-16 rounded bg-muted animate-pulse" />
-                </div>
-              </div>
-            </div>
-          ))}
-        </div>
-      </CardContent>
-    </Card>
-  );
-}
-
-/* ─── Helpers ────────────────────────────────────────────────────────────────*/
-
-function formatTimeAgo(dateString: string): string {
-  const date = new Date(dateString);
-  const now = new Date();
-  const diffMs = now.getTime() - date.getTime();
-  const diffMins = Math.floor(diffMs / 60000);
-  const diffHours = Math.floor(diffMs / 3600000);
-  const diffDays = Math.floor(diffMs / 86400000);
-
-  if (diffMins < 1) return "刚刚";
-  if (diffMins < 60) return `${diffMins}分钟前`;
-  if (diffHours < 24) return `${diffHours}小时前`;
-  if (diffDays < 7) return `${diffDays}天前`;
-  return date.toLocaleDateString("zh-CN");
-}
-
-/* ─── Main Page Component ────────────────────────────────────────────────────*/
-
-export default function MonitoringPage() {
-  const router = useRouter();
+function AlertsTab() {
   const [filterType, setFilterType] = React.useState<string>("all");
   const [filterSeverity, setFilterSeverity] = React.useState<string>("all");
   const [filterRead, setFilterRead] = React.useState<string>("all");
@@ -339,96 +502,25 @@ export default function MonitoringPage() {
     return date.toDateString() === today.toDateString();
   }).length;
   const processedCount = alerts.filter((a) => a.is_read).length;
-
   const uniqueTypes = Array.from(new Set(alerts.map((a) => a.type)));
 
   if (alertsLoading || unreadLoading) {
-    return (
-      <div className="space-y-6">
-        <div>
-          <h1 className="text-2xl font-bold tracking-tight">监测优化</h1>
-          <p className="text-muted-foreground">
-            实时监控品牌AI可见性，及时响应告警通知
-          </p>
-        </div>
-
-        <div className="grid gap-4 md:grid-cols-2 lg:grid-cols-4">
-          {Array.from({ length: 4 }).map((_, i) => (
-            <StatCardSkeleton key={i} />
-          ))}
-        </div>
-
-        <AlertListSkeleton />
-      </div>
-    );
+    return <LoadingState rows={6} rowHeight="h-20" />;
   }
 
   if (alertsError) {
-    return (
-      <div className="space-y-6">
-        <div>
-          <h1 className="text-2xl font-bold tracking-tight">监测优化</h1>
-          <p className="text-muted-foreground">
-            实时监控品牌AI可见性，及时响应告警通知
-          </p>
-        </div>
-        <ErrorState error={alertsError} onRetry={refreshAlerts} />
-      </div>
-    );
+    return <ErrorState error={alertsError} onRetry={refreshAlerts} />;
   }
 
   return (
     <div className="space-y-6">
-      {/* Page Header */}
-      <div className="flex flex-col gap-4 sm:flex-row sm:items-center sm:justify-between">
-        <div>
-          <h1 className="text-2xl font-bold tracking-tight">监测优化</h1>
-          <p className="text-muted-foreground">
-            实时监控品牌AI可见性，及时响应告警通知
-          </p>
-        </div>
-        <Button
-          variant="outline"
-          onClick={() => router.push("/dashboard/monitoring/settings")}
-        >
-          <Settings className="mr-2 h-4 w-4" />
-          告警配置
-        </Button>
-      </div>
-
-      {/* Stat Cards */}
       <div className="grid gap-4 md:grid-cols-2 lg:grid-cols-4">
-        <StatCard
-          title="未读告警"
-          value={unreadCount}
-          icon={<Bell className="h-6 w-6" />}
-          trend="需要处理"
-          color="blue"
-        />
-        <StatCard
-          title="严重告警"
-          value={criticalCount}
-          icon={<AlertTriangle className="h-6 w-6" />}
-          trend="高优先级"
-          color="red"
-        />
-        <StatCard
-          title="今日新增"
-          value={todayCount}
-          icon={<Clock className="h-6 w-6" />}
-          trend="今天"
-          color="amber"
-        />
-        <StatCard
-          title="已处理"
-          value={processedCount}
-          icon={<CheckCheck className="h-6 w-6" />}
-          trend="已读"
-          color="emerald"
-        />
+        <StatCard title="未读告警" value={unreadCount} icon={<Bell className="h-6 w-6" />} trend="需要处理" color="blue" />
+        <StatCard title="严重告警" value={criticalCount} icon={<AlertTriangle className="h-6 w-6" />} trend="高优先级" color="red" />
+        <StatCard title="今日新增" value={todayCount} icon={<Clock className="h-6 w-6" />} trend="今天" color="amber" />
+        <StatCard title="已处理" value={processedCount} icon={<CheckCheck className="h-6 w-6" />} trend="已读" color="emerald" />
       </div>
 
-      {/* Alert List */}
       <Card>
         <CardHeader className="pb-3">
           <div className="flex flex-col gap-4 sm:flex-row sm:items-center sm:justify-between">
@@ -436,25 +528,17 @@ export default function MonitoringPage() {
               <BellRing className="h-5 w-5" />
               告警列表
               {alerts.length > 0 && (
-                <Badge variant="secondary" className="ml-2">
-                  {alerts.length}
-                </Badge>
+                <Badge variant="secondary" className="ml-2">{alerts.length}</Badge>
               )}
             </CardTitle>
             {unreadCount > 0 && (
-              <Button
-                variant="outline"
-                size="sm"
-                onClick={handleMarkAllRead}
-                disabled={mutatingAll}
-              >
+              <Button variant="outline" size="sm" onClick={handleMarkAllRead} disabled={mutatingAll}>
                 <CheckCheck className="mr-1 h-4 w-4" />
                 全部标记已读
               </Button>
             )}
           </div>
 
-          {/* Filters */}
           <div className="flex flex-wrap items-center gap-2 pt-2">
             <Filter className="h-4 w-4 text-muted-foreground" />
             <Select value={filterRead} onValueChange={setFilterRead}>
@@ -528,3 +612,48 @@ export default function MonitoringPage() {
     </div>
   );
 }
+
+export default function MonitoringPage() {
+  const router = useRouter();
+
+  return (
+    <div className="space-y-6">
+      <div className="flex flex-col gap-4 sm:flex-row sm:items-center sm:justify-between">
+        <div>
+          <h1 className="text-2xl font-bold tracking-tight">监测优化</h1>
+          <p className="text-muted-foreground">
+            实时监控品牌AI可见性，及时响应告警通知
+          </p>
+        </div>
+        <Button
+          variant="outline"
+          onClick={() => router.push("/dashboard/monitoring/settings")}
+        >
+          <Settings className="mr-2 h-4 w-4" />
+          告警配置
+        </Button>
+      </div>
+
+      <Tabs defaultValue="records">
+        <TabsList>
+          <TabsTrigger value="records">
+            <Eye className="mr-1.5 h-4 w-4" />
+            监测记录
+          </TabsTrigger>
+          <TabsTrigger value="alerts">
+            <Bell className="mr-1.5 h-4 w-4" />
+            告警通知
+          </TabsTrigger>
+        </TabsList>
+
+        <TabsContent value="records">
+          <MonitoringRecordsTab />
+        </TabsContent>
+
+        <TabsContent value="alerts">
+          <AlertsTab />
+        </TabsContent>
+      </Tabs>
+    </div>
+  );
+}
diff --git a/frontend/app/(dashboard)/dashboard/page.tsx b/frontend/app/(dashboard)/dashboard/page.tsx
index b4e3c03..6ae4d7c 100644
--- a/frontend/app/(dashboard)/dashboard/page.tsx
+++ b/frontend/app/(dashboard)/dashboard/page.tsx
@@ -1,5 +1,6 @@
 "use client";
 
+import { useState, useEffect } from "react";
 import { useRouter } from "next/navigation";
 import Link from "next/link";
 import { MetricCard, StageProgress } from "@/components/business";
@@ -16,8 +17,14 @@ import {
   ArrowRight,
   Zap,
   Lock,
+  Loader2,
+  CheckCircle2,
+  XCircle,
+  Clock,
 } from "lucide-react";
 import { type GeoProject, type LifecycleStats } from "@/lib/api";
+import { agentsApi, type AgentTask } from "@/lib/api/agents";
+import { useSession } from "next-auth/react";
 import { useApi } from "@/lib/hooks/use-api";
 import {
   LoadingState,
@@ -87,6 +94,138 @@ function getRecommendation(stage: GeoProject["current_stage"]) {
   return map[stage];
 }
 
+/* ─── Agent Activity Component ───────────────────────────────────────────────*/
+
+const TASK_STATUS_CONFIG: Record<
+  string,
+  { label: string; icon: React.ReactNode; color: string }
+> = {
+  pending: {
+    label: "等待中",
+    icon: <Clock className="h-3 w-3" />,
+    color: "bg-gray-100 text-gray-600",
+  },
+  running: {
+    label: "运行中",
+    icon: <Loader2 className="h-3 w-3 animate-spin" />,
+    color: "bg-blue-100 text-blue-600",
+  },
+  completed: {
+    label: "已完成",
+    icon: <CheckCircle2 className="h-3 w-3" />,
+    color: "bg-emerald-100 text-emerald-600",
+  },
+  failed: {
+    label: "失败",
+    icon: <XCircle className="h-3 w-3" />,
+    color: "bg-red-100 text-red-600",
+  },
+  cancelled: {
+    label: "已取消",
+    icon: <Clock className="h-3 w-3" />,
+    color: "bg-yellow-100 text-yellow-600",
+  },
+};
+
+function formatDuration(startedAt?: string, completedAt?: string): string {
+  if (!startedAt) return "-";
+  const start = new Date(startedAt).getTime();
+  const end = completedAt ? new Date(completedAt).getTime() : Date.now();
+  const seconds = Math.round((end - start) / 1000);
+  if (seconds < 60) return `${seconds}s`;
+  const minutes = Math.floor(seconds / 60);
+  const remainingSeconds = seconds % 60;
+  return `${minutes}m ${remainingSeconds}s`;
+}
+
+function formatRelativeTime(dateStr: string): string {
+  const now = Date.now();
+  const then = new Date(dateStr).getTime();
+  const diffMs = now - then;
+  const diffMin = Math.floor(diffMs / 60000);
+  if (diffMin < 1) return "刚刚";
+  if (diffMin < 60) return `${diffMin}分钟前`;
+  const diffHour = Math.floor(diffMin / 60);
+  if (diffHour < 24) return `${diffHour}小时前`;
+  const diffDay = Math.floor(diffHour / 24);
+  return `${diffDay}天前`;
+}
+
+function AgentActivity() {
+  const { data: session } = useSession();
+  const token = (session as { accessToken?: string })?.accessToken;
+  const [tasks, setTasks] = useState<AgentTask[]>([]);
+  const [loading, setLoading] = useState(true);
+
+  useEffect(() => {
+    if (!token) return;
+    agentsApi
+      .listTasks(token, { limit: 5 })
+      .then((result) => setTasks(result.items ?? []))
+      .catch(() => setTasks([]))
+      .finally(() => setLoading(false));
+  }, [token]);
+
+  return (
+    <div className="bg-white rounded-xl border border-gray-200 p-6">
+      <div className="flex items-center justify-between mb-4">
+        <p className="text-sm font-medium text-gray-500">Agent活动</p>
+        <Link
+          href="/dashboard/agents"
+          className="text-xs text-primary hover:underline"
+        >
+          查看全部
+        </Link>
+      </div>
+      {loading ? (
+        <div className="flex items-center justify-center py-8">
+          <Loader2 className="h-5 w-5 animate-spin text-muted-foreground" />
+        </div>
+      ) : tasks.length === 0 ? (
+        <div className="flex flex-col items-center justify-center py-8 text-center">
+          <Zap className="h-8 w-8 text-muted-foreground mb-3" />
+          <p className="text-sm font-medium text-muted-foreground">
+            暂无执行记录
+          </p>
+        </div>
+      ) : (
+        <div className="space-y-2">
+          {tasks.map((task) => {
+            const cfg = TASK_STATUS_CONFIG[task.status] ?? {
+              label: task.status,
+              icon: <Clock className="h-3 w-3" />,
+              color: "bg-gray-100 text-gray-600",
+            };
+            return (
+              <div
+                key={task.id}
+                className="flex items-center gap-3 rounded-lg border border-gray-100 bg-gray-50 px-3 py-2"
+              >
+                <span className="text-sm font-medium text-gray-700 truncate flex-1 min-w-0">
+                  {task.task_type}
+                </span>
+                <Badge
+                  variant="secondary"
+                  className={`text-xs shrink-0 ${cfg.color}`}
+                >
+                  {cfg.icon}
+                  <span className="ml-1">{cfg.label}</span>
+                </Badge>
+                <span className="text-xs text-gray-400 shrink-0">
+                  {formatDuration(task.started_at, task.completed_at)}
+                </span>
+                <span className="text-xs text-gray-400 shrink-0">
+                  {task.created_at ? formatRelativeTime(task.created_at) : ""}
+                </span>
+              </div>
+            );
+          })}
+        </div>
+      )}
+    </div>
+  );
+}
+
 /* ─── Component ───────────────────────────────────────────────────────────────*/
 
 export default function DashboardPage() {
@@ -391,26 +530,7 @@ export default function DashboardPage() {
         </div>
 
         {/* Agent Activity */}
-        <div className="bg-white rounded-xl border border-gray-200 p-6">
-          <div className="flex items-center justify-between mb-4">
-            <p className="text-sm font-medium text-gray-500">Agent活动</p>
-            <Link
-              href="/dashboard/agents"
-              className="text-xs text-primary hover:underline"
-            >
-              查看全部
-            </Link>
-          </div>
-          <div className="flex flex-col items-center justify-center py-8 text-center">
-            <Zap className="h-8 w-8 text-muted-foreground mb-3" />
-            <p className="text-sm font-medium text-muted-foreground">
-              功能开发中
-            </p>
-            <p className="text-xs text-muted-foreground mt-1">
-              Agent状态监控即将上线
-            </p>
-          </div>
-        </div>
+        <AgentActivity />
       </div>
     </div>
   );
diff --git a/frontend/app/(dashboard)/dashboard/schema/page.tsx b/frontend/app/(dashboard)/dashboard/schema/page.tsx
new file mode 100644
index 0000000..5aa9a7d
--- /dev/null
+++ b/frontend/app/(dashboard)/dashboard/schema/page.tsx
@@ -0,0 +1,400 @@
+"use client";
+
+import { useState, useEffect } from "react";
+import { useSession } from "next-auth/react";
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Button } from "@/components/ui/button";
+import { Badge } from "@/components/ui/badge";
+import { Label } from "@/components/ui/label";
+import { Input } from "@/components/ui/input";
+import {
+  Dialog,
+  DialogContent,
+  DialogHeader,
+  DialogTitle,
+  DialogFooter,
+} from "@/components/ui/dialog";
+import { schemaAdvisorApi, type SchemaSuggestion } from "@/lib/api/schema-advisor";
+import { useApi } from "@/lib/hooks/use-api";
+import { LoadingState, ErrorState, EmptyState } from "@/components/ui/api-states";
+import {
+  Code2,
+  CheckCircle2,
+  XCircle,
+  AlertTriangle,
+  RefreshCw,
+  Eye,
+  FileJson,
+  Loader2,
+} from "lucide-react";
+
+const VALIDATION_BADGE: Record<string, { label: string; className: string }> = {
+  valid: { label: "有效", className: "bg-emerald-100 text-emerald-700 hover:bg-emerald-100" },
+  invalid: { label: "无效", className: "bg-red-100 text-red-700 hover:bg-red-100" },
+  pending: { label: "待验证", className: "bg-amber-100 text-amber-700 hover:bg-amber-100" },
+};
+
+const STATUS_BADGE: Record<string, { label: string; className: string }> = {
+  pending: { label: "待处理", className: "bg-gray-100 text-gray-700 hover:bg-gray-100" },
+  applied: { label: "已应用", className: "bg-emerald-100 text-emerald-700 hover:bg-emerald-100" },
+  dismissed: { label: "已忽略", className: "bg-red-100 text-red-700 hover:bg-red-100" },
+};
+
+export default function SchemaPage() {
+  const { data: session } = useSession();
+  const token = (session as { accessToken?: string })?.accessToken;
+
+  const [suggestions, setSuggestions] = useState<SchemaSuggestion[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+
+  const [adviseDialogOpen, setAdviseDialogOpen] = useState(false);
+  const [targetUrl, setTargetUrl] = useState("");
+  const [advising, setAdvising] = useState(false);
+  const [adviseError, setAdviseError] = useState<string | null>(null);
+
+  const [detailDialogOpen, setDetailDialogOpen] = useState(false);
+  const [selectedSuggestion, setSelectedSuggestion] = useState<SchemaSuggestion | null>(null);
+  const [statusUpdating, setStatusUpdating] = useState(false);
+  const [statusError, setStatusError] = useState<string | null>(null);
+
+  const { data: brandsData } = useApi<{ items: { id: string; name: string }[] }>("/api/v1/brands/");
+  const brandId = brandsData?.items?.[0]?.id ?? "";
+
+  async function loadSuggestions() {
+    if (!token || !brandId) return;
+    try {
+      setLoading(true);
+      setError(null);
+      const result = await schemaAdvisorApi.getBrandSuggestions(token, brandId);
+      setSuggestions(result.suggestions ?? []);
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "获取 Schema 建议失败");
+    } finally {
+      setLoading(false);
+    }
+  }
+
+  useEffect(() => {
+    if (token && brandId) loadSuggestions();
+  }, [token, brandId]);
+
+  async function handleAdvise() {
+    if (!token || !brandId) return;
+    try {
+      setAdvising(true);
+      setAdviseError(null);
+      await schemaAdvisorApi.advise(token, {
+        brand_id: brandId,
+        target_url: targetUrl || undefined,
+      });
+      setAdviseDialogOpen(false);
+      setTargetUrl("");
+      loadSuggestions();
+    } catch (err) {
+      setAdviseError(err instanceof Error ? err.message : "生成建议失败");
+    } finally {
+      setAdvising(false);
+    }
+  }
+
+  function openDetail(suggestion: SchemaSuggestion) {
+    setSelectedSuggestion(suggestion);
+    setStatusError(null);
+    setDetailDialogOpen(true);
+  }
+
+  async function handleUpdateStatus(suggestionId: string, status: string) {
+    if (!token) return;
+    try {
+      setStatusUpdating(true);
+      setStatusError(null);
+      await schemaAdvisorApi.updateStatus(token, suggestionId, status);
+      setDetailDialogOpen(false);
+      setSelectedSuggestion(null);
+      loadSuggestions();
+    } catch (err) {
+      setStatusError(err instanceof Error ? err.message : "状态更新失败");
+    } finally {
+      setStatusUpdating(false);
+    }
+  }
+
+  if (loading) {
+    return (
+      <div className="space-y-4">
+        <div className="flex items-center justify-between">
+          <div>
+            <h2 className="text-2xl font-bold tracking-tight">Schema 建议</h2>
+            <p className="text-muted-foreground">结构化数据优化建议</p>
+          </div>
+        </div>
+        <LoadingState rows={5} rowHeight="h-14" />
+      </div>
+    );
+  }
+
+  if (error) {
+    return (
+      <div className="space-y-4">
+        <div className="flex items-center justify-between">
+          <div>
+            <h2 className="text-2xl font-bold tracking-tight">Schema 建议</h2>
+            <p className="text-muted-foreground">结构化数据优化建议</p>
+          </div>
+        </div>
+        <ErrorState error={error} onRetry={loadSuggestions} />
+      </div>
+    );
+  }
+
+  return (
+    <div className="space-y-4">
+      <div className="flex items-center justify-between">
+        <div>
+          <h2 className="text-2xl font-bold tracking-tight">Schema 建议</h2>
+          <p className="text-muted-foreground">结构化数据优化建议，提升搜索引擎与 AI 平台的理解能力</p>
+        </div>
+        <Button onClick={() => { setTargetUrl(""); setAdviseError(null); setAdviseDialogOpen(true); }} disabled={!brandId}>
+          <Code2 className="mr-2 h-4 w-4" />
+          生成建议
+        </Button>
+      </div>
+
+      {suggestions.length === 0 ? (
+        <EmptyState
+          icon={<FileJson className="h-6 w-6 text-gray-400" />}
+          message="暂无 Schema 建议"
+          description="点击右上角按钮生成结构化数据优化建议"
+          action={
+            <Button onClick={() => { setTargetUrl(""); setAdviseError(null); setAdviseDialogOpen(true); }} disabled={!brandId}>
+              <Code2 className="mr-2 h-4 w-4" />
+              生成建议
+            </Button>
+          }
+        />
+      ) : (
+        <Card>
+          <CardHeader>
+            <CardTitle className="text-base">建议列表</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <div className="overflow-x-auto">
+              <Table>
+                <TableHeader>
+                  <TableRow>
+                    <TableHead>Schema 类型</TableHead>
+                    <TableHead>目标 URL</TableHead>
+                    <TableHead>验证状态</TableHead>
+                    <TableHead>优先级</TableHead>
+                    <TableHead>状态</TableHead>
+                    <TableHead>创建时间</TableHead>
+                    <TableHead className="text-right">操作</TableHead>
+                  </TableRow>
+                </TableHeader>
+                <TableBody>
+                  {suggestions.map((s) => {
+                    const vCfg = VALIDATION_BADGE[s.validation_status ?? "pending"] ?? {
+                      label: s.validation_status ?? "未知",
+                      className: "bg-gray-100 text-gray-600",
+                    };
+                    const sCfg = STATUS_BADGE[s.status] ?? {
+                      label: s.status,
+                      className: "bg-gray-100 text-gray-600",
+                    };
+                    return (
+                      <TableRow
+                        key={s.id}
+                        className="cursor-pointer hover:bg-muted/50"
+                        onClick={() => openDetail(s)}
+                      >
+                        <TableCell className="font-medium">
+                          <div className="flex items-center gap-2">
+                            <FileJson className="h-4 w-4 text-muted-foreground" />
+                            {s.schema_type}
+                          </div>
+                        </TableCell>
+                        <TableCell className="max-w-[200px] truncate text-muted-foreground">
+                          {s.target_url ?? "—"}
+                        </TableCell>
+                        <TableCell>
+                          <Badge variant="secondary" className={vCfg.className}>
+                            {s.validation_status === "valid" && <CheckCircle2 className="mr-1 h-3 w-3" />}
+                            {s.validation_status === "invalid" && <XCircle className="mr-1 h-3 w-3" />}
+                            {s.validation_status === "pending" && <AlertTriangle className="mr-1 h-3 w-3" />}
+                            {vCfg.label}
+                          </Badge>
+                        </TableCell>
+                        <TableCell>
+                          {s.priority !== null ? (
+                            <Badge variant="outline">{s.priority}</Badge>
+                          ) : "—"}
+                        </TableCell>
+                        <TableCell>
+                          <Badge variant="secondary" className={sCfg.className}>
+                            {sCfg.label}
+                          </Badge>
+                        </TableCell>
+                        <TableCell className="text-muted-foreground">
+                          {new Date(s.created_at).toLocaleString("zh-CN")}
+                        </TableCell>
+                        <TableCell className="text-right">
+                          <Button
+                            variant="ghost"
+                            size="icon"
+                            className="h-8 w-8"
+                            onClick={(e) => { e.stopPropagation(); openDetail(s); }}
+                          >
+                            <Eye className="h-4 w-4" />
+                          </Button>
+                        </TableCell>
+                      </TableRow>
+                    );
+                  })}
+                </TableBody>
+              </Table>
+            </div>
+          </CardContent>
+        </Card>
+      )}
+
+      <Dialog open={adviseDialogOpen} onOpenChange={setAdviseDialogOpen}>
+        <DialogContent className="max-w-md">
+          <DialogHeader>
+            <DialogTitle>生成 Schema 建议</DialogTitle>
+          </DialogHeader>
+          <div className="space-y-4 py-4">
+            <div className="space-y-2">
+              <Label htmlFor="target-url">目标 URL（可选）</Label>
+              <Input
+                id="target-url"
+                placeholder="https://example.com/page"
+                value={targetUrl}
+                onChange={(e) => setTargetUrl(e.target.value)}
+              />
+            </div>
+            {adviseError && (
+              <p className="text-xs text-destructive">{adviseError}</p>
+            )}
+          </div>
+          <DialogFooter>
+            <Button variant="outline" onClick={() => setAdviseDialogOpen(false)}>
+              取消
+            </Button>
+            <Button onClick={handleAdvise} disabled={advising}>
+              {advising && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+              生成
+            </Button>
+          </DialogFooter>
+        </DialogContent>
+      </Dialog>
+
+      <Dialog open={detailDialogOpen} onOpenChange={setDetailDialogOpen}>
+        <DialogContent className="max-w-2xl max-h-[80vh] overflow-y-auto">
+          <DialogHeader>
+            <DialogTitle className="flex items-center gap-2">
+              <FileJson className="h-5 w-5" />
+              {selectedSuggestion?.schema_type}
+            </DialogTitle>
+          </DialogHeader>
+          {selectedSuggestion && (
+            <div className="space-y-4">
+              <div className="grid grid-cols-2 gap-4 text-sm">
+                <div>
+                  <span className="text-muted-foreground">目标 URL：</span>
+                  <span className="font-medium">{selectedSuggestion.target_url ?? "—"}</span>
+                </div>
+                <div>
+                  <span className="text-muted-foreground">优先级：</span>
+                  <span className="font-medium">{selectedSuggestion.priority ?? "—"}</span>
+                </div>
+                <div>
+                  <span className="text-muted-foreground">验证状态：</span>
+                  <Badge
+                    variant="secondary"
+                    className={
+                      VALIDATION_BADGE[selectedSuggestion.validation_status ?? "pending"]
+                        ?.className ?? "bg-gray-100 text-gray-600"
+                    }
+                  >
+                    {VALIDATION_BADGE[selectedSuggestion.validation_status ?? "pending"]?.label ?? "未知"}
+                  </Badge>
+                </div>
+                <div>
+                  <span className="text-muted-foreground">当前状态：</span>
+                  <Badge
+                    variant="secondary"
+                    className={
+                      STATUS_BADGE[selectedSuggestion.status]?.className ?? "bg-gray-100 text-gray-600"
+                    }
+                  >
+                    {STATUS_BADGE[selectedSuggestion.status]?.label ?? selectedSuggestion.status}
+                  </Badge>
+                </div>
+              </div>
+
+              <div className="space-y-2">
+                <div className="flex items-center gap-2 text-sm font-medium">
+                  <Code2 className="h-4 w-4" />
+                  JSON-LD
+                </div>
+                <pre className="overflow-x-auto rounded-lg bg-gray-900 p-4 text-xs text-gray-100">
+                  {JSON.stringify(selectedSuggestion.json_ld, null, 2)}
+                </pre>
+              </div>
+
+              {selectedSuggestion.validation_errors && selectedSuggestion.validation_errors.length > 0 && (
+                <div className="space-y-2">
+                  <div className="flex items-center gap-2 text-sm font-medium text-red-600">
+                    <XCircle className="h-4 w-4" />
+                    验证错误
+                  </div>
+                  <ul className="space-y-1 rounded-lg border border-red-200 bg-red-50 p-3">
+                    {selectedSuggestion.validation_errors.map((err, i) => (
+                      <li key={i} className="text-xs text-red-700">
+                        {err}
+                      </li>
+                    ))}
+                  </ul>
+                </div>
+              )}
+
+              {statusError && (
+                <p className="text-xs text-destructive">{statusError}</p>
+              )}
+
+              {selectedSuggestion.status === "pending" && (
+                <div className="flex gap-2 pt-2">
+                  <Button
+                    onClick={() => handleUpdateStatus(selectedSuggestion.id, "applied")}
+                    disabled={statusUpdating}
+                  >
+                    {statusUpdating && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+                    <CheckCircle2 className="mr-2 h-4 w-4" />
+                    应用
+                  </Button>
+                  <Button
+                    variant="outline"
+                    onClick={() => handleUpdateStatus(selectedSuggestion.id, "dismissed")}
+                    disabled={statusUpdating}
+                  >
+                    <XCircle className="mr-2 h-4 w-4" />
+                    忽略
+                  </Button>
+                </div>
+              )}
+            </div>
+          )}
+        </DialogContent>
+      </Dialog>
+    </div>
+  );
+}
diff --git a/frontend/app/(dashboard)/dashboard/trends/page.tsx b/frontend/app/(dashboard)/dashboard/trends/page.tsx
new file mode 100644
index 0000000..a3ff299
--- /dev/null
+++ b/frontend/app/(dashboard)/dashboard/trends/page.tsx
@@ -0,0 +1,402 @@
+"use client";
+
+import { useState, useEffect } from "react";
+import { useSession } from "next-auth/react";
+import { useApi } from "@/lib/hooks/use-api";
+import { trendsApi, type TrendInsight, type TrendSummary } from "@/lib/api/trends";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Badge } from "@/components/ui/badge";
+import { Button } from "@/components/ui/button";
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table";
+import {
+  Dialog,
+  DialogContent,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
+import {
+  Select,
+  SelectContent,
+  SelectItem,
+  SelectTrigger,
+  SelectValue,
+} from "@/components/ui/select";
+import { LoadingState, ErrorState, EmptyState } from "@/components/ui/api-states";
+import { TrendingUp, TrendingDown, RefreshCw, Eye, Clock, BarChart3, Loader2 } from "lucide-react";
+
+interface BrandsResponse {
+  items: { id: string; name: string }[];
+}
+
+function TrendDirectionIcon({ direction }: { direction: string }) {
+  if (direction === "up" || direction === "rising") {
+    return <TrendingUp className="h-5 w-5 text-emerald-600" />;
+  }
+  if (direction === "down" || direction === "declining") {
+    return <TrendingDown className="h-5 w-5 text-red-500" />;
+  }
+  return <BarChart3 className="h-5 w-5 text-amber-500" />;
+}
+
+function TrendDirectionBadge({ direction }: { direction: string }) {
+  const config: Record<string, { variant: "default" | "destructive" | "secondary" | "outline"; label: string }> = {
+    up: { variant: "default", label: "上升" },
+    rising: { variant: "default", label: "上升" },
+    down: { variant: "destructive", label: "下降" },
+    declining: { variant: "destructive", label: "下降" },
+    stable: { variant: "secondary", label: "平稳" },
+    flat: { variant: "secondary", label: "平稳" },
+  };
+  const c = config[direction] || { variant: "outline" as const, label: direction };
+  return <Badge variant={c.variant} className="text-xs">{c.label}</Badge>;
+}
+
+function InsightTypeBadge({ type }: { type: string }) {
+  const typeMap: Record<string, string> = {
+    keyword_trend: "关键词趋势",
+    sentiment: "情感分析",
+    platform_comparison: "平台对比",
+    competitor_movement: "竞品动态",
+    content_gap: "内容缺口",
+  };
+  return <Badge variant="outline" className="text-xs">{typeMap[type] || type}</Badge>;
+}
+
+function JsonViewer({ data }: { data: Record<string, unknown> }) {
+  return (
+    <pre className="rounded-lg border bg-muted/50 p-4 text-xs leading-relaxed overflow-auto max-h-[400px]">
+      {JSON.stringify(data, null, 2)}
+    </pre>
+  );
+}
+
+export default function TrendsPage() {
+  const { data: session } = useSession();
+  const token = (session as { accessToken?: string })?.accessToken;
+
+  const { data: brandsData } = useApi<BrandsResponse>("/api/v1/brands/");
+  const brandId = brandsData?.items?.[0]?.id ?? null;
+
+  const [insights, setInsights] = useState<TrendInsight[]>([]);
+  const [insightsLoading, setInsightsLoading] = useState(true);
+  const [insightsError, setInsightsError] = useState<Error | null>(null);
+
+  const [summary, setSummary] = useState<TrendSummary | null>(null);
+  const [summaryLoading, setSummaryLoading] = useState(true);
+  const [summaryError, setSummaryError] = useState<Error | null>(null);
+
+  const [detailOpen, setDetailOpen] = useState(false);
+  const [selectedInsight, setSelectedInsight] = useState<TrendInsight | null>(null);
+  const [detailLoading, setDetailLoading] = useState(false);
+
+  const [createOpen, setCreateOpen] = useState(false);
+  const [periodDays, setPeriodDays] = useState<string>("7");
+  const [creating, setCreating] = useState(false);
+
+  useEffect(() => {
+    if (!token || !brandId) return;
+
+    setInsightsLoading(true);
+    setInsightsError(null);
+    trendsApi
+      .getBrandInsights(token, brandId)
+      .then((res) => setInsights(res.items ?? []))
+      .catch((err) => setInsightsError(err instanceof Error ? err : new Error(String(err))))
+      .finally(() => setInsightsLoading(false));
+
+    setSummaryLoading(true);
+    setSummaryError(null);
+    trendsApi
+      .getSummary(token, brandId)
+      .then((res) => setSummary(res))
+      .catch((err) => setSummaryError(err instanceof Error ? err : new Error(String(err))))
+      .finally(() => setSummaryLoading(false));
+  }, [token, brandId]);
+
+  async function handleRefresh() {
+    if (!token || !brandId) return;
+
+    setInsightsLoading(true);
+    setInsightsError(null);
+    trendsApi
+      .getBrandInsights(token, brandId)
+      .then((res) => setInsights(res.items ?? []))
+      .catch((err) => setInsightsError(err instanceof Error ? err : new Error(String(err))))
+      .finally(() => setInsightsLoading(false));
+
+    setSummaryLoading(true);
+    setSummaryError(null);
+    trendsApi
+      .getSummary(token, brandId)
+      .then((res) => setSummary(res))
+      .catch((err) => setSummaryError(err instanceof Error ? err : new Error(String(err))))
+      .finally(() => setSummaryLoading(false));
+  }
+
+  async function handleViewDetail(insightId: string) {
+    if (!token) return;
+    setDetailLoading(true);
+    setSelectedInsight(null);
+    setDetailOpen(true);
+    try {
+      const result = await trendsApi.getInsight(token, insightId);
+      setSelectedInsight(result);
+    } catch {
+      setSelectedInsight(null);
+    } finally {
+      setDetailLoading(false);
+    }
+  }
+
+  async function handleCreateInsight() {
+    if (!token || !brandId) return;
+    setCreating(true);
+    try {
+      await trendsApi.createInsight(token, {
+        brand_id: brandId,
+        period_days: Number(periodDays),
+      });
+      setCreateOpen(false);
+      handleRefresh();
+    } catch {
+    } finally {
+      setCreating(false);
+    }
+  }
+
+  if (!token || !brandId) {
+    return (
+      <div className="space-y-4">
+        <div>
+          <h2 className="text-2xl font-bold tracking-tight">趋势洞察</h2>
+          <p className="text-muted-foreground">分析品牌趋势变化与热点关键词</p>
+        </div>
+        <LoadingState rows={4} rowHeight="h-24" />
+      </div>
+    );
+  }
+
+  return (
+    <div className="space-y-6">
+      <div className="flex flex-col gap-4 sm:flex-row sm:items-center sm:justify-between">
+        <div>
+          <h2 className="text-2xl font-bold tracking-tight">趋势洞察</h2>
+          <p className="text-muted-foreground">分析品牌趋势变化与热点关键词</p>
+        </div>
+        <div className="flex gap-2">
+          <Button variant="outline" size="sm" onClick={handleRefresh} disabled={insightsLoading}>
+            <RefreshCw className={`mr-2 h-4 w-4 ${insightsLoading ? "animate-spin" : ""}`} />
+            刷新
+          </Button>
+          <Button size="sm" onClick={() => setCreateOpen(true)}>
+            <TrendingUp className="mr-2 h-4 w-4" />
+            生成洞察
+          </Button>
+        </div>
+      </div>
+
+      {summaryError ? (
+        <ErrorState error={summaryError} onRetry={handleRefresh} />
+      ) : summaryLoading ? (
+        <LoadingState rows={1} rowHeight="h-32" />
+      ) : summary ? (
+        <Card>
+          <CardHeader className="flex flex-row items-center justify-between space-y-0 pb-2">
+            <CardTitle className="flex items-center gap-2 text-base">
+              <BarChart3 className="h-4 w-4" />
+              趋势概览
+            </CardTitle>
+            <Badge variant="outline" className="text-xs">
+              近 {summary.period_days} 天
+            </Badge>
+          </CardHeader>
+          <CardContent>
+            <div className="flex flex-col gap-4 sm:flex-row sm:items-center sm:gap-8">
+              <div className="flex items-center gap-3">
+                <TrendDirectionIcon direction={summary.trend_direction} />
+                <div>
+                  <p className="text-sm text-muted-foreground">趋势方向</p>
+                  <TrendDirectionBadge direction={summary.trend_direction} />
+                </div>
+              </div>
+              <div className="flex-1">
+                <p className="text-sm text-muted-foreground mb-2">热点关键词</p>
+                <div className="flex flex-wrap gap-1.5">
+                  {summary.hotspot_keywords?.length > 0 ? (
+                    summary.hotspot_keywords.map((kw) => (
+                      <Badge key={kw} variant="secondary" className="text-xs">
+                        {kw}
+                      </Badge>
+                    ))
+                  ) : (
+                    <span className="text-sm text-muted-foreground">暂无热点关键词</span>
+                  )}
+                </div>
+              </div>
+            </div>
+          </CardContent>
+        </Card>
+      ) : null}
+
+      {insightsError ? (
+        <ErrorState error={insightsError} onRetry={handleRefresh} />
+      ) : insightsLoading ? (
+        <LoadingState rows={5} rowHeight="h-12" />
+      ) : insights.length === 0 ? (
+        <EmptyState
+          icon={<TrendingUp className="h-6 w-6 text-muted-foreground" />}
+          message="暂无洞察记录"
+          description="点击「生成洞察」按钮创建趋势洞察分析"
+          action={
+            <Button size="sm" onClick={() => setCreateOpen(true)}>
+              <TrendingUp className="mr-2 h-4 w-4" />
+              生成洞察
+            </Button>
+          }
+        />
+      ) : (
+        <Card>
+          <CardHeader>
+            <CardTitle className="text-base">洞察记录</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <div className="overflow-x-auto">
+              <Table>
+                <TableHeader>
+                  <TableRow>
+                    <TableHead>洞察类型</TableHead>
+                    <TableHead>分析周期</TableHead>
+                    <TableHead>创建时间</TableHead>
+                    <TableHead className="text-right">操作</TableHead>
+                  </TableRow>
+                </TableHeader>
+                <TableBody>
+                  {insights.map((insight) => (
+                    <TableRow key={insight.id}>
+                      <TableCell>
+                        <InsightTypeBadge type={insight.insight_type} />
+                      </TableCell>
+                      <TableCell className="text-muted-foreground">
+                        {insight.period_start && insight.period_end ? (
+                          <span className="flex items-center gap-1">
+                            <Clock className="h-3 w-3" />
+                            {new Date(insight.period_start).toLocaleDateString("zh-CN")} ~ {new Date(insight.period_end).toLocaleDateString("zh-CN")}
+                          </span>
+                        ) : (
+                          "—"
+                        )}
+                      </TableCell>
+                      <TableCell className="text-muted-foreground">
+                        {new Date(insight.created_at).toLocaleString("zh-CN")}
+                      </TableCell>
+                      <TableCell className="text-right">
+                        <Button
+                          variant="ghost"
+                          size="sm"
+                          className="h-8 px-2 text-xs"
+                          onClick={() => handleViewDetail(insight.id)}
+                        >
+                          <Eye className="mr-1 h-3.5 w-3.5" />
+                          查看详情
+                        </Button>
+                      </TableCell>
+                    </TableRow>
+                  ))}
+                </TableBody>
+              </Table>
+            </div>
+          </CardContent>
+        </Card>
+      )}
+
+      <Dialog open={detailOpen} onOpenChange={setDetailOpen}>
+        <DialogContent className="max-w-2xl max-h-[80vh] overflow-y-auto">
+          <DialogHeader>
+            <DialogTitle className="flex items-center gap-2">
+              <Eye className="h-5 w-5" />
+              洞察详情
+            </DialogTitle>
+          </DialogHeader>
+          {detailLoading ? (
+            <LoadingState rows={3} rowHeight="h-16" />
+          ) : selectedInsight ? (
+            <div className="space-y-4">
+              <div className="flex items-center gap-3">
+                <InsightTypeBadge type={selectedInsight.insight_type} />
+                {selectedInsight.period_start && selectedInsight.period_end && (
+                  <span className="text-sm text-muted-foreground flex items-center gap-1">
+                    <Clock className="h-3.5 w-3.5" />
+                    {new Date(selectedInsight.period_start).toLocaleDateString("zh-CN")} ~ {new Date(selectedInsight.period_end).toLocaleDateString("zh-CN")}
+                  </span>
+                )}
+              </div>
+
+              <div className="space-y-2">
+                <p className="text-sm font-medium text-muted-foreground">洞察数据</p>
+                <JsonViewer data={selectedInsight.data} />
+              </div>
+
+              {selectedInsight.recommendations && selectedInsight.recommendations.length > 0 && (
+                <div className="space-y-2">
+                  <p className="text-sm font-medium text-muted-foreground">优化建议</p>
+                  <ul className="space-y-1.5">
+                    {selectedInsight.recommendations.map((rec, i) => (
+                      <li key={i} className="flex items-start gap-2 text-sm">
+                        <span className="mt-1.5 h-1.5 w-1.5 rounded-full bg-blue-500 shrink-0" />
+                        <span>{rec}</span>
+                      </li>
+                    ))}
+                  </ul>
+                </div>
+              )}
+            </div>
+          ) : (
+            <div className="py-8 text-center text-muted-foreground">加载洞察详情失败</div>
+          )}
+        </DialogContent>
+      </Dialog>
+
+      <Dialog open={createOpen} onOpenChange={setCreateOpen}>
+        <DialogContent className="max-w-md">
+          <DialogHeader>
+            <DialogTitle className="flex items-center gap-2">
+              <TrendingUp className="h-5 w-5" />
+              生成趋势洞察
+            </DialogTitle>
+          </DialogHeader>
+          <div className="space-y-4">
+            <div className="space-y-2">
+              <p className="text-sm font-medium">分析周期</p>
+              <Select value={periodDays} onValueChange={setPeriodDays}>
+                <SelectTrigger>
+                  <SelectValue placeholder="选择分析周期" />
+                </SelectTrigger>
+                <SelectContent>
+                  <SelectItem value="7">近 7 天</SelectItem>
+                  <SelectItem value="14">近 14 天</SelectItem>
+                  <SelectItem value="30">近 30 天</SelectItem>
+                </SelectContent>
+              </Select>
+            </div>
+            <div className="flex justify-end gap-2">
+              <Button variant="outline" onClick={() => setCreateOpen(false)} disabled={creating}>
+                取消
+              </Button>
+              <Button onClick={handleCreateInsight} disabled={creating}>
+                {creating && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+                生成
+              </Button>
+            </div>
+          </div>
+        </DialogContent>
+      </Dialog>
+    </div>
+  );
+}
diff --git a/frontend/app/(dashboard)/layout.tsx b/frontend/app/(dashboard)/layout.tsx
index 5bba7e1..f2dcadc 100644
--- a/frontend/app/(dashboard)/layout.tsx
+++ b/frontend/app/(dashboard)/layout.tsx
@@ -12,7 +12,12 @@ import {
   Sparkles,
   BookOpen,
   BarChart3,
+  Swords,
   Share2,
+  Heart,
+  ScanSearch,
+  TrendingUp,
+  Code2,
   Settings,
 } from "lucide-react";
 
@@ -43,16 +48,46 @@ const NAV_GROUPS: NavGroup[] = [
       },
       {
         id: "analytics",
-        label: "数据监测",
-        href: "/dashboard/analytics",
+        label: "品牌监测",
+        href: "/dashboard/monitoring",
         icon: <BarChart3 className="h-5 w-5" />,
       },
+      {
+        id: "competitors",
+        label: "竞品分析",
+        href: "/dashboard/competitors",
+        icon: <Swords className="h-5 w-5" />,
+      },
+      {
+        id: "health-score",
+        label: "健康评分",
+        href: "/dashboard/health-score",
+        icon: <Heart className="h-5 w-5" />,
+      },
       {
         id: "distribution",
         label: "内容分发",
         href: "/dashboard/distribution",
         icon: <Share2 className="h-5 w-5" />,
       },
+      {
+        id: "detection",
+        label: "检测任务",
+        href: "/dashboard/detection",
+        icon: <ScanSearch className="h-5 w-5" />,
+      },
+      {
+        id: "trends",
+        label: "趋势洞察",
+        href: "/dashboard/trends",
+        icon: <TrendingUp className="h-5 w-5" />,
+      },
+      {
+        id: "schema",
+        label: "Schema 建议",
+        href: "/dashboard/schema",
+        icon: <Code2 className="h-5 w-5" />,
+      },
     ],
   },
   {
diff --git a/frontend/app/(dashboard)/onboarding/page.tsx b/frontend/app/(dashboard)/onboarding/page.tsx
index c66631e..3ea265d 100644
--- a/frontend/app/(dashboard)/onboarding/page.tsx
+++ b/frontend/app/(dashboard)/onboarding/page.tsx
@@ -37,6 +37,7 @@ export default function OnboardingPage() {
     createBrand: hookCreateBrand,
     isCreatingBrand,
     mutationError,
+    createMonitoringTask,
   } = useOnboardingData();
 
   const error = mutationError?.message ?? null;
@@ -117,6 +118,7 @@ export default function OnboardingPage() {
   ) => {
     const brandId = await createBrand();
     if (brandId) {
+      createMonitoringTask(brandId, platforms, frequency);
       setState((prev) => ({
         ...prev,
         platforms,
@@ -146,6 +148,7 @@ export default function OnboardingPage() {
     ];
     const brandId = await createBrand();
     if (brandId) {
+      createMonitoringTask(brandId, defaultPlatforms, state.frequency);
       setState((prev) => ({
         ...prev,
         platforms: defaultPlatforms,
diff --git a/frontend/lib/api/citations.ts b/frontend/lib/api/citations.ts
index e7b7c3f..d5bb9ba 100644
--- a/frontend/lib/api/citations.ts
+++ b/frontend/lib/api/citations.ts
@@ -1,5 +1,13 @@
 import { fetchWithAuth } from "./client";
 
+function buildQuery(params: Record<string, string | number | boolean | undefined>): string {
+  const qs = Object.entries(params)
+    .filter(([, v]) => v !== undefined)
+    .map(([k, v]) => `${encodeURIComponent(k)}=${encodeURIComponent(String(v))}`)
+    .join("&");
+  return qs ? `?${qs}` : "";
+}
+
 export interface CitationRecord {
   id: string;
   query_id: string;
@@ -18,11 +26,23 @@ export interface CitationListResponse {
   total: number;
 }
 
+export interface PlatformDistribution {
+  platform: string;
+  count: number;
+}
+
+export interface TrendPoint {
+  date: string;
+  count: number;
+}
+
 export interface CitationStats {
   total_queries: number;
   total_citations: number;
   citation_rate: number;
   avg_position: number | null;
+  platform_distribution: PlatformDistribution[];
+  trend: TrendPoint[];
 }
 
 export const citationsApi = {
@@ -32,6 +52,10 @@ export const citationsApi = {
       {},
       token
     ) as Promise<CitationListResponse>,
-  getStats: (token: string) =>
-    fetchWithAuth("/api/v1/citations/stats/", {}, token) as Promise<CitationStats>,
+  getStats: (token: string, brandId?: string, queryId?: string) =>
+    fetchWithAuth(
+      `/api/v1/citations/stats${buildQuery({ brand_id: brandId, query_id: queryId })}`,
+      {},
+      token
+    ) as Promise<CitationStats>,
 };
diff --git a/frontend/lib/api/competitor.ts b/frontend/lib/api/competitor.ts
new file mode 100644
index 0000000..ab10dbf
--- /dev/null
+++ b/frontend/lib/api/competitor.ts
@@ -0,0 +1,106 @@
+import { fetchWithAuth } from "./client";
+
+function buildQuery(params: Record<string, string | number | boolean | undefined>): string {
+  const qs = Object.entries(params)
+    .filter(([, v]) => v !== undefined)
+    .map(([k, v]) => `${encodeURIComponent(k)}=${encodeURIComponent(String(v))}`)
+    .join("&");
+  return qs ? `?${qs}` : "";
+}
+
+export interface Competitor {
+  id: string;
+  brand_id: string;
+  name: string;
+  aliases?: string[];
+  created_at: string;
+  updated_at: string;
+}
+
+export interface CompetitorListResponse {
+  items: Competitor[];
+  total: number;
+}
+
+export interface AddCompetitorRequest {
+  name: string;
+}
+
+export interface CompetitorRecommendation {
+  id: string;
+  name: string;
+  reason: string;
+}
+
+export interface CompetitorAnalysisRequest {
+  brand_id: string;
+  competitor_id: string;
+  analysis_type: string;
+}
+
+export interface CompetitorInsight {
+  id: string;
+  brand_id: string;
+  insight_type: string;
+  competitor_name: string | null;
+  data: Record<string, unknown>;
+  recommendations: string[] | null;
+  period_start: string | null;
+  period_end: string | null;
+  created_at: string;
+}
+
+export interface CompetitorInsightList {
+  items: CompetitorInsight[];
+  total: number;
+}
+
+export interface CompetitorInsightDetail extends CompetitorInsight {}
+
+export interface CompetitorGapSummary {
+  competitor_name: string;
+  gap_score: number;
+  dimensions: Record<string, unknown>;
+}
+
+export const competitorApi = {
+  list: (token: string, brandId: string, params?: { skip?: number; limit?: number }) =>
+    fetchWithAuth(
+      `/api/v1/brands/${brandId}/competitors/${buildQuery(params || {})}`,
+      {},
+      token
+    ) as Promise<CompetitorListResponse>,
+
+  add: (token: string, brandId: string, data: AddCompetitorRequest) =>
+    fetchWithAuth(`/api/v1/brands/${brandId}/competitors/`, {
+      method: "POST",
+      body: JSON.stringify(data),
+    }, token) as Promise<Competitor>,
+
+  delete: (token: string, brandId: string, competitorId: string) =>
+    fetchWithAuth(`/api/v1/brands/${brandId}/competitors/${competitorId}/`, {
+      method: "DELETE",
+    }, token) as Promise<void>,
+
+  getRecommendations: (token: string, brandId: string) =>
+    fetchWithAuth(`/api/v1/brands/${brandId}/competitors/recommendations/`, {}, token) as Promise<CompetitorRecommendation[]>,
+
+  analyze: (token: string, data: CompetitorAnalysisRequest) =>
+    fetchWithAuth("/api/v1/competitor/analyze", {
+      method: "POST",
+      body: JSON.stringify(data),
+    }, token) as Promise<CompetitorInsightList>,
+
+  getBrandInsights: (token: string, brandId: string, params?: { skip?: number; limit?: number }) =>
+    fetchWithAuth(
+      `/api/v1/competitor/brand/${brandId}${buildQuery(params || {})}`,
+      {},
+      token
+    ) as Promise<CompetitorInsightList>,
+
+  getInsight: (token: string, insightId: string) =>
+    fetchWithAuth(`/api/v1/competitor/${insightId}`, {}, token) as Promise<CompetitorInsightDetail>,
+
+  getGapSummary: (token: string, brandId: string) =>
+    fetchWithAuth(`/api/v1/competitor/brand/${brandId}/gap-summary`, {}, token) as Promise<CompetitorGapSummary[]>,
+};
diff --git a/frontend/lib/api/detection.ts b/frontend/lib/api/detection.ts
index dc88941..b2e022b 100644
--- a/frontend/lib/api/detection.ts
+++ b/frontend/lib/api/detection.ts
@@ -8,19 +8,47 @@ function buildQuery(params: Record<string, string | number | boolean | undefined
   return qs ? `?${qs}` : "";
 }
 
+export interface DetectionTask {
+  id: string;
+  query_id: string;
+  platforms: string[];
+  frequency: string;
+  status: string;
+  last_run_at: string | null;
+  next_run_at: string | null;
+  created_at: string;
+}
+
+export interface DetectionTaskList {
+  items: DetectionTask[];
+  total: number;
+}
+
+export interface DetectionTaskCreate {
+  query_id: string;
+  platforms: string[];
+  frequency: string;
+}
+
+export interface DetectionTaskUpdate {
+  platforms?: string[];
+  frequency?: string;
+  status?: string;
+}
+
 export const detectionApi = {
-  listTasks: (token?: string, params?: { skip?: number; limit?: number; status?: string }) =>
-    fetchWithAuth(`/api/v1/detection/tasks${buildQuery(params || {})}`, {}, token),
+  listTasks: (token: string, params?: { skip?: number; limit?: number; status?: string }) =>
+    fetchWithAuth(`/api/v1/detection/tasks${buildQuery(params || {})}`, {}, token) as Promise<DetectionTaskList>,
 
-  createTask: (data: Record<string, unknown>, token?: string) =>
-    fetchWithAuth("/api/v1/detection/tasks", { method: "POST", body: JSON.stringify(data) }, token),
+  createTask: (token: string, data: DetectionTaskCreate) =>
+    fetchWithAuth("/api/v1/detection/tasks", { method: "POST", body: JSON.stringify(data) }, token) as Promise<DetectionTask>,
 
-  updateTask: (taskId: string, data: Record<string, unknown>, token?: string) =>
-    fetchWithAuth(`/api/v1/detection/tasks/${taskId}`, { method: "PUT", body: JSON.stringify(data) }, token),
+  updateTask: (token: string, taskId: string, data: DetectionTaskUpdate) =>
+    fetchWithAuth(`/api/v1/detection/tasks/${taskId}`, { method: "PUT", body: JSON.stringify(data) }, token) as Promise<DetectionTask>,
 
-  deleteTask: (taskId: string, token?: string) =>
-    fetchWithAuth(`/api/v1/detection/tasks/${taskId}`, { method: "DELETE" }, token),
+  deleteTask: (token: string, taskId: string) =>
+    fetchWithAuth(`/api/v1/detection/tasks/${taskId}`, { method: "DELETE" }, token) as Promise<void>,
 
-  triggerTask: (taskId: string, token?: string) =>
-    fetchWithAuth(`/api/v1/detection/tasks/${taskId}/trigger`, { method: "POST" }, token),
+  triggerTask: (token: string, taskId: string) =>
+    fetchWithAuth(`/api/v1/detection/tasks/${taskId}/trigger`, { method: "POST" }, token) as Promise<DetectionTask>,
 };
diff --git a/frontend/lib/api/index.ts b/frontend/lib/api/index.ts
index e2fc51c..d67ef27 100644
--- a/frontend/lib/api/index.ts
+++ b/frontend/lib/api/index.ts
@@ -6,7 +6,7 @@ export { authApi } from "./auth";
 export { queriesApi } from "./queries";
 export type { ApiQueryItem, QueryListResponse, CreateQueryPayload, UpdateQueryPayload } from "./queries";
 export { citationsApi } from "./citations";
-export type { CitationRecord, CitationListResponse, CitationStats } from "./citations";
+export type { CitationRecord, CitationListResponse, CitationStats, PlatformDistribution, TrendPoint } from "./citations";
 export { reportsApi } from "./reports";
 export { subscriptionsApi } from "./subscriptions";
 export type { SubscriptionInfo } from "./subscriptions";
@@ -37,6 +37,7 @@ export type {
   UpdateMemberRolePayload,
 } from "./organization";
 export { detectionApi } from "./detection";
+export type { DetectionTask, DetectionTaskList, DetectionTaskCreate, DetectionTaskUpdate } from "./detection";
 export { strategyApi } from "./strategy";
 export { monitoringApi } from "./monitoring";
 export type {
@@ -70,8 +71,18 @@ export type {
   TrendInsightResponse,
   TrendSummary,
 } from "./trends";
+export { competitorApi } from "./competitor";
+export type {
+  Competitor,
+  CompetitorListResponse,
+  AddCompetitorRequest,
+  CompetitorRecommendation,
+  CompetitorInsightDetail,
+} from "./competitor";
 export { usageApi } from "./usage";
 export type { UsageQuota, UsageResponse } from "./usage";
+export { scoringApi } from "./scoring";
+export type { BrandScore, BrandScoreDimension, BrandCompare, BrandCompareCompetitor, ScoreHistory, ScoreHistoryEntry } from "./scoring";
 
 // ── 类型导出 ───────────────────────────────────────────────────────────────────
 export type { Agent, AgentRunLog } from "./agents";
@@ -161,7 +172,9 @@ import { monitoringApi } from "./monitoring";
 import { competitorAnalysisApi } from "./competitor-analysis";
 import { schemaAdvisorApi } from "./schema-advisor";
 import { trendsApi } from "./trends";
+import { competitorApi } from "./competitor";
 import { usageApi } from "./usage";
+import { scoringApi } from "./scoring";
 
 /**
  * 聚合 API 对象，保持与原 `import { api } from "@/lib/api"` 的向后兼容。
@@ -194,5 +207,7 @@ export const api = {
   competitorAnalysis: competitorAnalysisApi,
   schemaAdvisor: schemaAdvisorApi,
   trends: trendsApi,
+  competitor: competitorApi,
   usage: usageApi,
+  scoring: scoringApi,
 };
diff --git a/frontend/lib/api/scoring.ts b/frontend/lib/api/scoring.ts
new file mode 100644
index 0000000..f47e0ca
--- /dev/null
+++ b/frontend/lib/api/scoring.ts
@@ -0,0 +1,46 @@
+import { fetchWithAuth } from "./client";
+
+export interface BrandScoreDimension {
+  name: string;
+  score: number;
+  max_score: number;
+  description: string;
+}
+
+export interface BrandScore {
+  overall_score: number;
+  dimensions: BrandScoreDimension[];
+  generated_at: string;
+}
+
+export interface BrandCompareCompetitor {
+  name: string;
+  scores: Record<string, number>;
+}
+
+export interface BrandCompare {
+  brand_name: string;
+  competitors: BrandCompareCompetitor[];
+  dimensions: string[];
+}
+
+export interface ScoreHistoryEntry {
+  date: string;
+  overall_score: number;
+  dimension_scores: Record<string, number>;
+}
+
+export interface ScoreHistory {
+  scores: ScoreHistoryEntry[];
+}
+
+export const scoringApi = {
+  getScore: (token: string, brandId: string) =>
+    fetchWithAuth(`/api/v1/brands/${brandId}/score/`, {}, token) as Promise<BrandScore>,
+
+  getHistory: (token: string, brandId: string) =>
+    fetchWithAuth(`/api/v1/brands/${brandId}/score/history/`, {}, token) as Promise<ScoreHistory>,
+
+  getCompare: (token: string, brandId: string) =>
+    fetchWithAuth(`/api/v1/brands/${brandId}/compare/`, {}, token) as Promise<BrandCompare>,
+};
diff --git a/frontend/lib/hooks/use-onboarding-data.ts b/frontend/lib/hooks/use-onboarding-data.ts
index 7975c48..3cbfdbb 100644
--- a/frontend/lib/hooks/use-onboarding-data.ts
+++ b/frontend/lib/hooks/use-onboarding-data.ts
@@ -9,6 +9,9 @@
 import { useCallback } from "react";
 import { useApi, useApiMutation } from "./use-api";
 import type { SWRConfiguration } from "swr";
+import { getSession } from "next-auth/react";
+import type { Session } from "next-auth";
+import { monitoringApi } from "@/lib/api/monitoring";
 
 interface OnboardingStatusResponse {
   completed: boolean;
@@ -42,6 +45,12 @@ export interface UseOnboardingDataReturn {
   isCreatingBrand: boolean;
   /** 创建品牌错误 */
   mutationError: Error | undefined;
+  /** 创建监控任务 */
+  createMonitoringTask: (
+    brandId: string,
+    platforms: string[],
+    frequency: string
+  ) => Promise<void>;
 }
 
 export interface UseOnboardingDataOptions {
@@ -82,6 +91,30 @@ export function useOnboardingData(
     [createBrandTrigger]
   );
 
+  const createMonitoringTask = useCallback(
+    async (
+      brandId: string,
+      platforms: string[],
+      frequency: string
+    ): Promise<void> => {
+      try {
+        const session = await getSession();
+        const token = (session as Session)?.accessToken;
+        if (!token) return;
+        for (const platform of platforms) {
+          await monitoringApi.createTask(token, {
+            brand_id: brandId,
+            platform,
+            query_keywords: frequency,
+          });
+        }
+      } catch {
+        // silent
+      }
+    },
+    []
+  );
+
   return {
     onboardingStatus,
     isCompleted,
@@ -91,5 +124,6 @@ export function useOnboardingData(
     createBrand,
     isCreatingBrand,
     mutationError,
+    createMonitoringTask,
   };
 }