feat: U7 — citation export, agent config panel, trends insight page, schema suggestion page

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>
   );
 }

frontend/app/(dashboard)/dashboard/citations/page.tsx

@@ -1,6 +1,7 @@
 "use client";
 
 import { useState, useMemo } from "react";
+import { useSession } from "next-auth/react";
 import {
   Table,
   TableBody,
@@ -22,10 +23,11 @@ import {
 } from "@/components/ui/select";
 import { Button } from "@/components/ui/button";
 import { PLATFORM_MAP } from "@/lib/platforms";
-import { Check, X, Quote, Filter, TrendingUp, MapPin, Hash } 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,
@@ -179,11 +181,14 @@ function TrendLineChart({ data }: { data: { date: string; count: number }[] }) {
 }
 
 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>("");
   const [filterKey, setFilterKey] = useState(0);
+  const [exporting, setExporting] = useState(false);
 
   const citationsUrl = (() => {
     const params = new URLSearchParams();
@@ -239,6 +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">
@@ -253,9 +287,31 @@ 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 && (

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>
+  );
+}

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>
+  );
+}

frontend/app/(dashboard)/layout.tsx

@@ -16,6 +16,8 @@ import {
   Share2,
   Heart,
   ScanSearch,
+  TrendingUp,
+  Code2,
   Settings,
 } from "lucide-react";
 
@@ -74,6 +76,18 @@ const NAV_GROUPS: NavGroup[] = [
         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" />,
+      },
     ],
   },
   {