chore: 以本地为准，强制同步全部内容

app/api/rfm/analyze/route.ts

@@ -1,12 +1,16 @@
+/**
+ * RFM 分析 API
+ * 支持 MongoDB 真实数据 + 内存计算
+ */
+
 import { NextResponse } from "next/server"
 import { analyzeUser, type AnalyzeInput } from "@/services/rfm-engine"
+import { analyzeUserRFM } from "@/services/rfm-mongodb-service"
 import { generateText } from "ai"
 import { openai } from "@ai-sdk/openai"
 
 /**
- * 可选 AI 标签增强：
- * - 使用 AI SDK (generateText + openai("gpt-4o"))，符合统一标准 [^1]
- * - 无 OPENAI_API_KEY 时自动跳过，保持稳定
+ * 可选 AI 标签增强
  */
 async function aiTagging(chat_logs?: string[]) {
   const text = (chat_logs ?? []).slice(0, 8).join("。")
@@ -33,13 +37,38 @@ export async function POST(req: Request) {
     const body = await req.json()
     const inputs: AnalyzeInput[] = Array.isArray(body) ? body : [body]
     const useAI = (Array.isArray(body) ? (body as any).useAI : (body as any)?.useAI) ?? false
+    const useMongoData = (body as any)?.useMongoData ?? true
 
     const results = []
+    
     for (const input of inputs) {
-      const base = analyzeUser(input)
+      let base: any
+      let source = 'memory'
+      
+      // 尝试从 MongoDB 获取真实数据
+      if (useMongoData && input.user_id) {
+        // 如果 user_id 是手机号格式，尝试从 MongoDB 查询
+        const phone = input.user_id.replace(/\D/g, '')
+        if (/^1[3-9]\d{9}$/.test(phone)) {
+          const mongoResult = await analyzeUserRFM(phone)
+          if (mongoResult.found) {
+            base = mongoResult.data
+            source = 'mongodb'
+          }
+        }
+      }
+      
+      // 如果 MongoDB 没有数据，使用内存计算
+      if (!base) {
+        base = analyzeUser(input)
+        source = 'memory'
+      }
+      
+      // AI 标签增强
       if (useAI) {
         const ai = await aiTagging(input.chat_logs)
         if (ai) {
+          base.tags = base.tags || {}
           base.tags.emotion = ai.emotion ?? base.tags.emotion
           base.tags.intent = ai.intent ?? base.tags.intent
           if (Array.isArray(ai.behavior)) {
@@ -47,10 +76,55 @@ export async function POST(req: Request) {
           }
         }
       }
-      results.push(base)
+      
+      results.push({ ...base, source })
     }
+    
     return NextResponse.json({ success: true, data: results })
+    
   } catch (e: any) {
-    return NextResponse.json({ success: false, error: e?.message || "Invalid input" }, { status: 400 })
+    console.error('RFM analyze error:', e)
+    return NextResponse.json({ 
+      success: false, 
+      error: e?.message || "Invalid input" 
+    }, { status: 400 })
+  }
+}
+
+/**
+ * GET 方法：按手机号查询用户 RFM
+ */
+export async function GET(req: Request) {
+  try {
+    const { searchParams } = new URL(req.url)
+    const phone = searchParams.get('phone')
+    
+    if (!phone) {
+      return NextResponse.json({ 
+        success: false, 
+        error: '请提供手机号参数' 
+      }, { status: 400 })
+    }
+    
+    const result = await analyzeUserRFM(phone)
+    
+    if (!result.found) {
+      return NextResponse.json({ 
+        success: false, 
+        error: '未找到该用户' 
+      }, { status: 404 })
+    }
+    
+    return NextResponse.json({ 
+      success: true, 
+      data: result.data,
+      source: 'mongodb'
+    })
+    
+  } catch (e: any) {
+    return NextResponse.json({ 
+      success: false, 
+      error: e?.message || "查询失败" 
+    }, { status: 500 })
   }
 }

app/api/rfm/get_tags/route.ts

@@ -1,12 +1,51 @@
+/**
+ * RFM 标签获取 API
+ * 对接 MongoDB 真实数据
+ */
+
 import { NextResponse } from "next/server"
+import { getRFMTagsDistribution } from "@/services/rfm-mongodb-service"
 import { getUserTags } from "@/services/rfm-engine"
 
+/**
+ * GET /api/rfm/get_tags
+ * 获取标签分布或指定用户的标签
+ */
 export async function GET(req: Request) {
-  const url = new URL(req.url)
-  const userId = url.searchParams.get("user_id")
-  if (!userId) {
-    return NextResponse.json({ success: false, error: "missing user_id" }, { status: 400 })
+  try {
+    const { searchParams } = new URL(req.url)
+    const userId = searchParams.get('user_id')
+    
+    // 如果指定用户，返回用户标签
+    if (userId) {
+      const userTags = getUserTags(userId)
+      if (userTags) {
+        return NextResponse.json({ 
+          success: true, 
+          data: userTags.tags,
+          source: 'memory'
+        })
+      }
+      return NextResponse.json({ 
+        success: false, 
+        error: '未找到该用户标签' 
+      }, { status: 404 })
+    }
+    
+    // 否则返回标签分布
+    const distribution = await getRFMTagsDistribution()
+    
+    return NextResponse.json({ 
+      success: true, 
+      data: distribution,
+      source: 'mongodb'
+    })
+    
+  } catch (error) {
+    console.error('Get tags error:', error)
+    return NextResponse.json({ 
+      success: false, 
+      error: error instanceof Error ? error.message : 'Unknown error'
+    }, { status: 500 })
   }
-  const data = getUserTags(userId)
-  return NextResponse.json({ success: true, data })
 }

app/api/rfm/group_summary/route.ts

@@ -1,7 +1,54 @@
+/**
+ * RFM 分组统计 API
+ * 对接 MongoDB 真实数据
+ */
+
 import { NextResponse } from "next/server"
+import { getMongoRFMGroupSummary } from "@/services/rfm-mongodb-service"
 import { getGroupSummary } from "@/services/rfm-engine"
 
 export async function GET() {
-  const data = getGroupSummary()
-  return NextResponse.json({ success: true, data })
+  try {
+    // 尝试从 MongoDB 获取真实数据
+    const mongoData = await getMongoRFMGroupSummary()
+    
+    if (mongoData.totalUsers > 0) {
+      return NextResponse.json({ 
+        success: true, 
+        data: {
+          gradeCount: mongoData.gradeCount,
+          valueCount: mongoData.valueCount,
+          lifecycleCount: {},  // MongoDB 暂无此字段
+          totalUsers: mongoData.totalUsers,
+          avgScore: mongoData.avgScore
+        },
+        source: 'mongodb'
+      })
+    }
+    
+    // 回退到内存数据
+    const memData = getGroupSummary()
+    return NextResponse.json({ 
+      success: true, 
+      data: memData,
+      source: 'memory'
+    })
+    
+  } catch (error) {
+    console.error('RFM group summary error:', error)
+    
+    // 返回默认数据
+    return NextResponse.json({ 
+      success: true, 
+      data: {
+        gradeCount: { S: 0, A: 0, B: 0, C: 0, D: 0 },
+        valueCount: { '高': 0, '中': 0, '低': 0 },
+        lifecycleCount: {},
+        totalUsers: 0,
+        avgScore: 0
+      },
+      source: 'fallback',
+      error: error instanceof Error ? error.message : 'Unknown error'
+    })
+  }
 }