数据存储和清晰、存储优化

docs/provider-archives/2026-05/justone_1779432842913_tone7k_api-xiaohongshu-pgy-api-solar-cooperator-blogger-v2-v1.json

@@ -0,0 +1,3806 @@
+{
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+    "recordTime": "2026-05-22T14:54:01.282900848"
+  }
+}

docs/provider-archives/2026-05/justone_1779432843646_z5k72l_api-xiaohongshu-pgy-api-solar-cooperator-blogger-v2-v1.json

@@ -0,0 +1,3883 @@
+{
+  "provider": "justone",
+  "endpoint": "/api/xiaohongshu-pgy/api/solar/cooperator/blogger/v2/v1",
+  "requestParams": {
+    "token": "wT0w78sxrwlrpJrQ",
+    "keyword": "家居家装",
+    "page": "2",
+    "searchType": "NOTE",
+    "fansNumberLower": "10000",
+    "fansNumberUpper": "150000"
+  },
+  "responseBody": {
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+    "data": {
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+          "name": "百变小英",
+          "redId": "Quella_z",
+          "location": "浙江 宁波 江北区",
+          "homePageDisplay": 1,
+          "travelAreaList": null,
+          "type": [],
+          "personalTags": null,
+          "fansCount": 0,
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+          "recommend": null,
+          "picturePrice": 13000,
+          "videoPrice": 16000,
+          "lowerPrice": 13000,
+          "userType": 2,
+          "showPrice": true,
+          "pictureState": 1,
+          "videoState": 1,
+          "isCollect": false,
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+    "recordTime": "2026-05-22T14:54:02.030941376"
+  }
+}

docs/provider-archives/2026-05/justone_1779434901025_vu6bpm_api-xiaohongshu-pgy-api-solar-cooperator-blogger-v2-v1.json

@@ -0,0 +1,3990 @@
+{
+  "provider": "justone",
+  "endpoint": "/api/xiaohongshu-pgy/api/solar/cooperator/blogger/v2/v1",
+  "requestParams": {
+    "token": "wT0w78sxrwlrpJrQ",
+    "keyword": "精致生活",
+    "page": "1",
+    "searchType": "NOTE",
+    "fansNumberLower": "10000",
+    "fansNumberUpper": "150000"
+  },
+  "responseBody": {
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+    "data": {
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+          "name": "徐茜儿",
+          "redId": "945037758",
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+      "trackId": "kolSearch_00fbc9950e0d451ba597c36cafd6b555",
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+        "精致生活",
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+      ],
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+      "redirect2NickSearch": false
+    },
+    "message": null,
+    "recordTime": "2026-05-22T15:28:19.320419408"
+  }
+}

docs/provider-archives/2026-05/justone_1779434901771_w5x6b2_api-xiaohongshu-pgy-api-solar-cooperator-blogger-v2-v1.json

@@ -0,0 +1,3984 @@
+{
+  "provider": "justone",
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+}

docs/provider-archives/2026-05/justone_1779435872508_fm1f0x_api-xiaohongshu-pgy-api-solar-cooperator-blogger-v2-v1.json

@@ -0,0 +1,3950 @@
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+}

docs/provider-archives/2026-05/justone_1779435873410_bjudty_api-xiaohongshu-pgy-api-solar-cooperator-blogger-v2-v1.json

@@ -0,0 +1,3949 @@
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+}

docs/provider-archives/2026-05/justone_1779435874313_7xl0g7_api-xiaohongshu-pgy-api-solar-cooperator-blogger-v2-v1.json

@@ -0,0 +1,3977 @@
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+    "keyword": "生活方式",
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+            {
+              "noteId": "69bc09e00000000022026dd2",
+              "noteType": 2,
+              "imageUrl": "http://ci.xiaohongshu.com/spectrum/1040g34o31tt9ut801a105n8ia8ekfpeb5fujgog?imageView2/2/w/540/format/jpg/q/75",
+              "featureTags": [
+                "生活方式"
+              ],
+              "contentTag": null,
+              "industryTags": null,
+              "bind": false
+            }
+          ],
+          "tradeType": null,
+          "clickMidNum": 266,
+          "clickMidNumMcn": 0,
+          "interMidNum": 12,
+          "fansNum": 16211,
+          "matchNoteNumber": 13,
+          "authorityList": null,
+          "processingAuthorities": null,
+          "pictureShowState": null,
+          "videoShowState": null,
+          "classifyCode": 2,
+          "predictiveExposure": 0,
+          "efficiencyValidUser": 0,
+          "pictureReadCost": "30.38",
+          "videoReadCost": "0.00",
+          "pictureClickMidNum": 266,
+          "pictureInterMidNum": 12,
+          "videoClickMidNum": 0,
+          "videoFinishRate": 0,
+          "videoInterMidNum": 0,
+          "fans30GrowthRate": 1.8,
+          "fans30GrowthNum": 0,
+          "nextPicturePrice": null,
+          "nextVideoPrice": null,
+          "fansRiseNum": null,
+          "fansEngageNum": null,
+          "overflowNum": null,
+          "newHighQuality": 0,
+          "isIndustryRecommend": false,
+          "picturePriceGtZero": true,
+          "videoPriceGtZero": true,
+          "lowActive": true,
+          "fansActiveIn28dLv": 88.2,
+          "fansEngageNum30dLv": 2.6,
+          "hundredLikePercent30": 4,
+          "thousandLikePercent30": 4,
+          "pictureHundredLikePercent30": 4,
+          "pictureThousandLikePercent30": 4,
+          "videoHundredLikePercent30": 0,
+          "videoThousandLikePercent30": 0,
+          "cooperType": 1,
+          "buyerType": 2,
+          "promiseImpNum": "0",
+          "kolType": 0,
+          "showPromiseTag": 0,
+          "activityList": [],
+          "controlState": 0,
+          "clothingIndustryPrice": {
+            "bizType": null,
+            "industryId": 0,
+            "picturePrice": 0,
+            "pictureState": 0,
+            "videoPrice": 0,
+            "videoState": 0
+          },
+          "fbState": 0,
+          "forecastReadUvLower": 0,
+          "forecastReadUvUpper": 0,
+          "forecastGroupCoverRateLower": 0,
+          "forecastGroupCoverRateUpper": 0,
+          "intentionInfo": {
+            "intentionText": "",
+            "intentionType": 0
+          },
+          "seedAndHarcest": null,
+          "liveImg": null,
+          "liveId": null,
+          "liveGMV": null,
+          "isStar": null,
+          "top2CategoryList": null,
+          "hasBuyerAuth": true,
+          "sellerRealIncomeAmt90d": 0,
+          "estimatePictureCpm": 2384.5,
+          "estimatePictureCpmCompare": 98.1,
+          "estimateVideoCpm": 0,
+          "estimateVideoCpmCompare": 23,
+          "estimatePictureEngageCost": 571.43,
+          "estimatePictureEngageCostCompare": 99.2,
+          "estimateVideoEngageCost": 0,
+          "estimateVideoEngageCostCompare": 23.7,
+          "inviteReply48hNumRatio": 31.6,
+          "recommendReason": null,
+          "kolHeadLabel": 0,
+          "accumCoopImpMedinNum30d": 0,
+          "estimateCpuv30d": 0,
+          "accumPicCommonImpMedinNum30d": 3355,
+          "accumVideoCommonImpMedinNum30d": 0,
+          "accumCommonImpMedinNum30d": 3355,
+          "marketTarget": null,
+          "readMidCoop30": 0,
+          "interMidCoop30": 0,
+          "coopNoteNum30d": 0,
+          "specialIndustryLimit": false,
+          "kliveCnt30d": 0,
+          "avgAgmv90d": 0,
+          "avgLiveViewerNum": 0,
+          "algoRecommendReasons": null,
+          "mengagementNum": 14,
+          "mengagementNumMcn": 0,
+          "mcpuvNum30d": 0,
+          "mEngagementNum": 14,
+          "mEngagementNumMcn": 0,
+          "mCpuvNum30d": 0
+        },
+        {
+          "userId": "5b30d8204eacab0c4a136f28",
+          "valid": 1,
+          "headPhoto": "https://sns-avatar-qc.xhscdn.com/avatar/1040g2jo31fqnu8jrg2004a6im9c20rp8is814po?imageView2/2/w/120/format/jpg",
+          "name": "zeyes",
+          "redId": "425798475",
+          "location": "福建 厦门 集美区",
+          "homePageDisplay": 1,
+          "travelAreaList": null,
+          "type": [],
+          "personalTags": null,
+          "fansCount": 0,
+          "likeCollectCountInfo": null,
+          "businessNoteCount": 52,
+          "totalNoteCount": null,
+          "recommend": null,
+          "picturePrice": 2300,
+          "videoPrice": 3150,
+          "lowerPrice": 2300,
+          "userType": 2,
+          "showPrice": true,
+          "pictureState": 1,
+          "videoState": 1,
+          "isCollect": false,
+          "cooperateState": 1,
+          "pictureInCart": null,
+          "videoInCart": null,
+          "note": null,
+          "live": null,
+          "cps": null,
+          "noteSign": null,
+          "liveSign": null,
+          "goodRecommendPermission": null,
+          "cpc": null,
+          "pictureCpcBasePrice": "0",
+          "pictureCpcPerPrice": "0",
+          "pictureCpcEstimateNum": null,
+          "videoCpcState": null,
+          "videoCpcBasePrice": "0",
+          "videoCpcPerPrice": "0",
+          "videoCpcEstimateNum": null,
+          "pictureCpcInCart": null,
+          "videoCpcInCart": null,
+          "contentTags": [
+            {
+              "taxonomy1Tag": "美食",
+              "taxonomy2Tags": [
+                "美食探店"
+              ]
+            },
+            {
+              "taxonomy1Tag": "出行旅游",
+              "taxonomy2Tags": [
+                "城市出行",
+                "旅行"
+              ]
+            }
+          ],
+          "featureTags": [
+            "氛围感",
+            "vlog",
+            "教程"
+          ],
+          "industryTag": null,
+          "gender": "女",
+          "picPriceRemind": null,
+          "videoPriceRemind": null,
+          "currentLevel": 2,
+          "nextLevel": -1,
+          "priceState": 1,
+          "resemblance": true,
+          "noteList": [
+            {
+              "noteId": "69b7bb12000000001a020939",
+              "noteType": 1,
+              "imageUrl": "http://ci.xiaohongshu.com/1040g00831tp3css1ne004a6im9c20rp8d42mcq8?imageView2/2/w/540/format/jpg/q/75",
+              "featureTags": [
+                "生活方式"
+              ],
+              "contentTag": null,
+              "industryTags": null,
+              "bind": false
+            },
+            {
+              "noteId": "6a0dbd980000000038036673",
+              "noteType": 2,
+              "imageUrl": "http://ci.xiaohongshu.com/1040g2sg320d3gdmum2s04a6im9c20rp89k1ltco?imageView2/2/w/540/format/jpg/q/75",
+              "featureTags": [
+                "生活方式"
+              ],
+              "contentTag": null,
+              "industryTags": null,
+              "bind": false
+            }
+          ],
+          "tradeType": "餐饮",
+          "clickMidNum": 1299,
+          "clickMidNumMcn": 0,
+          "interMidNum": 135,
+          "fansNum": 15905,
+          "matchNoteNumber": 12,
+          "authorityList": null,
+          "processingAuthorities": null,
+          "pictureShowState": null,
+          "videoShowState": null,
+          "classifyCode": 2,
+          "predictiveExposure": 0,
+          "efficiencyValidUser": 0,
+          "pictureReadCost": "1.37",
+          "videoReadCost": "5.91",
+          "pictureClickMidNum": 1435,
+          "pictureInterMidNum": 140,
+          "videoClickMidNum": 714,
+          "videoFinishRate": 22.1,
+          "videoInterMidNum": 52,
+          "fans30GrowthRate": 0.3,
+          "fans30GrowthNum": 0,
+          "nextPicturePrice": null,
+          "nextVideoPrice": null,
+          "fansRiseNum": null,
+          "fansEngageNum": null,
+          "overflowNum": null,
+          "newHighQuality": 0,
+          "isIndustryRecommend": false,
+          "picturePriceGtZero": true,
+          "videoPriceGtZero": true,
+          "lowActive": true,
+          "fansActiveIn28dLv": 81.1,
+          "fansEngageNum30dLv": 3.4,
+          "hundredLikePercent30": 55,
+          "thousandLikePercent30": 0,
+          "pictureHundredLikePercent30": 57.9,
+          "pictureThousandLikePercent30": 0,
+          "videoHundredLikePercent30": 0,
+          "videoThousandLikePercent30": 0,
+          "cooperType": 1,
+          "buyerType": 2,
+          "promiseImpNum": "0",
+          "kolType": 0,
+          "showPromiseTag": 0,
+          "activityList": [],
+          "controlState": 0,
+          "clothingIndustryPrice": {
+            "bizType": null,
+            "industryId": 0,
+            "picturePrice": 0,
+            "pictureState": 0,
+            "videoPrice": 0,
+            "videoState": 0
+          },
+          "fbState": 0,
+          "forecastReadUvLower": 0,
+          "forecastReadUvUpper": 0,
+          "forecastGroupCoverRateLower": 0,
+          "forecastGroupCoverRateUpper": 0,
+          "intentionInfo": {
+            "intentionText": "",
+            "intentionType": 0
+          },
+          "seedAndHarcest": null,
+          "liveImg": null,
+          "liveId": null,
+          "liveGMV": null,
+          "isStar": null,
+          "top2CategoryList": null,
+          "hasBuyerAuth": true,
+          "sellerRealIncomeAmt90d": 0,
+          "estimatePictureCpm": 129.54,
+          "estimatePictureCpmCompare": 65,
+          "estimateVideoCpm": 771.11,
+          "estimateVideoCpmCompare": 90.2,
+          "estimatePictureEngageCost": 12.23,
+          "estimatePictureEngageCostCompare": 82.8,
+          "estimateVideoEngageCost": 50.81,
+          "estimateVideoEngageCostCompare": 92.8,
+          "inviteReply48hNumRatio": 52.9,
+          "recommendReason": null,
+          "kolHeadLabel": 0,
+          "accumCoopImpMedinNum30d": 91410,
+          "estimateCpuv30d": 0,
+          "accumPicCommonImpMedinNum30d": 17755,
+          "accumVideoCommonImpMedinNum30d": 4085,
+          "accumCommonImpMedinNum30d": 16354,
+          "marketTarget": null,
+          "readMidCoop30": 13064,
+          "interMidCoop30": 799,
+          "coopNoteNum30d": 0,
+          "specialIndustryLimit": false,
+          "kliveCnt30d": 0,
+          "avgAgmv90d": 0,
+          "avgLiveViewerNum": 0,
+          "algoRecommendReasons": null,
+          "mengagementNum": 185,
+          "mengagementNumMcn": 0,
+          "mcpuvNum30d": 0,
+          "mEngagementNum": 185,
+          "mEngagementNumMcn": 0,
+          "mCpuvNum30d": 0
+        }
+      ],
+      "total": 1016,
+      "trackId": "kolSearch_00fbc9950e0d451ba597c36cafd6b555",
+      "highlightWords": [
+        "生活方式",
+        "生活",
+        "方式"
+      ],
+      "resultType": 1,
+      "redirect2NickSearch": false
+    },
+    "message": null,
+    "recordTime": "2026-05-22T15:44:32.565433349"
+  }
+}

docs/rag-creator-database-requirements.md

@@ -67,6 +67,63 @@
 
 建议索引：`provider, fetched_at, expires_at`，以及对 `request_params` 建 GIN 索引。
 
+### provider_creator_raw_cache
+
+用于保存外部 API 返回后解析出的“逐达人未清洗缓存”。它和 `provider_raw_cache` 的关系是：`provider_raw_cache` 保留完整原始响应，便于追溯；`provider_creator_raw_cache` 将响应中的每个达人拆出来，便于后续 RAG 检索、去重、清洗和人工确认。
+
+| 字段 | 类型 | 说明 |
+| --- | --- | --- |
+| id | uuid / bigint | 主键 |
+| provider | varchar | justone/tikhub 等 |
+| endpoint | text | 请求接口 |
+| request_params | jsonb | 请求参数 |
+| platform | varchar | 平台，如 xiaohongshu、douyin |
+| platform_user_id | varchar | 平台账号 ID |
+| display_name | varchar | 昵称 |
+| fans_count | bigint | 粉丝数，统一存真实数量 |
+| liked_collect_count | bigint | 赞藏/互动数 |
+| content_type | text | 原始内容类型文本 |
+| content_tags | jsonb | 解析出的内容标签 |
+| persona_tags | jsonb | 解析出的人设/风格标签 |
+| city | varchar | 城市 |
+| geo_location | varchar | 地理位置 |
+| profile_url | text | 平台主页链接 |
+| cooperation_method | varchar | 合作方式 |
+| image_price | int | 图文报价 |
+| video_price | int | 视频报价 |
+| min_price | int | 最低报价 |
+| cooperation_status | varchar | 合作状态 |
+| raw_creator | jsonb | 单个达人原始解析对象 |
+| fetched_at | timestamp | 获取时间 |
+| expires_at | timestamp | 默认 fetched_at + 30 天 |
+| normalized_status | varchar | raw/normalized/rejected |
+| embedding_text | text | 用于向量化的拼接文本 |
+| embedding | vector | 向量字段，后续接 pgvector/Milvus 等 |
+
+建议唯一索引：`(provider, platform, platform_user_id)`。建议索引：`platform, city, expires_at`，以及对 `content_tags` 建 GIN 索引。
+
+### creator_profile_retrieval_view
+
+用于统一查询“当前可参与检索的达人数据”。该视图合并：
+
+- `creator_profile_clean` 中的已清洗达人；
+- `provider_creator_raw_cache` 中未过期的外部 API 未清洗达人。
+
+视图字段应保持和推荐检索需要的字段一致，并增加 `cache_layer` 标识来源层级：
+
+| cache_layer | 说明 |
+| --- | --- |
+| clean | 已清洗/本地上传/人工确认达人 |
+| provider_raw | 外部 API 未清洗缓存达人，且 `expires_at > now()` |
+
+日常排查总可检索数量时建议查询：
+
+```sql
+select cache_layer, source_provider, platform, count(*)
+from creator_profile_retrieval_view
+group by cache_layer, source_provider, platform;
+```
+
 ### creator_retrieval_event
 
 用于记录每次 Brief 检索过程，方便复盘。
@@ -91,7 +148,9 @@
 - 初始化脚本：`npm run db:init`
 - 表结构脚本：`server/db/schema.sql`
 - Clean 达人表：`creator_profile_clean`
-- 未清洗接口缓存表：`provider_raw_cache`
+- 未清洗接口原始响应表：`provider_raw_cache`
+- 未清洗接口逐达人缓存表：`provider_creator_raw_cache`
+- 当前可检索达人视图：`creator_profile_retrieval_view`
 - 检索事件表：`creator_retrieval_event`
 - JustOne 原始响应归档：`docs/provider-archives/`
 

server/db/schema.sql

@@ -39,6 +39,36 @@ CREATE TABLE IF NOT EXISTS provider_raw_cache (
   archive_path TEXT
 );
 
+CREATE TABLE IF NOT EXISTS provider_creator_raw_cache (
+  id BIGSERIAL PRIMARY KEY,
+  provider TEXT NOT NULL,
+  endpoint TEXT NOT NULL,
+  request_params JSONB NOT NULL DEFAULT '{}'::jsonb,
+  platform TEXT NOT NULL,
+  platform_user_id TEXT NOT NULL,
+  display_name TEXT NOT NULL DEFAULT '',
+  fans_count BIGINT DEFAULT 0,
+  liked_collect_count BIGINT DEFAULT 0,
+  content_type TEXT,
+  content_tags JSONB DEFAULT '[]'::jsonb,
+  persona_tags JSONB DEFAULT '[]'::jsonb,
+  city TEXT,
+  geo_location TEXT,
+  profile_url TEXT,
+  cooperation_method TEXT,
+  image_price INTEGER DEFAULT 0,
+  video_price INTEGER DEFAULT 0,
+  min_price INTEGER DEFAULT 0,
+  cooperation_status TEXT,
+  raw_creator JSONB NOT NULL DEFAULT '{}'::jsonb,
+  fetched_at TIMESTAMPTZ NOT NULL DEFAULT now(),
+  expires_at TIMESTAMPTZ NOT NULL DEFAULT now() + interval '30 days',
+  normalized_status TEXT NOT NULL DEFAULT 'raw',
+  embedding_text TEXT NOT NULL DEFAULT '',
+  embedding DOUBLE PRECISION[] NOT NULL DEFAULT '{}',
+  UNIQUE(provider, platform, platform_user_id)
+);
+
 CREATE TABLE IF NOT EXISTS creator_retrieval_event (
   id BIGSERIAL PRIMARY KEY,
   task_id TEXT,
@@ -57,6 +87,58 @@ CREATE INDEX IF NOT EXISTS idx_creator_clean_content_tags ON creator_profile_cle
 CREATE INDEX IF NOT EXISTS idx_provider_raw_provider_time ON provider_raw_cache(provider, fetched_at DESC);
 CREATE INDEX IF NOT EXISTS idx_provider_raw_expires_at ON provider_raw_cache(expires_at);
 CREATE INDEX IF NOT EXISTS idx_provider_raw_request_params ON provider_raw_cache USING GIN(request_params);
+CREATE INDEX IF NOT EXISTS idx_provider_creator_raw_platform ON provider_creator_raw_cache(platform);
+CREATE INDEX IF NOT EXISTS idx_provider_creator_raw_city ON provider_creator_raw_cache(city);
+CREATE INDEX IF NOT EXISTS idx_provider_creator_raw_expires_at ON provider_creator_raw_cache(expires_at);
+CREATE INDEX IF NOT EXISTS idx_provider_creator_raw_content_tags ON provider_creator_raw_cache USING GIN(content_tags);
+
+CREATE OR REPLACE VIEW creator_profile_retrieval_view AS
+SELECT
+  'clean'::text AS cache_layer,
+  source_provider,
+  platform,
+  platform_user_id,
+  display_name,
+  fans_count,
+  liked_collect_count,
+  content_type,
+  content_tags,
+  persona_tags,
+  city,
+  geo_location,
+  profile_url,
+  cooperation_method,
+  image_price,
+  video_price,
+  min_price,
+  cooperation_status,
+  updated_at AS cached_at,
+  NULL::timestamptz AS expires_at
+FROM creator_profile_clean
+UNION ALL
+SELECT
+  'provider_raw'::text AS cache_layer,
+  provider AS source_provider,
+  platform,
+  platform_user_id,
+  display_name,
+  fans_count,
+  liked_collect_count,
+  content_type,
+  content_tags,
+  persona_tags,
+  city,
+  geo_location,
+  profile_url,
+  cooperation_method,
+  image_price,
+  video_price,
+  min_price,
+  cooperation_status,
+  fetched_at AS cached_at,
+  expires_at
+FROM provider_creator_raw_cache
+WHERE expires_at > now();
 
 CREATE OR REPLACE FUNCTION cosine_similarity(a DOUBLE PRECISION[], b DOUBLE PRECISION[])
 RETURNS DOUBLE PRECISION

server/services/justone.service.ts

@@ -1,6 +1,6 @@
 import { config } from '../config.ts';
 import type { ContentSample } from './tikhub.service.ts';
-import { archiveProviderResponse } from './local-creator-db.service.ts';
+import { archiveProviderResponse, cacheProviderCreators } from './local-creator-db.service.ts';
 
 export interface JustOneCreator {
   userId: string;
@@ -126,7 +126,14 @@ export async function searchCreators(params: SearchParams): Promise<JustOneCreat
         console.error('[JustOne] 重试仍失败, code:', retryData.code);
         return [];
       }
-      return parseCreatorList(retryData);
+      const creators = parseCreatorList(retryData);
+      await cacheProviderCreators({
+        provider: 'justone',
+        endpoint,
+        requestParams: { ...Object.fromEntries(queryParams.entries()), retry: true },
+        creators,
+      });
+      return creators;
     }
 
     if (data.code !== 0 && data.code !== undefined) {
@@ -134,7 +141,14 @@ export async function searchCreators(params: SearchParams): Promise<JustOneCreat
       return [];
     }
 
-    return parseCreatorList(data);
+    const creators = parseCreatorList(data);
+    await cacheProviderCreators({
+      provider: 'justone',
+      endpoint,
+      requestParams: Object.fromEntries(queryParams.entries()),
+      creators,
+    });
+    return creators;
   } catch (error) {
     console.error('[JustOne] Search failed:', error);
     return [];

server/services/local-creator-db.service.ts

@@ -73,12 +73,19 @@ export async function searchLocalCreators(criteria: SearchCriteria, limit = 200)
   `;
 
   const result = await pool.query(sql, params);
-  return result.rows
+  const cleanCreators = result.rows
     .map((row) => ({ creator: rowToCreator(row), score: scoreRetrievedCreator(row, normalized) }))
     .filter((item) => item.score > 0)
     .sort((a, b) => b.score - a.score)
     .slice(0, limit)
     .map((item) => item.creator);
+
+  const cachedProviderCreators = await searchCachedProviderCreators(
+    normalized,
+    Math.max(0, limit - cleanCreators.length),
+  );
+
+  return mergeCreators([...cleanCreators, ...cachedProviderCreators]).slice(0, limit);
 }
 
 export async function archiveProviderResponse(params: {
@@ -113,6 +120,98 @@ export async function archiveProviderResponse(params: {
   );
 }
 
+export async function cacheProviderCreators(params: {
+  provider: string;
+  endpoint: string;
+  requestParams: Record<string, unknown>;
+  creators: JustOneCreator[];
+}): Promise<number> {
+  const creators = params.creators.filter((creator) => creator.userId && creator.nickname);
+  if (creators.length === 0) return 0;
+
+  const fetchedAt = new Date();
+  const expiresAt = new Date(fetchedAt.getTime() + RAW_CACHE_TTL_MS);
+  const client = await pool.connect();
+
+  try {
+    await client.query('BEGIN');
+    for (const creator of creators) {
+      const embeddingText = buildCreatorEmbeddingText(creator);
+      await client.query(
+        `INSERT INTO provider_creator_raw_cache (
+          provider, endpoint, request_params, platform, platform_user_id, display_name,
+          fans_count, liked_collect_count, content_type, content_tags, persona_tags,
+          city, geo_location, profile_url, cooperation_method, image_price, video_price,
+          min_price, cooperation_status, raw_creator, fetched_at, expires_at,
+          normalized_status, embedding_text, embedding
+        ) VALUES (
+          $1, $2, $3::jsonb, $4, $5, $6,
+          $7, $8, $9, $10::jsonb, $11::jsonb,
+          $12, $13, $14, $15, $16, $17,
+          $18, $19, $20::jsonb, $21, $22,
+          'raw', $23, $24::double precision[]
+        )
+        ON CONFLICT (provider, platform, platform_user_id) DO UPDATE SET
+          endpoint = EXCLUDED.endpoint,
+          request_params = EXCLUDED.request_params,
+          display_name = EXCLUDED.display_name,
+          fans_count = EXCLUDED.fans_count,
+          liked_collect_count = EXCLUDED.liked_collect_count,
+          content_type = EXCLUDED.content_type,
+          content_tags = EXCLUDED.content_tags,
+          persona_tags = EXCLUDED.persona_tags,
+          city = EXCLUDED.city,
+          geo_location = EXCLUDED.geo_location,
+          profile_url = EXCLUDED.profile_url,
+          cooperation_method = EXCLUDED.cooperation_method,
+          image_price = EXCLUDED.image_price,
+          video_price = EXCLUDED.video_price,
+          min_price = EXCLUDED.min_price,
+          cooperation_status = EXCLUDED.cooperation_status,
+          raw_creator = EXCLUDED.raw_creator,
+          fetched_at = EXCLUDED.fetched_at,
+          expires_at = EXCLUDED.expires_at,
+          normalized_status = 'raw',
+          embedding_text = EXCLUDED.embedding_text,
+          embedding = EXCLUDED.embedding`,
+        [
+          params.provider,
+          params.endpoint,
+          JSON.stringify(params.requestParams),
+          creator.platform,
+          creator.userId,
+          creator.nickname,
+          creator.fansCount || 0,
+          creator.likedCollectCount || 0,
+          creator.contentType || creator.contentTags.join('、'),
+          JSON.stringify(creator.contentTags || []),
+          JSON.stringify(creator.personalTags || []),
+          creator.city || creator.location || null,
+          creator.geoLocation || creator.location || null,
+          getCreatorProfileUrl(creator),
+          creator.cooperationMethod || null,
+          creator.imagePrice || 0,
+          creator.videoPrice || 0,
+          creator.minPrice || 0,
+          creator.cooperationStatus || null,
+          JSON.stringify(creator),
+          fetchedAt,
+          expiresAt,
+          embeddingText,
+          buildEmbedding(embeddingText),
+        ],
+      );
+    }
+    await client.query('COMMIT');
+    return creators.length;
+  } catch (error) {
+    await client.query('ROLLBACK');
+    throw error;
+  } finally {
+    client.release();
+  }
+}
+
 export async function recordRetrievalEvent(params: {
   taskId?: string;
   queryText: string;
@@ -215,6 +314,48 @@ async function upsertCleanCreators(creators: ParsedCreator[]): Promise<void> {
   }
 }
 
+async function searchCachedProviderCreators(criteria: SearchCriteria, limit: number): Promise<JustOneCreator[]> {
+  if (limit <= 0) return [];
+
+  const queryText = buildCriteriaEmbeddingText(criteria);
+  const embedding = buildEmbedding(queryText);
+  const platformFilters = criteria.platforms.map(mapPlatform).filter(Boolean);
+  const params: unknown[] = [embedding, limit];
+  const where: string[] = ['expires_at > now()'];
+
+  if (platformFilters.length > 0) {
+    params.push(platformFilters);
+    where.push(`platform = ANY($${params.length}::text[])`);
+  }
+  if (criteria.fanRange?.min) {
+    params.push(criteria.fanRange.min);
+    where.push(`fans_count >= $${params.length}`);
+  }
+  if (criteria.fanRange?.max) {
+    params.push(criteria.fanRange.max);
+    where.push(`fans_count <= $${params.length}`);
+  }
+
+  const result = await pool.query(
+    `SELECT
+       *,
+       cosine_similarity(embedding, $1::double precision[]) AS similarity
+     FROM provider_creator_raw_cache
+     WHERE ${where.join(' AND ')}
+     ORDER BY
+       cosine_similarity(embedding, $1::double precision[]) DESC,
+       fetched_at DESC
+     LIMIT $2`,
+    params,
+  );
+
+  return result.rows
+    .map((row) => ({ creator: rowToProviderRawCreator(row), score: scoreRetrievedCreator(row, criteria) }))
+    .filter((item) => item.score > 0)
+    .sort((a, b) => b.score - a.score)
+    .map((item) => item.creator);
+}
+
 function parseCreatorRows(rows: string[][], sourceFile: string): ParsedCreator[] {
   const headerIndex = rows.findIndex((row) => row.some((cell) => normalizeHeader(cell) === '昵称'));
   if (headerIndex < 0) return [];
@@ -306,6 +447,40 @@ function rowToCreator(row: Record<string, unknown>): JustOneCreator {
   };
 }
 
+function rowToProviderRawCreator(row: Record<string, unknown>): JustOneCreator {
+  return {
+    userId: String(row.platform_user_id || ''),
+    platform: String(row.platform || ''),
+    nickname: String(row.display_name || ''),
+    redId: String(row.platform_user_id || ''),
+    location: String(row.city || row.geo_location || ''),
+    fansCount: Number(row.fans_count || 0),
+    imagePrice: Number(row.image_price || 0),
+    videoPrice: Number(row.video_price || 0),
+    minPrice: Number(row.min_price || 0),
+    cooperationStatus: String(row.cooperation_status || ''),
+    personalTags: Array.isArray(row.persona_tags) ? row.persona_tags as string[] : [],
+    contentTags: Array.isArray(row.content_tags) ? row.content_tags as string[] : [],
+    sourceProvider: `${String(row.provider || 'provider')}-raw-cache`,
+    gender: '',
+    likedCollectCount: Number(row.liked_collect_count || 0),
+    contentType: String(row.content_type || ''),
+    city: String(row.city || ''),
+    geoLocation: String(row.geo_location || ''),
+    xiaohongshuUrl: String(row.profile_url || ''),
+    cooperationMethod: String(row.cooperation_method || ''),
+  };
+}
+
+function mergeCreators(creators: JustOneCreator[]): JustOneCreator[] {
+  const map = new Map<string, JustOneCreator>();
+  for (const creator of creators) {
+    const key = `${creator.platform}:${creator.userId}`;
+    if (!map.has(key)) map.set(key, creator);
+  }
+  return Array.from(map.values());
+}
+
 function scoreRetrievedCreator(row: Record<string, unknown>, criteria: SearchCriteria): number {
   let score = Number(row.similarity || 0) * 70;
   const text = String(row.embedding_text || '').toLowerCase();
@@ -353,6 +528,13 @@ function buildCreatorEmbeddingText(creator: JustOneCreator): string {
   ].filter(Boolean).join(' ');
 }
 
+function getCreatorProfileUrl(creator: JustOneCreator): string {
+  if (creator.xiaohongshuUrl) return creator.xiaohongshuUrl;
+  if (creator.platform === 'douyin') return `https://www.douyin.com/user/${creator.userId}`;
+  if (creator.platform === 'xiaohongshu') return `https://www.xiaohongshu.com/user/profile/${creator.userId}`;
+  return '';
+}
+
 function buildEmbedding(text: string): number[] {
   const vector = new Array(EMBEDDING_DIMENSION).fill(0);
   const normalized = text.toLowerCase().replace(/\s+/g, ' ').trim();

src/app/app.html

@@ -27,7 +27,7 @@
     <div class="sidebar-footer">
       <span class="status-dot"></span>
       <div>
-        <strong>Demo 模式</strong>
+        <strong>真实接口</strong>
         <small>{{ state.apiState }}</small>
       </div>
     </div>

src/app/demo-state.service.ts

@@ -181,7 +181,7 @@ export class DemoStateService {
   feedbackText =
     '客户反馈：小红书希望减少泛美妆号，优先生活方式、通勤穿搭、真实测评风格；抖音达人预算再压低15%，保留爆文率高的账号。';
   exportState = '待生成';
-  apiState = '前端演示数据';
+  apiState = 'PostgreSQL/RAG 检索';
   tempRuleTitle = '母婴/护肤场景中，近30天评论含“真实有用”的账号加权';
   tempRuleImpact = '预计强推荐增加 6 个，需复核减少 2 个';
   selectedPlatform = '全部';

src/modules/workspace/components/workspace-flow/workspace-flow.component.html

@@ -1,7 +1,7 @@
 <section class="workspace-flow-container">
   <header class="flow-header">
     <h2>提号工作台</h2>
-    <p>上传 Brief → 自动处理 → 导出推荐表</p>
+    <p>上传 Brief → 后台检索本地库并自动补量 → 导出推荐表</p>
   </header>
 
   <!-- Step 1: Upload Brief -->
@@ -9,7 +9,7 @@
     <div class="library-upload-panel">
       <div>
         <h3>本地达人资料库</h3>
-        <p>先上传公司已有达人表，系统会写入 PostgreSQL，并优先用于后续提号。</p>
+        <p>可先上传公司已有达人表写入 PostgreSQL；未上传或命中不足时，后台会自动调用平台接口补量。</p>
         <small *ngIf="libraryMessage">{{ libraryMessage }}</small>
       </div>
       <label class="secondary-upload-button">
@@ -39,4 +39,8 @@
     [exporting]="exporting"
     (exportClicked)="onExport()"
   ></app-export-panel>
+
+  <div class="next-task-actions" *ngIf="isCompleted">
+    <button type="button" class="ghost-button" (click)="resetTask()">开始新的提号</button>
+  </div>
 </section>

src/modules/workspace/components/workspace-flow/workspace-flow.component.scss

@@ -69,6 +69,22 @@
   cursor: pointer;
 }
 
+.next-task-actions {
+  margin-top: 1rem;
+  display: flex;
+  justify-content: center;
+}
+
+.ghost-button {
+  border: 1px solid #c8d7d1;
+  border-radius: 6px;
+  padding: 0.55rem 0.9rem;
+  background: #fff;
+  color: #245f51;
+  font-weight: 700;
+  cursor: pointer;
+}
+
 @media (max-width: 640px) {
   .library-upload-panel {
     align-items: stretch;

src/modules/workspace/components/workspace-flow/workspace-flow.component.ts

@@ -144,6 +144,19 @@ export class WorkspaceFlowComponent {
     }
   }
 
+  resetTask(): void {
+    if (this.stopPolling) {
+      this.stopPolling();
+      this.stopPolling = null;
+    }
+    this.currentTaskId = null;
+    this.taskStatus = 'pending';
+    this.steps = [];
+    this.candidateCount = 0;
+    this.exporting = false;
+    this.errorMessage = '';
+  }
+
   private getStepLabel(stepId: string): string {
     const labels: Record<string, string> = {
       upload: '上传文件',