feat(market): 采用元宝岗位/职能分类(14类)替代人群场景 + AI验证期自动归类

backend/python/app/api/market.py

@@ -210,35 +210,21 @@ def verify_agent_connectivity(platform: str, endpoint: str, api_key: str) -> dic
 # ===== 业务场景分类（面向用户的技能/MCP 分类，与后端模型路由的 capability_registry 解耦） =====
 # 注意：MarketApp.capability 列在此存放「业务场景 id」（见 MARKET_SCENES），不再是 text/vision 等模型能力。
 MARKET_SCENES: list = [
-    # 自由职业者
-    {"id": "freelance_content", "label": "内容创作/自媒体", "color": "#F59E0B", "group": "freelance"},
-    {"id": "freelance_client",  "label": "客户沟通/提案",  "color": "#F97316", "group": "freelance"},
-    {"id": "freelance_finance", "label": "报价合同/记账",  "color": "#FBBF24", "group": "freelance"},
-    # 上班从业者
-    {"id": "office_doc",   "label": "文档/会议纪要",  "color": "#3B82F6", "group": "office"},
-    {"id": "office_data",  "label": "数据/报表分析", "color": "#6366F1", "group": "office"},
-    {"id": "office_email", "label": "邮件/协作",     "color": "#0EA5E9", "group": "office"},
-    {"id": "office_pm",    "label": "项目/周报",     "color": "#8B5CF6", "group": "office"},
-    # 育人教育者
-    {"id": "edu_prepare", "label": "备课/课件",     "color": "#10B981", "group": "educator"},
-    {"id": "edu_grade",   "label": "作业批改/测评", "color": "#14B8A6", "group": "educator"},
-    {"id": "edu_tutor",   "label": "学情辅导/答疑", "color": "#22C55E", "group": "educator"},
-    {"id": "edu_home",    "label": "家校沟通",      "color": "#84CC16", "group": "educator"},
-    # 电商创业
-    {"id": "biz_product", "label": "商品/营销文案", "color": "#EC4899", "group": "commerce"},
-    {"id": "biz_service", "label": "客服/转化",     "color": "#F43F5E", "group": "commerce"},
-    {"id": "biz_ops",     "label": "运营/投放",     "color": "#D946EF", "group": "commerce"},
-    # 通用提效
-    {"id": "general_write",    "label": "通用写作",      "color": "#64748B", "group": "general"},
-    {"id": "general_research", "label": "资料/调研",     "color": "#06B6D4", "group": "general"},
-    {"id": "general_agent",    "label": "智能体/自动化", "color": "#A855F7", "group": "general"},
-]
-SCENE_GROUPS: list = [
-    {"id": "freelance", "label": "自由职业者"},
-    {"id": "office",    "label": "上班从业者"},
-    {"id": "educator",  "label": "育人教育者"},
-    {"id": "commerce",  "label": "电商创业"},
-    {"id": "general",   "label": "通用提效"},
+    # 元宝生成的「岗位 / 职能」分类（面向使用者视角，与后端模型路由能力解耦）
+    {"id": "design",    "label": "🎨 做设计",     "color": "#EC4899", "desc": "页面、UI、视觉"},
+    {"id": "frontend",  "label": "💻 写前端",     "color": "#3B82F6", "desc": "Web 页面、React、Next.js"},
+    {"id": "mobile",    "label": "📱 做移动端",   "color": "#06B6D4", "desc": "React Native、Expo"},
+    {"id": "backend",   "label": "🧪 后端/全栈",  "color": "#8B5CF6", "desc": "API、数据库、TypeScript"},
+    {"id": "qa",        "label": "🧪 测试质量",   "color": "#6366F1", "desc": "TDD、Playwright、验证"},
+    {"id": "search",    "label": "🔍 搜索信息",   "color": "#0EA5E9", "desc": "网页抓取、质疑、SEO"},
+    {"id": "docs",      "label": "✍️ 写文档",     "color": "#F59E0B", "desc": "Word/PPT/PDF、文案、PRD"},
+    {"id": "marketing", "label": "📢 推广获客",   "color": "#F43F5E", "desc": "营销、社媒、邮件、定价"},
+    {"id": "workflow",  "label": "🔄 工作流",     "color": "#14B8A6", "desc": "计划、调试、分级、原型"},
+    {"id": "secops",    "label": "🛡️ 安全运维",  "color": "#EF4444", "desc": "安全审计、Azure、K8s"},
+    {"id": "learning",  "label": "🎓 学习教学",   "color": "#10B981", "desc": "教学、提问、架构改进"},
+    {"id": "video",     "label": "🎬 视频多媒体", "color": "#D946EF", "desc": "AI视频、数字人"},
+    {"id": "collab",    "label": "🏢 办公协作",   "color": "#64748B", "desc": "飞书全家桶"},
+    {"id": "ai",        "label": "🛠️ AI能力",     "color": "#A855F7", "desc": "创建Skill、代码审查、统计"},
 ]
 _VALID_SCENE_IDS = {s["id"] for s in MARKET_SCENES}
 
@@ -264,10 +250,10 @@ def _classify_scene(name: str, description: Optional[str], content: Optional[str
         )
         if not api_url:
             return None
-        options = "、".join(f"{s['id']}({s['label']})" for s in MARKET_SCENES)
+        options = "、".join(f"{s['id']}({s['label']}：{s.get('desc','')})" for s in MARKET_SCENES)
         sys_prompt = (
-            "你是 AI 应用市场的『业务场景分类器』。请站在使用者视角，根据应用名称、描述与内容，"
-            "判断它最常被哪一类【人群 / 岗位 / 业务场景】的用户使用，并归类到下列场景之一："
+            "你是 AI 应用市场的『技能场景分类器』。请站在使用者视角，根据应用名称、描述与内容，"
+            "判断它最贴合下列哪一类【岗位 / 职能 / 业务场景】，并归类到对应 id："
             f"{options}。\n只返回一个 JSON 对象：{{\"capability\": \"<id>\"}}，不要任何额外解释或 Markdown。"
         )
         user_text = f"名称：{name}\n描述：{description or ''}\n内容摘要：{(content or '')[:2000]}"

frontend/src/pages/front/MarketPage.tsx

@@ -183,42 +183,23 @@ const typeIcons: Record<AppType, React.ReactNode> = {
 };
 
 // ===== 业务场景分类（面向用户的技能/MCP 分类，与后端模型路由能力解耦） =====
-// 两级：人群大类(SCENE_GROUPS) -> 业务场景(SCENES)。id 与后端 MARKET_SCENES 保持一致。
-const SCENES: { id: string; label: string; color: string; group: string }[] = [
-  // 自由职业者
-  { id: 'freelance_content', label: '内容创作/自媒体', color: '#F59E0B', group: 'freelance' },
-  { id: 'freelance_client',  label: '客户沟通/提案',  color: '#F97316', group: 'freelance' },
-  { id: 'freelance_finance', label: '报价合同/记账',  color: '#FBBF24', group: 'freelance' },
-  // 上班从业者
-  { id: 'office_doc',   label: '文档/会议纪要',  color: '#3B82F6', group: 'office' },
-  { id: 'office_data',  label: '数据/报表分析', color: '#6366F1', group: 'office' },
-  { id: 'office_email', label: '邮件/协作',     color: '#0EA5E9', group: 'office' },
-  { id: 'office_pm',    label: '项目/周报',     color: '#8B5CF6', group: 'office' },
-  // 育人教育者
-  { id: 'edu_prepare', label: '备课/课件',     color: '#10B981', group: 'educator' },
-  { id: 'edu_grade',   label: '作业批改/测评', color: '#14B8A6', group: 'educator' },
-  { id: 'edu_tutor',   label: '学情辅导/答疑', color: '#22C55E', group: 'educator' },
-  { id: 'edu_home',    label: '家校沟通',      color: '#84CC16', group: 'educator' },
-  // 电商创业
-  { id: 'biz_product', label: '商品/营销文案', color: '#EC4899', group: 'commerce' },
-  { id: 'biz_service', label: '客服/转化',     color: '#F43F5E', group: 'commerce' },
-  { id: 'biz_ops',     label: '运营/投放',     color: '#D946EF', group: 'commerce' },
-  // 通用提效
-  { id: 'general_write',    label: '通用写作',      color: '#64748B', group: 'general' },
-  { id: 'general_research', label: '资料/调研',     color: '#06B6D4', group: 'general' },
-  { id: 'general_agent',    label: '智能体/自动化', color: '#A855F7', group: 'general' },
+// 技能/MCP 场景分类（与后端 MARKET_SCENES 保持一致，元宝生成的岗位/职能视角，扁平展示）。
+const SCENES: { id: string; label: string; color: string }[] = [
+  { id: 'design',    label: '🎨 做设计',     color: '#EC4899' },
+  { id: 'frontend',  label: '💻 写前端',     color: '#3B82F6' },
+  { id: 'mobile',    label: '📱 做移动端',   color: '#06B6D4' },
+  { id: 'backend',   label: '🧪 后端/全栈',  color: '#8B5CF6' },
+  { id: 'qa',        label: '🧪 测试质量',   color: '#6366F1' },
+  { id: 'search',    label: '🔍 搜索信息',   color: '#0EA5E9' },
+  { id: 'docs',      label: '✍️ 写文档',     color: '#F59E0B' },
+  { id: 'marketing', label: '📢 推广获客',   color: '#F43F5E' },
+  { id: 'workflow',  label: '🔄 工作流',     color: '#14B8A6' },
+  { id: 'secops',    label: '🛡️ 安全运维',  color: '#EF4444' },
+  { id: 'learning',  label: '🎓 学习教学',   color: '#10B981' },
+  { id: 'video',     label: '🎬 视频多媒体', color: '#D946EF' },
+  { id: 'collab',    label: '🏢 办公协作',   color: '#64748B' },
+  { id: 'ai',        label: '🛠️ AI能力',     color: '#A855F7' },
 ];
-const SCENE_GROUPS: { id: string; label: string }[] = [
-  { id: 'freelance', label: '自由职业者' },
-  { id: 'office',    label: '上班从业者' },
-  { id: 'educator',  label: '育人教育者' },
-  { id: 'commerce',  label: '电商创业' },
-  { id: 'general',   label: '通用提效' },
-];
-const SCENE_BY_GROUP: Record<string, typeof SCENES> = SCENE_GROUPS.reduce((acc, g) => {
-  acc[g.id] = SCENES.filter(s => s.group === g.id);
-  return acc;
-}, {} as Record<string, typeof SCENES>);
 
 function CapabilityBadge({ capability }: { capability?: string | null }) {
   if (!capability) return null;
@@ -1822,16 +1803,13 @@ const MarketPage: React.FC = () => {
           </div>
         )}
 
-        {/* 业务场景筛选（按人群分组） */}
+        {/* 业务场景筛选（岗位/职能视角，扁平） */}
         <div className="capability-filter">
           <button
             className={`cap-chip ${!capabilityFilter ? 'active' : ''}`}
             onClick={() => setCapabilityFilter(null)}
           >全部场景</button>
-          {SCENE_GROUPS.map(g => (
-            <React.Fragment key={g.id}>
-              <span className="cap-group-label">{g.label}</span>
-              {SCENE_BY_GROUP[g.id].map(c => (
+          {SCENES.map(c => (
             <button
               key={c.id}
               className={`cap-chip ${capabilityFilter === c.id ? 'active' : ''}`}
@@ -1839,8 +1817,6 @@ const MarketPage: React.FC = () => {
               onClick={() => setCapabilityFilter(capabilityFilter === c.id ? null : c.id)}
             >{c.label}</button>
           ))}
-            </React.Fragment>
-          ))}
         </div>
 
         {/* Search Bar */}

migrations/019_normalize_marketapp_scene_v2.sql

@@ -0,0 +1,11 @@
+-- 019: 场景分类从「人群→场景」改为「岗位/职能」(元宝清单)，清空旧 persona 取值交由 AI/重导重新归类。
+-- 幂等：仅把已知旧 id 置空，重跑无害。
+UPDATE market_apps
+SET capability = NULL
+WHERE capability IN (
+    'freelance_content','freelance_client','freelance_finance',
+    'office_doc','office_data','office_email','office_pm',
+    'edu_prepare','edu_grade','edu_tutor','edu_home',
+    'biz_product','biz_service','biz_ops',
+    'general_write','general_research','general_agent'
+);