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]}"