diff --git a/add_recruiter.py b/add_recruiter.py
deleted file mode 100644
index d4df2d7..0000000
--- a/add_recruiter.py
+++ /dev/null
@@ -1,106 +0,0 @@
-"""添加招聘者账号工具
-
-Usage:
-    uv run python add_recruiter.py --name "张三" --token "your_wt_token"
-    uv run python add_recruiter.py --name "李四" --token "your_wt_token" --source boss
-    uv run python add_recruiter.py --list
-"""
-import sys
-import argparse
-from pathlib import Path
-
-# 添加源码路径
-src_path = Path(__file__).parent / "src" / "main" / "python"
-if str(src_path) not in sys.path:
-    sys.path.insert(0, str(src_path))
-
-from cn.yinlihupo.ylhp_hr_2_0.domain.candidate import CandidateSource
-from cn.yinlihupo.ylhp_hr_2_0.domain.recruiter import Recruiter, RecruiterStatus
-from cn.yinlihupo.ylhp_hr_2_0.mapper.recruiter_mapper import RecruiterMapper
-from cn.yinlihupo.ylhp_hr_2_0.service.recruiter_service import RecruiterService
-from cn.yinlihupo.ylhp_hr_2_0.config.settings import get_settings
-
-
-def main():
-    parser = argparse.ArgumentParser(description="招聘者账号管理工具")
-    parser.add_argument("--name", "-n", help="招聘者名称/标识")
-    parser.add_argument("--token", "-t", help="WT Token")
-    parser.add_argument("--source", "-s", default="boss", help="平台来源 (默认: boss)")
-    parser.add_argument("--list", "-l", action="store_true", help="列出所有账号")
-    parser.add_argument("--deactivate", "-d", help="停用指定ID的账号")
-    parser.add_argument("--activate", "-a", help="启用指定ID的账号")
-    parser.add_argument("--delete", help="删除指定ID的账号")
-    
-    args = parser.parse_args()
-    
-    # 初始化服务
-    settings = get_settings()
-    print(f"使用数据库: {settings.db_url}")
-    
-    mapper = RecruiterMapper(db_url=settings.db_url)
-    service = RecruiterService(mapper=mapper)
-    
-    # 列出所有账号
-    if args.list:
-        recruiters = service.list_recruiters()
-        print("\n招聘者账号列表:")
-        print("-" * 80)
-        print(f"{'ID':<36} {'名称':<15} {'平台':<10} {'状态':<10} {'最后使用':<20}")
-        print("-" * 80)
-        for r in recruiters:
-            last_used = r.last_used_at.strftime("%Y-%m-%d %H:%M") if r.last_used_at else "从未"
-            print(f"{r.id:<36} {r.name:<15} {r.source.value:<10} {r.status.value:<10} {last_used:<20}")
-        print("-" * 80)
-        print(f"共 {len(recruiters)} 个账号")
-        return
-    
-    # 停用账号
-    if args.deactivate:
-        if service.deactivate_recruiter(args.deactivate):
-            print(f"账号 {args.deactivate} 已停用")
-        else:
-            print(f"停用失败，账号不存在")
-        return
-    
-    # 启用账号
-    if args.activate:
-        if service.activate_recruiter(args.activate):
-            print(f"账号 {args.activate} 已启用")
-        else:
-            print(f"启用失败，账号不存在")
-        return
-    
-    # 删除账号
-    if args.delete:
-        if service.delete_recruiter(args.delete):
-            print(f"账号 {args.delete} 已删除")
-        else:
-            print(f"删除失败，账号不存在")
-        return
-    
-    # 添加新账号
-    if args.name and args.token:
-        try:
-            source = CandidateSource(args.source.lower())
-        except ValueError:
-            print(f"错误: 不支持的平台 '{args.source}'，支持的平台: boss")
-            return
-        
-        recruiter = service.add_recruiter(
-            name=args.name,
-            source=source,
-            wt_token=args.token
-        )
-        print(f"\n招聘者账号添加成功!")
-        print(f"  ID: {recruiter.id}")
-        print(f"  名称: {recruiter.name}")
-        print(f"  平台: {recruiter.source.value}")
-        print(f"  状态: {recruiter.status.value}")
-        return
-    
-    # 如果没有参数，显示帮助
-    parser.print_help()
-
-
-if __name__ == "__main__":
-    main()
diff --git a/main.py b/main.py
deleted file mode 100644
index ea045d2..0000000
--- a/main.py
+++ /dev/null
@@ -1,96 +0,0 @@
-"""Resume Intelligence Agent - Entry Point
-
-简历智能体系统入口
-
-Usage:
-    # 运行应用
-    uv run python main.py
-    
-    # 或使用模块方式
-    uv run python -m src.main.python.cn.yinlihupo.ylhp_hr_2.0.main
-
-Environment Variables:
-    # 数据库配置
-    DB_URL=mysql+pymysql://root:123456@10.200.8.25:3306/hr_agent
-    
-    # LLM 配置
-    LLM_PROVIDER=mock
-    LLM_API_KEY=your_api_key
-    
-    # 爬虫配置
-    CRAWLER_BOSS_WT_TOKEN=your_boss_token
-    
-    # 通知配置
-    NOTIFY_WECHAT_WORK_WEBHOOK=https://qyapi.weixin.qq.com/cgi-bin/webhook/...
-"""
-import asyncio
-import sys
-from pathlib import Path
-
-# 添加源码路径到 sys.path
-src_path = Path(__file__).parent / "src" / "main" / "python"
-if str(src_path) not in sys.path:
-    sys.path.insert(0, str(src_path))
-
-# 导入应用
-from cn.yinlihupo.ylhp_hr_2_0.main import HRAgentApplication, get_app
-from cn.yinlihupo.ylhp_hr_2_0.domain.candidate import CandidateSource
-
-
-async def demo():
-    """演示：使用 HR Agent 进行简历处理"""
-    print("=" * 50)
-    print("简历智能体系统 - 演示")
-    print("=" * 50)
-    
-    # 初始化应用
-    app = get_app()
-    
-    # 显示招聘者账号
-    print("\n已配置的招聘者账号:")
-    recruiters = app.recruiter_service.list_recruiters()
-    if recruiters:
-        for r in recruiters:
-            status = "✓" if r.is_active() else "✗"
-            print(f"  {status} {r.name} ({r.source.value}) - {r.status.value}")
-    else:
-        print("  - 暂无账号，请使用 add_recruiter.py 添加")
-    
-    print("\n已注册爬虫:")
-    for source in app.crawler_factory.get_registered_sources():
-        print(f"  - {source.value}")
-    
-    print("\n已配置通知渠道:")
-    if app.notification_service:
-        for channel_type in app.notification_service.get_configured_channels():
-            print(f"  - {channel_type.value}")
-    else:
-        print("  - 无")
-    
-    print("\n可用的评价方案:")
-    schemas = app.analyzer.schema_service.list_schemas()
-    for schema in schemas:
-        default_mark = " (默认)" if schema.is_default else ""
-        print(f"  - {schema.name}{default_mark}")
-    
-    print("\n" + "=" * 50)
-    print("系统初始化完成")
-    print("=" * 50)
-    
-    # 示例：爬取并入库
-    # 1. 先获取职位列表
-    # jobs = app.get_jobs(CandidateSource.BOSS)
-    # if jobs:
-    #     print(f"\n找到 {len(jobs)} 个职位")
-    #     first_job = jobs[0]
-    #     print(f"使用职位: {first_job.title}")
-    #     
-    #     # 2. 爬取该职位下的候选人
-    #     await app.crawl_and_ingest(
-    #         source=CandidateSource.BOSS,
-    #         job_id=first_job.source_id
-    #     )
-
-
-if __name__ == "__main__":
-    asyncio.run(demo())
diff --git a/pyproject.toml b/pyproject.toml
index d72ba5e..c85b60c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,6 +12,9 @@ dependencies = [
     "sqlalchemy>=2.0",
     "pymysql>=1.1",
     "cryptography>=41.0",
+    "fastapi>=0.110",
+    "uvicorn[standard]>=0.27",
+    "apscheduler>=3.10",
 ]
 
 [project.optional-dependencies]
diff --git a/run_server.py b/run_server.py
new file mode 100644
index 0000000..82ca47e
--- /dev/null
+++ b/run_server.py
@@ -0,0 +1,125 @@
+"""Server with API and Background Scheduler
+
+Usage:
+    uv run python run_server.py
+    uv run python run_server.py --host 0.0.0.0 --port 8000
+    uv run python run_server.py --no-scheduler  # 只启动API，不启动定时任务
+"""
+import argparse
+import sys
+import asyncio
+from pathlib import Path
+
+# 添加源码路径
+src_path = Path(__file__).parent / "src" / "main" / "python"
+if str(src_path) not in sys.path:
+    sys.path.insert(0, str(src_path))
+
+import uvicorn
+from fastapi import FastAPI
+
+from cn.yinlihupo.ylhp_hr_2_0.controller.api import create_app
+from cn.yinlihupo.ylhp_hr_2_0.service.scheduler import get_scheduler
+
+
+def create_combined_app(enable_scheduler: bool = True) -> FastAPI:
+    """创建组合应用（API + 定时任务）"""
+    app = create_app()
+    
+    if enable_scheduler:
+        @app.on_event("startup")
+        async def start_scheduler():
+            """应用启动时启动定时任务"""
+            scheduler = get_scheduler()
+            scheduler.start()
+        
+        @app.on_event("shutdown")
+        async def stop_scheduler():
+            """应用关闭时停止定时任务"""
+            scheduler = get_scheduler()
+            scheduler.stop()
+        
+        # 添加调度器管理接口
+        @app.get("/api/scheduler/jobs")
+        async def list_scheduler_jobs():
+            """获取定时任务列表"""
+            scheduler = get_scheduler()
+            return {"jobs": scheduler.get_jobs()}
+        
+        @app.post("/api/scheduler/jobs/{job_id}/pause")
+        async def pause_scheduler_job(job_id: str):
+            """暂停定时任务"""
+            scheduler = get_scheduler()
+            scheduler.pause_job(job_id)
+            return {"success": True, "message": f"Job {job_id} paused"}
+        
+        @app.post("/api/scheduler/jobs/{job_id}/resume")
+        async def resume_scheduler_job(job_id: str):
+            """恢复定时任务"""
+            scheduler = get_scheduler()
+            scheduler.resume_job(job_id)
+            return {"success": True, "message": f"Job {job_id} resumed"}
+        
+        @app.post("/api/scheduler/trigger/crawl")
+        async def trigger_crawl():
+            """手动触发爬取任务"""
+            scheduler = get_scheduler()
+            asyncio.create_task(scheduler._crawl_boss())
+            return {"success": True, "message": "Crawl task triggered"}
+    
+    return app
+
+
+def main():
+    parser = argparse.ArgumentParser(description="简历智能体服务器 (API + 定时任务)")
+    parser.add_argument("--host", default="0.0.0.0", help="绑定主机 (默认: 0.0.0.0)")
+    parser.add_argument("--port", "-p", type=int, default=8000, help="绑定端口 (默认: 8000)")
+    parser.add_argument("--reload", action="store_true", help="启用热重载 (开发模式)")
+    parser.add_argument("--no-scheduler", action="store_true", help="不启动定时任务")
+    
+    args = parser.parse_args()
+    
+    enable_scheduler = not args.no_scheduler
+    mode = "API + 定时任务" if enable_scheduler else "仅API"
+    
+    print(f"""
+╔══════════════════════════════════════════════════════════════╗
+║                  简历智能体服务器                             ║
+║                  模式: {mode:<20}                    ║
+╠══════════════════════════════════════════════════════════════╣
+║  文档地址: http://{args.host}:{args.port}/docs                    ║
+║  API地址:  http://{args.host}:{args.port}/api                     ║
+╚══════════════════════════════════════════════════════════════╝
+    """)
+    
+    # 创建组合应用
+    if args.reload:
+        # 热重载模式需要使用导入字符串
+        import os
+        os.environ["ENABLE_SCHEDULER"] = "true" if enable_scheduler else "false"
+        uvicorn.run(
+            "run_server:app",
+            host=args.host,
+            port=args.port,
+            reload=True
+        )
+    else:
+        app = create_combined_app(enable_scheduler=enable_scheduler)
+        uvicorn.run(
+            app,
+            host=args.host,
+            port=args.port,
+            reload=False
+        )
+
+
+# 全局应用实例（用于热重载模式）
+app = None
+
+if __name__ == "__main__":
+    main()
+else:
+    # 作为模块导入时（热重载模式）
+    import os
+    enable_scheduler = os.environ.get("ENABLE_SCHEDULER", "true") == "true"
+    app = create_combined_app(enable_scheduler=enable_scheduler)
diff --git a/src/main/python/cn/yinlihupo/ylhp_hr_2_0/controller/api.py b/src/main/python/cn/yinlihupo/ylhp_hr_2_0/controller/api.py
new file mode 100644
index 0000000..60531dc
--- /dev/null
+++ b/src/main/python/cn/yinlihupo/ylhp_hr_2_0/controller/api.py
@@ -0,0 +1,261 @@
+"""FastAPI routes for HR Agent"""
+from typing import List, Optional
+from datetime import datetime
+from pydantic import BaseModel, Field
+
+from fastapi import FastAPI, HTTPException, Depends, BackgroundTasks
+from fastapi.middleware.cors import CORSMiddleware
+
+from ..domain.candidate import CandidateSource
+from ..domain.recruiter import Recruiter, RecruiterStatus
+from ..service.recruiter_service import RecruiterService
+from ..mapper.recruiter_mapper import RecruiterMapper
+from ..config.settings import get_settings
+
+
+# ============== Pydantic Schemas ==============
+
+class RecruiterCreate(BaseModel):
+    """创建招聘者账号请求"""
+    name: str = Field(..., description="账号名称/标识")
+    source: str = Field(default="boss", description="平台来源: boss, liepin, etc.")
+    wt_token: str = Field(..., description="WT Token")
+
+
+class RecruiterUpdate(BaseModel):
+    """更新招聘者账号请求"""
+    name: Optional[str] = Field(None, description="账号名称")
+    wt_token: Optional[str] = Field(None, description="WT Token")
+    status: Optional[str] = Field(None, description="状态: active, inactive, expired")
+
+
+class RecruiterResponse(BaseModel):
+    """招聘者账号响应"""
+    id: str
+    name: str
+    source: str
+    wt_token: str
+    status: str
+    last_used_at: Optional[datetime] = None
+    created_at: Optional[datetime] = None
+    updated_at: Optional[datetime] = None
+    
+    class Config:
+        from_attributes = True
+
+
+class RecruiterListResponse(BaseModel):
+    """招聘者列表响应"""
+    total: int
+    items: List[RecruiterResponse]
+
+
+class APIResponse(BaseModel):
+    """通用API响应"""
+    success: bool
+    message: str
+    data: Optional[dict] = None
+
+
+# ============== FastAPI App ==============
+
+def create_app() -> FastAPI:
+    """创建FastAPI应用"""
+    app = FastAPI(
+        title="简历智能体 API",
+        description="HR Agent - 多平台简历爬取、AI分析、多渠道通知",
+        version="0.1.0"
+    )
+    
+    # CORS
+    app.add_middleware(
+        CORSMiddleware,
+        allow_origins=["*"],
+        allow_credentials=True,
+        allow_methods=["*"],
+        allow_headers=["*"],
+    )
+    
+    # 依赖注入：获取RecruiterService
+    def get_recruiter_service():
+        settings = get_settings()
+        mapper = RecruiterMapper(db_url=settings.db_url)
+        return RecruiterService(mapper=mapper)
+    
+    # ============== Recruiter Routes ==============
+    
+    @app.get("/")
+    async def root():
+        """API根路径"""
+        return {
+            "name": "简历智能体 API",
+            "version": "0.1.0",
+            "docs": "/docs"
+        }
+    
+    @app.get("/health")
+    async def health_check():
+        """健康检查"""
+        return {"status": "healthy"}
+    
+    @app.get("/api/recruiters", response_model=RecruiterListResponse)
+    async def list_recruiters(
+        source: Optional[str] = None,
+        service: RecruiterService = Depends(get_recruiter_service)
+    ):
+        """
+        获取招聘者账号列表
+        
+        Args:
+            source: 按平台筛选 (boss, liepin, etc.)
+        """
+        if source:
+            try:
+                candidate_source = CandidateSource(source.lower())
+                recruiters = service.list_recruiters(candidate_source)
+            except ValueError:
+                raise HTTPException(status_code=400, detail=f"Invalid source: {source}")
+        else:
+            recruiters = service.list_recruiters()
+        
+        items = [
+            RecruiterResponse(
+                id=r.id,
+                name=r.name,
+                source=r.source.value,
+                wt_token=r.wt_token,
+                status=r.status.value,
+                last_used_at=r.last_used_at,
+                created_at=r.created_at,
+                updated_at=r.updated_at
+            )
+            for r in recruiters
+        ]
+        
+        return RecruiterListResponse(total=len(items), items=items)
+    
+    @app.get("/api/recruiters/{recruiter_id}", response_model=RecruiterResponse)
+    async def get_recruiter(
+        recruiter_id: str,
+        service: RecruiterService = Depends(get_recruiter_service)
+    ):
+        """获取单个招聘者账号详情"""
+        recruiter = service.get_recruiter(recruiter_id)
+        if not recruiter:
+            raise HTTPException(status_code=404, detail="Recruiter not found")
+        
+        return RecruiterResponse(
+            id=recruiter.id,
+            name=recruiter.name,
+            source=recruiter.source.value,
+            wt_token=recruiter.wt_token,
+            status=recruiter.status.value,
+            last_used_at=recruiter.last_used_at,
+            created_at=recruiter.created_at,
+            updated_at=recruiter.updated_at
+        )
+    
+    @app.post("/api/recruiters", response_model=RecruiterResponse)
+    async def create_recruiter(
+        data: RecruiterCreate,
+        service: RecruiterService = Depends(get_recruiter_service)
+    ):
+        """创建招聘者账号"""
+        try:
+            source = CandidateSource(data.source.lower())
+        except ValueError:
+            raise HTTPException(status_code=400, detail=f"Invalid source: {data.source}")
+        
+        recruiter = service.add_recruiter(
+            name=data.name,
+            source=source,
+            wt_token=data.wt_token
+        )
+        
+        return RecruiterResponse(
+            id=recruiter.id,
+            name=recruiter.name,
+            source=recruiter.source.value,
+            wt_token=recruiter.wt_token,
+            status=recruiter.status.value,
+            last_used_at=recruiter.last_used_at,
+            created_at=recruiter.created_at,
+            updated_at=recruiter.updated_at
+        )
+    
+    @app.put("/api/recruiters/{recruiter_id}", response_model=RecruiterResponse)
+    async def update_recruiter(
+        recruiter_id: str,
+        data: RecruiterUpdate,
+        service: RecruiterService = Depends(get_recruiter_service)
+    ):
+        """更新招聘者账号"""
+        recruiter = service.get_recruiter(recruiter_id)
+        if not recruiter:
+            raise HTTPException(status_code=404, detail="Recruiter not found")
+        
+        # 更新字段
+        if data.name:
+            recruiter.name = data.name
+        if data.wt_token:
+            recruiter.wt_token = data.wt_token
+        if data.status:
+            try:
+                recruiter.status = RecruiterStatus(data.status.lower())
+            except ValueError:
+                raise HTTPException(status_code=400, detail=f"Invalid status: {data.status}")
+        
+        updated = service.mapper.save(recruiter)
+        
+        return RecruiterResponse(
+            id=updated.id,
+            name=updated.name,
+            source=updated.source.value,
+            wt_token=updated.wt_token,
+            status=updated.status.value,
+            last_used_at=updated.last_used_at,
+            created_at=updated.created_at,
+            updated_at=updated.updated_at
+        )
+    
+    @app.delete("/api/recruiters/{recruiter_id}")
+    async def delete_recruiter(
+        recruiter_id: str,
+        service: RecruiterService = Depends(get_recruiter_service)
+    ):
+        """删除招聘者账号"""
+        success = service.delete_recruiter(recruiter_id)
+        if not success:
+            raise HTTPException(status_code=404, detail="Recruiter not found")
+        
+        return APIResponse(success=True, message="Recruiter deleted successfully")
+    
+    @app.post("/api/recruiters/{recruiter_id}/activate")
+    async def activate_recruiter(
+        recruiter_id: str,
+        service: RecruiterService = Depends(get_recruiter_service)
+    ):
+        """启用招聘者账号"""
+        success = service.activate_recruiter(recruiter_id)
+        if not success:
+            raise HTTPException(status_code=404, detail="Recruiter not found")
+        
+        return APIResponse(success=True, message="Recruiter activated")
+    
+    @app.post("/api/recruiters/{recruiter_id}/deactivate")
+    async def deactivate_recruiter(
+        recruiter_id: str,
+        service: RecruiterService = Depends(get_recruiter_service)
+    ):
+        """停用招聘者账号"""
+        success = service.deactivate_recruiter(recruiter_id)
+        if not success:
+            raise HTTPException(status_code=404, detail="Recruiter not found")
+        
+        return APIResponse(success=True, message="Recruiter deactivated")
+    
+    return app
+
+
+# 创建应用实例
+app = create_app()
diff --git a/src/main/python/cn/yinlihupo/ylhp_hr_2_0/service/scheduler.py b/src/main/python/cn/yinlihupo/ylhp_hr_2_0/service/scheduler.py
new file mode 100644
index 0000000..270dd08
--- /dev/null
+++ b/src/main/python/cn/yinlihupo/ylhp_hr_2_0/service/scheduler.py
@@ -0,0 +1,189 @@
+"""Background scheduler for crawling tasks"""
+import asyncio
+from datetime import datetime
+from typing import Optional
+
+from apscheduler.schedulers.asyncio import AsyncIOScheduler
+from apscheduler.triggers.cron import CronTrigger
+from apscheduler.triggers.interval import IntervalTrigger
+
+from ..domain.candidate import CandidateSource
+from ..main import get_app
+
+
+class CrawlScheduler:
+    """
+    爬虫定时任务调度器
+    
+    定时执行简历爬取任务
+    """
+    
+    def __init__(self):
+        self.scheduler: Optional[AsyncIOScheduler] = None
+        self.app = None
+        self._running = False
+    
+    def start(self):
+        """启动调度器"""
+        if self._running:
+            return
+        
+        self.scheduler = AsyncIOScheduler()
+        self.scheduler.start()
+        self._running = True
+        
+        # 初始化应用
+        self.app = get_app()
+        
+        print(f"[{datetime.now()}] 爬虫调度器已启动")
+        
+        # 注册定时任务
+        self._register_jobs()
+    
+    def _register_jobs(self):
+        """注册定时任务"""
+        # 每30分钟爬取一次 Boss 直聘
+        self.scheduler.add_job(
+            self._crawl_boss,
+            trigger=IntervalTrigger(minutes=1),
+            id="crawl_boss",
+            name="爬取Boss直聘简历",
+            replace_existing=True
+        )
+        
+        # 每小时执行一次完整分析
+        self.scheduler.add_job(
+            self._analyze_pending,
+            trigger=IntervalTrigger(hours=5),
+            id="analyze_pending",
+            name="分析待处理简历",
+            replace_existing=True
+        )
+        
+        print(f"[{datetime.now()}] 已注册定时任务:")
+        for job in self.scheduler.get_jobs():
+            print(f"  - {job.name}: {job.trigger}")
+    
+    async def _crawl_boss(self):
+        """爬取 Boss 直聘"""
+        print(f"[{datetime.now()}] 开始爬取 Boss 直聘...")
+        
+        try:
+            # 获取所有活跃账号
+            recruiters = self.app.recruiter_service.list_active_recruiters(CandidateSource.BOSS)
+            
+            if not recruiters:
+                print(f"[{datetime.now()}] 没有可用的 Boss 账号")
+                return
+            
+            for recruiter in recruiters:
+                print(f"[{datetime.now()}] 使用账号: {recruiter.name}")
+                
+                # 创建爬虫
+                crawler = self.app.recruiter_service.create_crawler_for_recruiter(recruiter)
+                if not crawler:
+                    continue
+                
+                # 获取职位列表
+                jobs = crawler.get_jobs()
+                print(f"[{datetime.now()}] 找到 {len(jobs)} 个职位")
+                
+                # 遍历职位爬取候选人
+                for job in jobs[:3]:  # 限制前3个职位，避免请求过多
+                    print(f"[{datetime.now()}] 爬取职位: {job.title}")
+                    
+                    # 爬取候选人
+                    candidates = crawler.get_candidates(job.source_id, page=1)
+                    print(f"[{datetime.now()}] 职位 '{job.title}' 找到 {len(candidates)} 个候选人")
+                    
+                    for candidate in candidates[:10]:  # 每职位限制10个候选人
+                        try:
+                            # 获取简历详情
+                            resume = crawler.get_resume_detail(candidate)
+                            if not resume:
+                                continue
+                            
+                            # 构建原始数据
+                            raw_data = {
+                                "geekId": candidate.source_id,
+                                "name": candidate.name,
+                                "phone": candidate.phone,
+                                "email": candidate.email,
+                                "age": candidate.age,
+                                "gender": candidate.gender,
+                                "company": candidate.current_company,
+                                "position": candidate.current_position,
+                                "workYears": candidate.work_years,
+                                "education": candidate.education,
+                                "school": candidate.school,
+                                "resumeText": resume.raw_content,
+                            }
+                            
+                            # 入库
+                            result = self.app.ingestion_service.ingest(CandidateSource.BOSS, raw_data)
+                            print(f"[{datetime.now()}] 候选人 {candidate.name} 入库: {result.message}")
+                            
+                            # 触发分析
+                            if result.success and result.candidate_id:
+                                await self.app._analyze_and_notify(result.candidate_id, resume)
+                        
+                        except Exception as e:
+                            print(f"[{datetime.now()}] 处理候选人失败: {e}")
+                            continue
+                
+                # 标记账号已使用
+                self.app.recruiter_service.mark_recruiter_used(recruiter.id)
+        
+        except Exception as e:
+            print(f"[{datetime.now()}] 爬取 Boss 直聘失败: {e}")
+    
+    async def _analyze_pending(self):
+        """分析待处理的简历"""
+        print(f"[{datetime.now()}] 开始分析待处理简历...")
+        # TODO: 实现分析逻辑
+        pass
+    
+    def stop(self):
+        """停止调度器"""
+        if self.scheduler:
+            self.scheduler.shutdown()
+            self._running = False
+            print(f"[{datetime.now()}] 爬虫调度器已停止")
+    
+    def pause_job(self, job_id: str):
+        """暂停指定任务"""
+        if self.scheduler:
+            self.scheduler.pause_job(job_id)
+            print(f"[{datetime.now()}] 任务 {job_id} 已暂停")
+    
+    def resume_job(self, job_id: str):
+        """恢复指定任务"""
+        if self.scheduler:
+            self.scheduler.resume_job(job_id)
+            print(f"[{datetime.now()}] 任务 {job_id} 已恢复")
+    
+    def get_jobs(self):
+        """获取所有任务"""
+        if self.scheduler:
+            return [
+                {
+                    "id": job.id,
+                    "name": job.name,
+                    "next_run_time": job.next_run_time.isoformat() if job.next_run_time else None,
+                    "trigger": str(job.trigger)
+                }
+                for job in self.scheduler.get_jobs()
+            ]
+        return []
+
+
+# 全局调度器实例
+_scheduler: Optional[CrawlScheduler] = None
+
+
+def get_scheduler() -> CrawlScheduler:
+    """获取调度器实例（单例）"""
+    global _scheduler
+    if _scheduler is None:
+        _scheduler = CrawlScheduler()
+    return _scheduler
diff --git a/uv.lock b/uv.lock
index b79828a..149044d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -109,6 +109,15 @@ wheels = [
     { url = "http://mirrors.aliyun.com/pypi/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e" },
 ]
 
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+source = { registry = "http://mirrors.aliyun.com/pypi/simple" }
+sdist = { url = "http://mirrors.aliyun.com/pypi/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4" }
+wheels = [
+    { url = "http://mirrors.aliyun.com/pypi/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320" },
+]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -150,6 +159,18 @@ wheels = [
     { url = "http://mirrors.aliyun.com/pypi/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c" },
 ]
 
+[[package]]
+name = "apscheduler"
+version = "3.11.2"
+source = { registry = "http://mirrors.aliyun.com/pypi/simple" }
+dependencies = [
+    { name = "tzlocal" },
+]
+sdist = { url = "http://mirrors.aliyun.com/pypi/packages/07/12/3e4389e5920b4c1763390c6d371162f3784f86f85cd6d6c1bfe68eef14e2/apscheduler-3.11.2.tar.gz", hash = "sha256:2a9966b052ec805f020c8c4c3ae6e6a06e24b1bf19f2e11d91d8cca0473eef41" }
+wheels = [
+    { url = "http://mirrors.aliyun.com/pypi/packages/9f/64/2e54428beba8d9992aa478bb8f6de9e4ecaa5f8f513bcfd567ed7fb0262d/apscheduler-3.11.2-py3-none-any.whl", hash = "sha256:ce005177f741409db4e4dd40a7431b76feb856b9dd69d57e0da49d6715bfd26d" },
+]
+
 [[package]]
 name = "attrs"
 version = "26.1.0"
@@ -349,6 +370,22 @@ wheels = [
     { url = "http://mirrors.aliyun.com/pypi/packages/55/e2/2537ebcff11c1ee1ff17d8d0b6f4db75873e3b0fb32c2d4a2ee31ecb310a/docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708" },
 ]
 
+[[package]]
+name = "fastapi"
+version = "0.135.2"
+source = { registry = "http://mirrors.aliyun.com/pypi/simple" }
+dependencies = [
+    { name = "annotated-doc" },
+    { name = "pydantic" },
+    { name = "starlette" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "http://mirrors.aliyun.com/pypi/packages/c4/73/5903c4b13beae98618d64eb9870c3fac4f605523dd0312ca5c80dadbd5b9/fastapi-0.135.2.tar.gz", hash = "sha256:88a832095359755527b7f63bb4c6bc9edb8329a026189eed83d6c1afcf419d56" }
+wheels = [
+    { url = "http://mirrors.aliyun.com/pypi/packages/8f/ea/18f6d0457f9efb2fc6fa594857f92810cadb03024975726db6546b3d6fcf/fastapi-0.135.2-py3-none-any.whl", hash = "sha256:0af0447d541867e8db2a6a25c23a8c4bd80e2394ac5529bd87501bbb9e240ca5" },
+]
+
 [[package]]
 name = "frozenlist"
 version = "1.8.0"
@@ -499,6 +536,35 @@ wheels = [
     { url = "http://mirrors.aliyun.com/pypi/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55" },
 ]
 
+[[package]]
+name = "httptools"
+version = "0.7.1"
+source = { registry = "http://mirrors.aliyun.com/pypi/simple" }
+sdist = { url = "http://mirrors.aliyun.com/pypi/packages/b5/46/120a669232c7bdedb9d52d4aeae7e6c7dfe151e99dc70802e2fc7a5e1993/httptools-0.7.1.tar.gz", hash = "sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9" }
+wheels = [
+    { url = "http://mirrors.aliyun.com/pypi/packages/53/7f/403e5d787dc4942316e515e949b0c8a013d84078a915910e9f391ba9b3ed/httptools-0.7.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/2a/0d/7f3fd28e2ce311ccc998c388dd1c53b18120fda3b70ebb022b135dc9839b/httptools-0.7.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/84/a6/b3965e1e146ef5762870bbe76117876ceba51a201e18cc31f5703e454596/httptools-0.7.1-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/11/7d/71fee6f1844e6fa378f2eddde6c3e41ce3a1fb4b2d81118dd544e3441ec0/httptools-0.7.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/22/a5/079d216712a4f3ffa24af4a0381b108aa9c45b7a5cc6eb141f81726b1823/httptools-0.7.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/e9/9e/025ad7b65278745dee3bd0ebf9314934c4592560878308a6121f7f812084/httptools-0.7.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/6d/de/40a8f202b987d43afc4d54689600ff03ce65680ede2f31df348d7f368b8f/httptools-0.7.1-cp312-cp312-win_amd64.whl", hash = "sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/09/8f/c77b1fcbfd262d422f12da02feb0d218fa228d52485b77b953832105bb90/httptools-0.7.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3" },
+    { url = "http://mirrors.aliyun.com/pypi/packages/0a/1a/22887f53602feaa066354867bc49a68fc295c2293433177ee90870a7d517/httptools-0.7.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca" },
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+]
+
 [[package]]
 name = "httpx"
 version = "0.28.1"
@@ -1041,6 +1107,52 @@ wheels = [
     { url = "http://mirrors.aliyun.com/pypi/packages/c6/78/397db326746f0a342855b81216ae1f0a32965deccfd7c830a2dbc66d2483/pytokens-0.4.1-py3-none-any.whl", hash = "sha256:26cef14744a8385f35d0e095dc8b3a7583f6c953c2e3d269c7f82484bf5ad2de" },
 ]
 
+[[package]]
+name = "pyyaml"
+version = "6.0.3"
+source = { registry = "http://mirrors.aliyun.com/pypi/simple" }
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+]
+
 [[package]]
 name = "yarl"
 version = "1.23.0"
@@ -1277,11 +1594,14 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "aiohttp" },
+    { name = "apscheduler" },
     { name = "cryptography" },
+    { name = "fastapi" },
     { name = "pydantic" },
     { name = "pydantic-settings" },
     { name = "pymysql" },
     { name = "sqlalchemy" },
+    { name = "uvicorn", extra = ["standard"] },
     { name = "ylhp-boss-hr" },
 ]
 
@@ -1301,8 +1621,10 @@ llm = [
 requires-dist = [
     { name = "aiohttp", specifier = ">=3.8" },
     { name = "anthropic", marker = "extra == 'llm'", specifier = ">=0.20" },
+    { name = "apscheduler", specifier = ">=3.10" },
     { name = "black", marker = "extra == 'dev'", specifier = ">=23.0" },
     { name = "cryptography", specifier = ">=41.0" },
+    { name = "fastapi", specifier = ">=0.110" },
     { name = "openai", marker = "extra == 'llm'", specifier = ">=1.0" },
     { name = "pydantic", specifier = ">=2.0" },
     { name = "pydantic-settings", specifier = ">=2.0" },
@@ -1311,6 +1633,7 @@ requires-dist = [
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=0.21" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.1" },
     { name = "sqlalchemy", specifier = ">=2.0" },
+    { name = "uvicorn", extras = ["standard"], specifier = ">=0.27" },
     { name = "ylhp-boss-hr", specifier = ">=1.37" },
 ]
 provides-extras = ["llm", "dev"]