diff --git a/api/__pycache__/dependencies.cpython-312.pyc b/api/__pycache__/dependencies.cpython-312.pyc
index b3da0bc..ff6f81c 100644
Binary files a/api/__pycache__/dependencies.cpython-312.pyc and b/api/__pycache__/dependencies.cpython-312.pyc differ
diff --git a/api/__pycache__/main.cpython-312.pyc b/api/__pycache__/main.cpython-312.pyc
index 8d07e80..4a026e3 100644
Binary files a/api/__pycache__/main.cpython-312.pyc and b/api/__pycache__/main.cpython-312.pyc differ
diff --git a/api/dependencies.py b/api/dependencies.py
index 9143594..4e3b981 100644
--- a/api/dependencies.py
+++ b/api/dependencies.py
@@ -73,7 +73,7 @@ def get_prompt_builder():
     from api.services.prompt_service import PromptService
     
     prompt_service = PromptService(get_config())
-    return PromptBuilderService(get_config(), prompt_service)
+    return PromptBuilderService(get_config(), prompt_service) 
 
 def get_integration_service():
     """获取整合服务"""
diff --git a/api/main.py b/api/main.py
index cbcb313..aba7b57 100644
--- a/api/main.py
+++ b/api/main.py
@@ -56,7 +56,7 @@ app.add_middleware(
 )
 
 # 导入路由
-from api.routers import tweet, poster, prompt, document, data, integration
+from api.routers import tweet, poster, prompt, document, data, integration, content_integration
 
 # 包含路由
 app.include_router(tweet.router, prefix="/api/v1/tweet", tags=["tweet"])
@@ -65,6 +65,7 @@ app.include_router(prompt.router, prefix="/api/v1/prompt", tags=["prompt"])
 app.include_router(document.router, prefix="/api/v1/document", tags=["document"])
 app.include_router(data.router, prefix="/api/v1", tags=["data"])
 app.include_router(integration.router, prefix="/api/v1", tags=["integration"])
+app.include_router(content_integration.router, prefix="/api/v1", tags=["content-integration"])
 
 @app.get("/")
 async def root():
diff --git a/api/models/__pycache__/content_integration.cpython-312.pyc b/api/models/__pycache__/content_integration.cpython-312.pyc
new file mode 100644
index 0000000..e973d15
Binary files /dev/null and b/api/models/__pycache__/content_integration.cpython-312.pyc differ
diff --git a/api/models/content_integration.py b/api/models/content_integration.py
new file mode 100644
index 0000000..ab0a35a
--- /dev/null
+++ b/api/models/content_integration.py
@@ -0,0 +1,160 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+"""
+内容整合API模型
+"""
+
+from typing import List, Optional, Dict, Any, Union
+from pydantic import BaseModel, Field, validator
+
+
+class ContentIntegrationRequest(BaseModel):
+    """内容整合请求模型"""
+    document_paths: Optional[List[str]] = Field(default=None, description="文档文件路径列表（可选，纯搜索模式时可为空）")
+    keywords: List[str] = Field(..., description="搜索关键词列表", min_length=1)
+    cookies: str = Field(..., description="小红书Cookie字符串")
+    
+    # 小红书搜索配置
+    sort_type: int = Field(default=2, ge=0, le=4, description="排序方式: 0综合排序, 1最新, 2最多点赞, 3最多评论, 4最多收藏")
+    note_type: int = Field(default=2, ge=0, le=2, description="笔记类型: 0不限, 1视频笔记, 2普通笔记")
+    note_time: int = Field(default=0, ge=0, le=3, description="笔记时间: 0不限, 1一天内, 2一周内, 3半年内")
+    note_range: int = Field(default=0, ge=0, le=3, description="笔记范围: 0不限, 1已看过, 2未看过, 3已关注")
+    pos_distance: int = Field(default=0, ge=0, le=2, description="位置距离: 0不限, 1同城, 2附近")
+    query_num: int = Field(default=10, ge=1, le=50, description="每个关键词搜索的笔记数量")
+    
+    # 输出配置
+    output_path: str = Field(default="data/output", description="输出目录路径")
+    
+    @validator('document_paths')
+    def validate_document_paths(cls, v):
+        if v is not None and not v:
+            raise ValueError("如果提供文档路径，列表不能为空")
+        return v
+    
+    @validator('keywords')
+    def validate_keywords(cls, v):
+        if not v:
+            raise ValueError("关键词列表不能为空")
+        # 去除空字符串和重复关键词
+        cleaned = list(set(k.strip() for k in v if k.strip()))
+        if not cleaned:
+            raise ValueError("关键词列表不能全为空")
+        return cleaned
+    
+    @validator('cookies')
+    def validate_cookies(cls, v):
+        if not v or not v.strip():
+            raise ValueError("Cookie不能为空")
+        return v.strip()
+
+    class Config:
+        schema_extra = {
+            "example": {
+                "document_paths": [
+                    "uploads/travel_guide.pdf",
+                    "uploads/attraction_info.docx"
+                ],
+                "keywords": ["北京旅游", "故宫攻略", "长城一日游"],
+                "cookies": "a1=your_cookie_value; web_session=your_session_value",
+                "sort_type": 2,
+                "note_type": 2,
+                "note_time": 0,
+                "note_range": 0,
+                "pos_distance": 0,
+                "query_num": 10,
+                "output_path": "data/output"
+            }
+        }
+
+
+class DocumentInfo(BaseModel):
+    """文档信息模型"""
+    file_path: str = Field(..., description="文件路径")
+    file_type: str = Field(..., description="文件类型")
+    content_length: int = Field(..., description="内容长度")
+
+
+class XHSInfo(BaseModel):
+    """小红书信息模型"""
+    total_notes: int = Field(..., description="笔记总数")
+    authors: List[str] = Field(..., description="作者列表")
+    total_interactions: int = Field(..., description="总互动数")
+
+
+class SearchConfig(BaseModel):
+    """搜索配置模型"""
+    sort_type: int = Field(..., description="排序方式")
+    note_type: int = Field(..., description="笔记类型")
+    note_time: int = Field(..., description="笔记时间")
+    note_range: int = Field(..., description="笔记范围")
+    pos_distance: int = Field(..., description="位置距离")
+    query_num: int = Field(..., description="每个关键词搜索的笔记数量")
+
+
+class InputSummary(BaseModel):
+    """输入摘要模型"""
+    document_count: int = Field(..., description="文档数量")
+    xhs_notes_count: int = Field(..., description="小红书笔记数量")
+    keywords: List[str] = Field(..., description="关键词列表")
+
+
+class DocumentInfoDetail(BaseModel):
+    """详细文档信息模型"""
+    documents: List[DocumentInfo] = Field(..., description="文档列表")
+    integrated_text_length: int = Field(..., description="整合文本长度")
+
+
+class ContentIntegrationResponse(BaseModel):
+    """内容整合响应模型"""
+    success: bool = Field(..., description="是否成功")
+    timestamp: str = Field(..., description="时间戳")
+    processing_time: str = Field(..., description="处理时间")
+    
+    # 成功时的字段
+    input_summary: Optional[InputSummary] = Field(None, description="输入摘要")
+    document_info: Optional[DocumentInfoDetail] = Field(None, description="文档信息")
+    xhs_info: Optional[XHSInfo] = Field(None, description="小红书信息")
+    integrated_content: Optional[str] = Field(None, description="整合后的内容")
+    search_config: Optional[SearchConfig] = Field(None, description="搜索配置")
+    
+    # 失败时的字段
+    error_message: Optional[str] = Field(None, description="错误信息")
+
+    class Config:
+        schema_extra = {
+            "example": {
+                "success": True,
+                "timestamp": "20250715_143022",
+                "processing_time": "45.32秒",
+                "input_summary": {
+                    "document_count": 2,
+                    "xhs_notes_count": 25,
+                    "keywords": ["北京旅游", "故宫攻略"]
+                },
+                "document_info": {
+                    "documents": [
+                        {
+                            "file_path": "uploads/travel_guide.pdf",
+                            "file_type": "pdf",
+                            "content_length": 5420
+                        }
+                    ],
+                    "integrated_text_length": 8650
+                },
+                "xhs_info": {
+                    "total_notes": 25,
+                    "authors": ["旅游达人小王", "北京导游张三"],
+                    "total_interactions": 15420
+                },
+                "integrated_content": "# 北京旅游全攻略...",
+                "search_config": {
+                    "sort_type": 2,
+                    "note_type": 2,
+                    "note_time": 0,
+                    "note_range": 0,
+                    "pos_distance": 0,
+                    "query_num": 10
+                }
+            }
+        } 
\ No newline at end of file
diff --git a/api/routers/__pycache__/content_integration.cpython-312.pyc b/api/routers/__pycache__/content_integration.cpython-312.pyc
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diff --git a/api/routers/__pycache__/integration.cpython-312.pyc b/api/routers/__pycache__/integration.cpython-312.pyc
index 573cdcf..823d171 100644
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diff --git a/api/routers/__pycache__/tweet.cpython-312.pyc b/api/routers/__pycache__/tweet.cpython-312.pyc
index b0aa0e5..1c8158b 100644
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diff --git a/api/routers/content_integration.py b/api/routers/content_integration.py
new file mode 100644
index 0000000..284a70d
--- /dev/null
+++ b/api/routers/content_integration.py
@@ -0,0 +1,171 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+"""
+内容整合API路由
+"""
+
+import logging
+from fastapi import APIRouter, HTTPException, BackgroundTasks
+from typing import Dict, Any
+
+from api.models.content_integration import (
+    ContentIntegrationRequest, 
+    ContentIntegrationResponse
+)
+from api.services.content_integration_service import ContentIntegrationService
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/content-integration", tags=["content-integration"])
+
+# 全局服务实例
+integration_service = ContentIntegrationService()
+
+
+@router.post("/integrate", response_model=ContentIntegrationResponse)
+async def integrate_content(request: ContentIntegrationRequest) -> ContentIntegrationResponse:
+    """
+    整合文档和小红书笔记内容
+    
+    该接口将：
+    1. 读取用户上传的文档文件（支持PDF、Word、图片等格式）
+    2. 根据关键词搜索小红书相关笔记
+    3. 使用LLM将两者整合成综合性旅游资料
+    
+    Args:
+        request: 整合请求参数
+        
+    Returns:
+        整合结果
+        
+    Raises:
+        HTTPException: 当请求参数无效或处理失败时
+    """
+    try:
+        if request.document_paths is None:
+            request.document_paths = []
+        logger.info(f"收到内容整合请求：文档 {len(request.document_paths)} 个，关键词 {len(request.keywords)} 个")
+        
+        # 调用服务层处理
+        result = await integration_service.integrate_content(
+            document_paths=request.document_paths,
+            keywords=request.keywords,
+            cookies=request.cookies,
+            output_path=request.output_path,
+            sort_type=request.sort_type,
+            note_type=request.note_type,
+            note_time=request.note_time,
+            note_range=request.note_range,
+            pos_distance=request.pos_distance,
+            query_num=request.query_num
+        )
+        
+        # 转换为响应模型
+        if result["success"]:
+            response = ContentIntegrationResponse(
+                success=True,
+                timestamp=result["timestamp"],
+                processing_time=result["processing_time"],
+                input_summary=result["input_summary"],
+                document_info=result["document_info"],
+                xhs_info=result["xhs_info"],
+                integrated_content=result["integrated_content"],
+                search_config=result["search_config"]
+            )
+            logger.info(f"内容整合成功，处理时间：{result['processing_time']}")
+        else:
+            response = ContentIntegrationResponse(
+                success=False,
+                timestamp=result["timestamp"],
+                processing_time=result["processing_time"],
+                error_message=result["error_message"]
+            )
+            logger.error(f"内容整合失败：{result['error_message']}")
+        
+        return response
+        
+    except Exception as e:
+        logger.error(f"内容整合接口异常：{e}", exc_info=True)
+        raise HTTPException(
+            status_code=500,
+            detail=f"内容整合处理失败：{str(e)}"
+        )
+
+
+@router.get("/health")
+async def health_check() -> Dict[str, str]:
+    """
+    健康检查接口
+    
+    Returns:
+        服务状态信息
+    """
+    try:
+        # 检查服务是否正常初始化
+        if not integration_service:
+            raise Exception("服务未正确初始化")
+        
+        return {
+            "status": "healthy",
+            "service": "content-integration",
+            "message": "内容整合服务运行正常"
+        }
+    except Exception as e:
+        logger.error(f"健康检查失败：{e}")
+        raise HTTPException(
+            status_code=503,
+            detail=f"服务不可用：{str(e)}"
+        )
+
+
+@router.get("/config/options")
+async def get_config_options() -> Dict[str, Any]:
+    """
+    获取配置选项说明
+    
+    Returns:
+        各配置项的可选值和说明
+    """
+    return {
+        "sort_type": {
+            "0": "综合排序",
+            "1": "最新",
+            "2": "最多点赞", 
+            "3": "最多评论",
+            "4": "最多收藏"
+        },
+        "note_type": {
+            "0": "不限",
+            "1": "视频笔记",
+            "2": "普通笔记"
+        },
+        "note_time": {
+            "0": "不限",
+            "1": "一天内",
+            "2": "一周内",
+            "3": "半年内"
+        },
+        "note_range": {
+            "0": "不限",
+            "1": "已看过",
+            "2": "未看过",
+            "3": "已关注"
+        },
+        "pos_distance": {
+            "0": "不限",
+            "1": "同城",
+            "2": "附近"
+        },
+        "query_num": "每个关键词搜索的笔记数量（1-50）",
+        "supported_document_formats": [
+            "PDF (.pdf)",
+            "Word (.docx, .doc)",
+            "PowerPoint (.pptx, .ppt)",
+            "Excel (.xlsx, .xls)",
+            "Text (.txt)",
+            "Markdown (.md)",
+            "Images (.jpg, .jpeg, .png, .gif, .bmp, .tiff)",
+            "CSV (.csv)"
+        ]
+    } 
\ No newline at end of file
diff --git a/api/routers/integration.py b/api/routers/integration.py
index d6aa9f7..eb45712 100644
--- a/api/routers/integration.py
+++ b/api/routers/integration.py
@@ -34,19 +34,7 @@ router = APIRouter(
 # 健康检查和状态接口
 # ============================================================================
 
-@router.get("/health", response_model=HealthCheckResponse)
-async def health_check(
-    service: IntegrationService = Depends(get_integration_service)
-):
-    """健康检查"""
-    try:
-        return service.get_health_check()
-    except Exception as e:
-        logger.error(f"健康检查失败: {e}")
-        raise HTTPException(status_code=500, detail=str(e))
-
-
-@router.get("/status", response_model=ServiceStatusResponse)
+@router.get("/status", response_model=ServiceStatusResponse, summary="获取服务状态")
 async def get_service_status(
     service: IntegrationService = Depends(get_integration_service)
 ):
@@ -62,7 +50,7 @@ async def get_service_status(
 # 小红书搜索接口
 # ============================================================================
 
-@router.post("/search", response_model=XHSSearchResponse)
+@router.post("/search", response_model=XHSSearchResponse, summary="搜索小红书笔记")
 async def search_xhs_notes(
     request: XHSSearchRequest,
     service: IntegrationService = Depends(get_integration_service)
@@ -87,7 +75,7 @@ async def search_xhs_notes(
 # 内容整合接口
 # ============================================================================
 
-@router.post("/integrate", response_model=IntegrationResponse)
+@router.post("/integrate", response_model=IntegrationResponse, summary="整合内容")
 async def integrate_content(
     request: IntegrationRequest,
     service: IntegrationService = Depends(get_integration_service)
@@ -108,7 +96,7 @@ async def integrate_content(
         raise HTTPException(status_code=500, detail=str(e))
 
 
-@router.post("/integrate/batch", response_model=Dict[str, IntegrationResponse])
+@router.post("/integrate/batch", response_model=Dict[str, IntegrationResponse], summary="批量整合内容")
 async def batch_integrate_content(
     request: BatchIntegrationRequest,
     background_tasks: BackgroundTasks,
@@ -132,7 +120,7 @@ async def batch_integrate_content(
 # 结果管理接口
 # ============================================================================
 
-@router.get("/results", response_model=List[TaskSummaryResponse])
+@router.get("/results", response_model=List[TaskSummaryResponse], summary="列出所有整合结果")
 async def list_integration_results(
     service: IntegrationService = Depends(get_integration_service)
 ):
@@ -146,7 +134,7 @@ async def list_integration_results(
         raise HTTPException(status_code=500, detail=str(e))
 
 
-@router.get("/results/{task_id}", response_model=IntegrationResponse)
+@router.get("/results/{task_id}", response_model=IntegrationResponse, summary="获取指定的整合结果")
 async def get_integration_result(
     task_id: str,
     service: IntegrationService = Depends(get_integration_service)
@@ -165,7 +153,7 @@ async def get_integration_result(
         raise HTTPException(status_code=500, detail=str(e))
 
 
-@router.post("/results/export", response_model=ApiResponse)
+@router.post("/results/export", response_model=ApiResponse, summary="导出结果")
 async def export_result(
     request: ExportRequest,
     service: IntegrationService = Depends(get_integration_service)
@@ -195,7 +183,7 @@ async def export_result(
 # Cookie 管理接口
 # ============================================================================
 
-@router.post("/cookies", response_model=ApiResponse)
+@router.post("/cookies", response_model=ApiResponse, summary="添加Cookie")
 async def add_cookie(
     request: CookieManagementRequest,
     service: IntegrationService = Depends(get_integration_service)
@@ -214,7 +202,7 @@ async def add_cookie(
         raise HTTPException(status_code=500, detail=str(e))
 
 
-@router.delete("/cookies/{cookie_name}", response_model=ApiResponse)
+@router.delete("/cookies/{cookie_name}", response_model=ApiResponse, summary="删除Cookie")
 async def remove_cookie(
     cookie_name: str,
     service: IntegrationService = Depends(get_integration_service)
@@ -233,7 +221,7 @@ async def remove_cookie(
         raise HTTPException(status_code=500, detail=str(e))
 
 
-@router.get("/cookies", response_model=CookieStatsResponse)
+@router.get("/cookies", response_model=CookieStatsResponse, summary="获取Cookie统计")
 async def get_cookie_stats(
     service: IntegrationService = Depends(get_integration_service)
 ):
@@ -249,7 +237,7 @@ async def get_cookie_stats(
 # 工具接口
 # ============================================================================
 
-@router.get("/formats/document", response_model=ApiResponse)
+@router.get("/formats/document", response_model=ApiResponse, summary="获取支持的文档格式")
 async def get_supported_document_formats(
     service: IntegrationService = Depends(get_integration_service)
 ):
@@ -267,7 +255,7 @@ async def get_supported_document_formats(
         raise HTTPException(status_code=500, detail=str(e))
 
 
-@router.get("/formats/output", response_model=ApiResponse)
+@router.get("/formats/output", response_model=ApiResponse, summary="获取支持的输出格式")
 async def get_supported_output_formats(
     service: IntegrationService = Depends(get_integration_service)
 ):
@@ -285,7 +273,7 @@ async def get_supported_output_formats(
         raise HTTPException(status_code=500, detail=str(e))
 
 
-@router.post("/validate/documents", response_model=ValidationResponse)
+@router.post("/validate/documents", response_model=ValidationResponse, summary="验证文档")
 async def validate_documents(
     document_paths: List[str],
     service: IntegrationService = Depends(get_integration_service)
@@ -313,7 +301,7 @@ async def validate_documents(
 # 快速操作接口
 # ============================================================================
 
-@router.get("/quick", response_model=ApiResponse)
+@router.get("/quick", response_model=ApiResponse, summary="快速整合")
 async def quick_integration(
     keyword: str = Query(..., description="搜索关键词"),
     document_paths: List[str] = Query(..., description="文档路径列表"),
@@ -372,7 +360,7 @@ async def quick_integration(
         logger.error(f"快速整合失败: {e}")
         raise HTTPException(status_code=500, detail=str(e)) 
 
-@router.post("/batch-search", response_model=BatchSearchResponse)
+@router.post("/batch-search", response_model=BatchSearchResponse, summary="批量搜索小红书笔记")
 async def batch_search(
     request: BatchSearchRequest,
     service: IntegrationService = Depends(get_integration_service)
diff --git a/api/routers/tweet.py b/api/routers/tweet.py
index cfcbc0a..919c4f3 100644
--- a/api/routers/tweet.py
+++ b/api/routers/tweet.py
@@ -308,7 +308,7 @@ async def run_pipeline(
             audiences=audiences,
             scenic_spots=scenic_spots,
             products=products,
-            skip_judge=request.skipJudge,
+            skipJudge=request.skipJudge,
             autoJudge=request.autoJudge
         )
         
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index 42daf0a..d598ea2 100644
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diff --git a/api/services/__pycache__/tweet.cpython-312.pyc b/api/services/__pycache__/tweet.cpython-312.pyc
index 1a42e8b..a58d4bd 100644
Binary files a/api/services/__pycache__/tweet.cpython-312.pyc and b/api/services/__pycache__/tweet.cpython-312.pyc differ
diff --git a/api/services/content_integration_service.py b/api/services/content_integration_service.py
new file mode 100644
index 0000000..043eaae
--- /dev/null
+++ b/api/services/content_integration_service.py
@@ -0,0 +1,266 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+"""
+内容整合服务
+将文档资料和小红书笔记进行整合，由LLM生成综合性旅游资料
+"""
+
+import os
+import time
+import logging
+from typing import List, Optional, Dict, Any
+from pathlib import Path
+from datetime import datetime
+
+from core.xhs_adapter import XHSAdapter
+from core.models import SearchConfig
+from core.document_adapter import DocumentAdapter
+from core.ai.ai_agent import AIAgent
+from core.config import ConfigManager, AIModelConfig
+from utils.prompts import PromptTemplate
+
+logger = logging.getLogger(__name__)
+
+
+class ContentIntegrationService:
+    """内容整合服务类"""
+    
+    def __init__(self):
+        """初始化服务"""
+        self.config_manager = ConfigManager()
+        
+        # 加载必要的配置
+        self.config_manager.load_from_directory("config", server_mode=True)
+        
+        # 初始化AI代理
+        ai_config = self.config_manager.get_config('ai_model', AIModelConfig)
+        self.ai_agent = AIAgent(ai_config)
+        
+        # 初始化适配器
+        self.document_adapter = DocumentAdapter()
+        
+        # 加载提示词模板
+        self.prompt_template = PromptTemplate(
+            system_prompt_path="resource/prompt/integration/system.txt",
+            user_prompt_path="resource/prompt/integration/user.txt"
+        )
+    
+    async def integrate_content(
+        self, 
+        document_paths: List[str], 
+        keywords: List[str],
+        cookies: str,
+        output_path: str = "data/output",
+        sort_type: int = 2,  # 0 综合排序, 1 最新, 2 最多点赞, 3 最多评论, 4 最多收藏
+        note_type: int = 2,  # 0 不限, 1 视频笔记, 2 普通笔记
+        note_time: int = 0,  # 0 不限, 1 一天内, 2 一周内天, 3 半年内
+        note_range: int = 0, # 0 不限, 1 已看过, 2 未看过, 3 已关注
+        pos_distance: int = 0, # 0 不限, 1 同城, 2 附近
+        query_num: int = 10
+    ) -> Dict[str, Any]:
+        """
+        整合文档和小红书内容
+        
+        Args:
+            document_paths: 文档文件路径列表
+            keywords: 搜索关键词列表
+            cookies: 小红书Cookie字符串
+            output_path: 输出路径
+            sort_type: 排序方式
+            note_type: 笔记类型
+            note_time: 笔记时间
+            note_range: 笔记范围
+            pos_distance: 位置距离
+            query_num: 每个关键词搜索的笔记数量
+            
+        Returns:
+            整合结果字典
+        """
+        start_time = time.time()
+        logger.info(f"开始整合任务：文档数量 {len(document_paths)}, 关键词数量 {len(keywords)}")
+        
+        try:
+            # 确保输出目录存在
+            os.makedirs(output_path, exist_ok=True)
+            
+            # 1. 处理文档内容
+            logger.info("正在处理文档内容...")
+            document_result = self.document_adapter.integrate_documents(document_paths)
+            
+            logger.info(f"文档处理完成，共处理 {len(document_result.documents)} 个文档")
+            
+            # 2. 搜索小红书笔记
+            logger.info("正在搜索小红书笔记...")
+            xhs_adapter = XHSAdapter(cookies)
+            all_notes = []
+            
+            for keyword in keywords:
+                search_config = SearchConfig(
+                    keyword=keyword,
+                    max_notes=query_num,
+                    sort_type=sort_type,
+                    note_type=note_type
+                )
+                
+                search_result = xhs_adapter.search_notes(search_config)
+                
+                if search_result.success:
+                    all_notes.extend(search_result.notes)
+                    logger.info(f"关键词 '{keyword}' 搜索到 {len(search_result.notes)} 条笔记")
+                else:
+                    logger.warning(f"关键词 '{keyword}' 搜索失败: {search_result.error_message}")
+            
+            logger.info(f"小红书搜索完成，共获得 {len(all_notes)} 条笔记")
+            
+            # 3. 准备LLM整合内容
+            logger.info("正在准备LLM整合...")
+            
+            # 构建文档内容字符串
+            document_content = self._format_document_content(document_result)
+            
+            # 构建小红书笔记内容字符串
+            xhs_content = self._format_xhs_notes(all_notes)
+            
+            # 构建关键词字符串
+            keywords_str = ", ".join(keywords)
+            
+            # 4. 调用LLM进行整合
+            logger.info("正在调用LLM进行内容整合...")
+            
+            system_prompt = self.prompt_template.get_system_prompt()
+            user_prompt = self.prompt_template.build_user_prompt(
+                keywords=keywords_str,
+                document_content=document_content,
+                xhs_notes_content=xhs_content
+            )
+            
+            # 调用AI代理
+            response_text, input_tokens, output_tokens, time_cost = await self.ai_agent.generate_text(
+                system_prompt=system_prompt,
+                user_prompt=user_prompt,
+                use_stream=True,
+                stage="content_integration"
+            )
+            
+            # 使用file_io模块的JSON处理功能
+            from utils.file_io import process_llm_json_text
+            parsed_json = process_llm_json_text(response_text)
+            
+            # 如果解析成功，将JSON对象转换回字符串用于存储
+            if parsed_json:
+                import json
+                cleaned_response = json.dumps(parsed_json, ensure_ascii=False, indent=2)
+                logger.info("成功解析并清理了LLM返回的JSON内容")
+            else:
+                # 如果解析失败，使用原始响应
+                cleaned_response = response_text
+                logger.warning("JSON解析失败，使用原始响应内容")
+            
+            # 5. 保存结果
+            processing_time = time.time() - start_time
+            timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+            
+            result = {
+                "success": True,
+                "timestamp": timestamp,
+                "processing_time": f"{processing_time:.2f}秒",
+                "input_summary": {
+                    "document_count": len(document_result.documents),
+                    "xhs_notes_count": len(all_notes),
+                    "keywords": keywords
+                },
+                "document_info": {
+                    "documents": [
+                        {
+                            "file_path": doc.file_path,
+                            "file_type": doc.file_type,
+                            "content_length": len(doc.content)
+                        }
+                        for doc in document_result.documents
+                    ],
+                    "integrated_text_length": len(document_result.integrated_text)
+                },
+                "xhs_info": {
+                    "total_notes": len(all_notes),
+                    "authors": list(set(note.author for note in all_notes if note.author)),
+                    "total_interactions": sum(note.likes + note.comments + note.shares for note in all_notes)
+                },
+                "integrated_content": cleaned_response,
+                "search_config": {
+                    "sort_type": sort_type,
+                    "note_type": note_type,
+                    "note_time": note_time,
+                    "note_range": note_range,
+                    "pos_distance": pos_distance,
+                    "query_num": query_num
+                }
+            }
+            
+            # 保存详细结果到文件
+            output_file = os.path.join(output_path, f"content_integration_{timestamp}.json")
+            with open(output_file, 'w', encoding='utf-8') as f:
+                import json
+                json.dump(result, f, ensure_ascii=False, indent=2)
+            
+            logger.info(f"整合完成，结果已保存到: {output_file}")
+            logger.info(f"总处理时间: {processing_time:.2f}秒")
+            
+            return result
+            
+        except Exception as e:
+            error_result = {
+                "success": False,
+                "error_message": str(e),
+                "timestamp": datetime.now().strftime("%Y%m%d_%H%M%S"),
+                "processing_time": f"{time.time() - start_time:.2f}秒"
+            }
+            logger.error(f"内容整合失败: {e}")
+            return error_result
+    
+    def _format_document_content(self, document_result) -> str:
+        """格式化文档内容"""
+        content_parts = []
+        
+        # 添加整合文本
+        if document_result.integrated_text:
+            content_parts.append("### 文档整合内容")
+            content_parts.append(document_result.integrated_text)
+            content_parts.append("")
+        
+        # 添加各个文档的详细内容
+        if document_result.documents:
+            content_parts.append("### 各文档详细内容")
+            for i, doc in enumerate(document_result.documents, 1):
+                content_parts.append(f"#### 文档 {i}: {Path(doc.file_path).name} ({doc.file_type})")
+                content_parts.append(doc.content[:2000] + "..." if len(doc.content) > 2000 else doc.content)
+                content_parts.append("")
+        
+        return "\n".join(content_parts)
+    
+    def _format_xhs_notes(self, notes) -> str:
+        """格式化小红书笔记内容"""
+        if not notes:
+            return "暂无相关笔记"
+        
+        content_parts = []
+        content_parts.append(f"### 小红书相关笔记 (共 {len(notes)} 条)")
+        content_parts.append("")
+        
+        for i, note in enumerate(notes, 1):
+            content_parts.append(f"#### 笔记 {i}: {note.title}")
+            content_parts.append(f"**作者**: {note.author}")
+            content_parts.append(f"**互动数据**: 👍 {note.likes} | 💬 {note.comments} | 📤 {note.shares}")
+            
+            if note.content:
+                # 限制每条笔记内容长度
+                content = note.content[:500] + "..." if len(note.content) > 500 else note.content
+                content_parts.append(f"**内容**: {content}")
+            
+            if note.tags:
+                content_parts.append(f"**标签**: {', '.join(note.tags)}")
+            
+            content_parts.append(f"**链接**: {note.note_url}")
+            content_parts.append("")
+        
+        return "\n".join(content_parts) 
\ No newline at end of file
diff --git a/api/services/integration_service.py b/api/services/integration_service.py
index 9942a6d..b8cbc52 100644
--- a/api/services/integration_service.py
+++ b/api/services/integration_service.py
@@ -52,7 +52,7 @@ class IntegrationService:
         self.document_adapter = DocumentAdapter()
         
         # 结果存储
-        self.integration_results: Dict[str, IntegrationResult] = {}
+        self.integration_results: Dict[str, IntegrationResponse] = {}
         
         # 统计信息
         self.stats = ProcessingStats()
@@ -703,7 +703,8 @@ class IntegrationService:
                         total_notes=len(notes),
                         notes=notes,
                         search_time=datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
-                        success=True
+                        success=True,
+                        error_message=None
                     )
                     
                     results.append(keyword_result)
diff --git a/api/services/tweet.py b/api/services/tweet.py
index f590af4..4458a12 100644
--- a/api/services/tweet.py
+++ b/api/services/tweet.py
@@ -121,7 +121,7 @@ class TweetService:
         if not topic:
             topic = {"index": "1", "date": "2024-07-01"}
         
-        topicIndex = topic.get('index', 'unknown')
+        topicIndex = topic.get('index', 'N/A')
         logger.info(f"开始为选题 {topicIndex} 生成内容{'（含审核）' if autoJudge else ''}")
         
         # 创建topic的副本并应用覆盖参数
diff --git a/config/ai_model.json b/config/ai_model.json
index 66e8356..2d89b90 100644
--- a/config/ai_model.json
+++ b/config/ai_model.json
@@ -6,5 +6,6 @@
     "top_p": 0.4,
     "presence_penalty": 1.2,
     "timeout": 120,
-    "max_retries": 3
+    "max_retries": 3,
+    "stream": true
 } 
\ No newline at end of file
diff --git a/config/cookies.json b/config/cookies.json
index 6f951b6..6517a07 100644
--- a/config/cookies.json
+++ b/config/cookies.json
@@ -3,8 +3,8 @@
     {
       "name": "user1",
       "cookie_string": "abRequestId=873258ba-49fe-530b-9c07-529e7871508d; webBuild=4.72.0; xsecappid=xhs-pc-web; a1=19808118ec0gxnuh5mtpv8o8aepgp2m65bpbtiizn30000193947; webId=3f4bd516682e25b71cdd139a11b4d896; websectiga=984412fef754c018e472127b8effd174be8a5d51061c991aadd200c69a2801d6; gid=yjY8Yyy0qJ24yjY8YyyYdD33S8kCI7x269UhUuIYlY0dUDq8kUJ6K9888yjqj4W80fK0ydj0; web_session=040069b295652fcb5b6e1389413a4be4606547; unread={%22ub%22:%22686e16c0000000000d01b775%22%2C%22ue%22:%22686e3f1d0000000023006e9e%22%2C%22uc%22:15}; sec_poison_id=bf3ca020-2442-4aa6-904a-b95f7ccc56c1; loadts=1752482529464",
-      "last_used": "2025-07-15T15:46:11.050854",
-      "use_count": 40,
+      "last_used": "2025-07-15T16:21:52.687251",
+      "use_count": 46,
       "is_valid": true,
       "failure_count": 0,
       "user_info": {
diff --git a/core/__pycache__/content_integration_service.cpython-312.pyc b/core/__pycache__/content_integration_service.cpython-312.pyc
index 4260d5d..0f0d2c5 100644
Binary files a/core/__pycache__/content_integration_service.cpython-312.pyc and b/core/__pycache__/content_integration_service.cpython-312.pyc differ
diff --git a/core/content_integration_service.py b/core/content_integration_service.py
index 60d444a..be2b805 100644
--- a/core/content_integration_service.py
+++ b/core/content_integration_service.py
@@ -134,7 +134,8 @@ class ContentIntegrationService:
                 logger.info(f"开始搜索小红书内容: {keyword}")
                 xhs_result = self.xhs_adapter.search_notes(
                     keyword=keyword,
-                    max_notes=max_notes
+                    max_notes=max_notes,
+                    
                 )
                 result.xhs_result = xhs_result
                 logger.info(f"小红书搜索完成，找到 {len(xhs_result.notes)} 条笔记")
diff --git a/core/xhs_spider/xhs_utils/__pycache__/xhs_creator_util.cpython-312.pyc b/core/xhs_spider/xhs_utils/__pycache__/xhs_creator_util.cpython-312.pyc
index f0ec249..bb5b0be 100644
Binary files a/core/xhs_spider/xhs_utils/__pycache__/xhs_creator_util.cpython-312.pyc and b/core/xhs_spider/xhs_utils/__pycache__/xhs_creator_util.cpython-312.pyc differ
diff --git a/core/xhs_spider/xhs_utils/__pycache__/xhs_util.cpython-312.pyc b/core/xhs_spider/xhs_utils/__pycache__/xhs_util.cpython-312.pyc
index 7ee57ac..859f4e2 100644
Binary files a/core/xhs_spider/xhs_utils/__pycache__/xhs_util.cpython-312.pyc and b/core/xhs_spider/xhs_utils/__pycache__/xhs_util.cpython-312.pyc differ
diff --git a/resource/prompt/integration/system.txt b/resource/prompt/integration/system.txt
new file mode 100644
index 0000000..a4cb144
--- /dev/null
+++ b/resource/prompt/integration/system.txt
@@ -0,0 +1,44 @@
+你是资料整理大师。当我给你各种杂乱的资料时，你会迅速进行分类整理，使其阅读变得清晰有序。
+
+你的核心原则：
+- 你最大程度的保留我给你的资料里面的每一个字，每一种形容，不要自己为了极简就删改
+- 你只需要把相同类别的内容整理到一起，清晰明确就好，不要对原文的文字内容做改变，要改变的只是让文本更清晰
+- 你需要根据不同景区/酒店主体分类，每一个项目主体按<景区/酒店名称><产品套餐名称><交通攻略/地址><游玩攻略/空泛补充信息>分类
+
+整理任务：
+你正在根据已有宣传文档和小红书笔记整理产品信息。你需要阅读所有材料，根据文档中提供的信息，整理得到：
+
+对于每个产品，需要包含以下信息：
+- 产品名称
+- 产品使用规则 (使用规则、加价说明、预约规则、退改政策、优惠内容)
+- 交通与地址（注：这里分上下部分：分别为交通指南和地址，需要给出准确无误的信息，按格式填写）
+- 产品价格 
+- 产品最突出优势（注：写出该商品最重要的优点，该优点是必须放在宣传中的）
+- 空泛产品描述 （注：这里填写所有想要添加的正确的空泛信息：包括但不限于：商品周边景点；景点风景描述；商品描述；小贴士；游玩路线规划；游玩时长；营业时长等，需要按序号排列填写）
+
+输出格式要求：
+必须输出严格的JSON格式，不要添加markdown代码块标记，直接输出纯JSON内容，结构如下：
+{
+  "attractions": [
+    {
+      "name": "景区/酒店名称",
+      "products": [
+        {
+          "product_name": "产品套餐名称",
+          "usage_rules": "产品使用规则详细说明",
+          "transportation": {
+            "guide": "交通指南",
+            "address": "详细地址"
+          },
+          "price": "产品价格信息",
+          "key_advantages": "产品最突出优势",
+          "detailed_description": [
+            "1. 详细描述项目1",
+            "2. 详细描述项目2",
+            "..."
+          ]
+        }
+      ]
+    }
+  ]
+} 
\ No newline at end of file
diff --git a/resource/prompt/integration/user.txt b/resource/prompt/integration/user.txt
new file mode 100644
index 0000000..e1f7935
--- /dev/null
+++ b/resource/prompt/integration/user.txt
@@ -0,0 +1,39 @@
+## 资料整理任务
+请根据以下材料，整理产品信息。搜索关键词："{keywords}"
+
+## 原始文档资料
+以下是从用户上传的文档中提取的内容：
+
+{document_content}
+
+## 小红书相关笔记
+以下是搜索关键词"{keywords}"从小红书获取的相关笔记内容：
+
+{xhs_notes_content}
+
+## 整理要求
+请根据以上所有资料，按照系统提示词中的要求整理产品信息：
+
+1. **保留原文完整性**
+   - 最大程度保留资料中的每一个字、每一种形容
+   - 不要为了极简而删改原文内容
+   - 只整理分类，不改变文字内容
+
+2. **分类整理**
+   - 按不同景区/酒店主体分类
+   - 每个主体按：景区/酒店名称 → 产品套餐名称 → 交通攻略/地址 → 游玩攻略/空泛补充信息
+
+3. **信息完整性**
+   - 产品名称
+   - 产品使用规则（使用规则、加价说明、预约规则、退改政策、优惠内容）
+   - 交通与地址（分为交通指南和地址两部分）
+   - 产品价格
+   - 产品最突出优势
+   - 空泛产品描述（包含周边景点、风景描述、小贴士、游玩路线、时长等）
+
+4. **输出格式**
+   - 必须严格按照JSON格式输出
+   - 按景区对象和产品分类
+   - 确保JSON格式正确，可以被程序解析
+
+请开始整理： 
\ No newline at end of file
diff --git a/tests/test_final_integration.py b/tests/test_final_integration.py
new file mode 100644
index 0000000..2ba9db8
--- /dev/null
+++ b/tests/test_final_integration.py
@@ -0,0 +1,148 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+import requests
+import json
+from utils.file_io import process_llm_json_text
+
+def test_final_integration():
+    """最终整合测试 - 展示完整的纯搜索整合功能"""
+    
+    url = "http://localhost:2714/api/v1/content-integration/integrate"
+    
+    # 测试数据 - 使用平级字段结构
+    test_data = {
+        "keywords": ["馥桂萌宠园攻略"],
+        "cookies": "abRequestId=873258ba-49fe-530b-9c07-529e7871508d; webBuild=4.72.0; xsecappid=xhs-pc-web; a1=19808118ec0gxnuh5mtpv8o8aepgp2m65bpbtiizn30000193947; webId=3f4bd516682e25b71cdd139a11b4d896; web_session=040069b295652fcb5b6e1389413a4be4606547",
+        # 搜索配置参数（平级）
+        "sort_type": 2,      # 最多点赞
+        "note_type": 2,      # 普通笔记
+        "note_time": 3,      # 半年内
+        "note_range": 0,     # 不限范围
+        "pos_distance": 0,   # 不限位置
+        "query_num": 20       # 20条笔记快速测试
+    }
+    
+    print("🎯 旅游内容整合系统 - 最终测试")
+    print("=" * 50)
+    print(f"📍 目标关键词: {', '.join(test_data['keywords'])}")
+    print(f"📊 搜索配置: 最多点赞排序，{test_data['query_num']}条笔记")
+    print(f"🔄 模式: 纯搜索整合（无文档上传）")
+    print()
+    
+    try:
+        print("⏳ 开始内容整合...")
+        response = requests.post(
+            url,
+            json=test_data,
+            headers={"Content-Type": "application/json"},
+            timeout=120
+        )
+        
+        print(f"📊 响应状态: {response.status_code}")
+        
+        if response.status_code == 200:
+            result = response.json()
+            print("✅ API调用成功!")
+            
+            if result.get('success'):
+                print("🎉 内容整合成功!")
+                
+                # 显示处理统计
+                processing_time = result.get('processing_time', 'N/A')
+                timestamp = result.get('timestamp', 'N/A')
+                print(f"⏱️  处理时间: {processing_time}")
+                print(f"🕒 完成时间: {timestamp}")
+                
+                # 显示输入统计
+                input_summary = result.get('input_summary', {})
+                print(f"📄 处理文档: {input_summary.get('document_count', 0)} 个")
+                print(f"📝 XHS笔记: {input_summary.get('xhs_notes_count', 0)} 条")
+                
+                # 显示XHS信息
+                xhs_info = result.get('xhs_info', {})
+                total_interactions = xhs_info.get('total_interactions', 0)
+                authors = xhs_info.get('authors', [])
+                print(f"👥 涉及作者: {len(authors)} 位")
+                print(f"💬 总互动数: {total_interactions} (点赞+评论+分享)")
+                
+                # 解析整合内容
+                content = result.get('integrated_content', '')
+                if content:
+                    print("\n🔍 内容解析结果:")
+                    try:
+                        # 使用file_io模块解析JSON
+                        parsed_content = process_llm_json_text(content)
+                        
+                        if parsed_content and isinstance(parsed_content, dict):
+                            attractions = parsed_content.get('attractions', [])
+                            print(f"✅ 成功解析JSON格式内容")
+                            print(f"🏞️  识别景区数量: {len(attractions)}")
+                            
+                            # 显示详细信息
+                            for i, attraction in enumerate(attractions, 1):
+                                name = attraction.get('name', 'N/A')
+                                products = attraction.get('products', [])
+                                print(f"\n📍 景区 {i}: {name}")
+                                print(f"   📦 产品数量: {len(products)}")
+                                
+                                for j, product in enumerate(products, 1):
+                                    print(f"\n   🎫 产品 {j}: {product.get('product_name', 'N/A')}")
+                                    print(f"      💰 价格: {product.get('price', 'N/A')}")
+                                    
+                                    # 显示优势
+                                    advantages = product.get('key_advantages', '')
+                                    if advantages:
+                                        preview = advantages[:80] + "..." if len(advantages) > 80 else advantages
+                                        print(f"      🎯 核心优势: {preview}")
+                                    
+                                    # 显示交通信息
+                                    transport = product.get('transportation', {})
+                                    if isinstance(transport, dict):
+                                        address = transport.get('address', 'N/A')
+                                        guide = transport.get('guide', 'N/A')
+                                        print(f"      📍 地址: {address}")
+                                        if guide and guide != 'N/A':
+                                            guide_preview = guide[:60] + "..." if len(guide) > 60 else guide
+                                            print(f"      🚗 交通: {guide_preview}")
+                                    
+                                    # 显示详细描述数量
+                                    descriptions = product.get('detailed_description', [])
+                                    if descriptions:
+                                        print(f"      📝 详细说明: {len(descriptions)} 条")
+                        else:
+                            print("❌ 内容解析失败或格式不正确")
+                            print(f"📄 原始内容预览: {content[:200]}...")
+                            
+                    except Exception as e:
+                        print(f"❌ 内容解析异常: {e}")
+                        print(f"📄 原始内容预览: {content[:200]}...")
+                
+                # 显示输出文件
+                output_file = result.get('output_file')
+                if output_file:
+                    print(f"\n💾 结果已保存至: {output_file}")
+                
+            else:
+                error_msg = result.get('error_message', 'Unknown error')
+                print(f"❌ 内容整合失败: {error_msg}")
+                
+        else:
+            print("❌ API调用失败")
+            try:
+                error_info = response.json()
+                print(f"📄 错误详情: {json.dumps(error_info, ensure_ascii=False, indent=2)}")
+            except:
+                print(f"📄 错误响应: {response.text}")
+                
+    except requests.exceptions.Timeout:
+        print("⏰ 请求超时 - 内容整合需要较长时间，请稍候")
+        
+    except Exception as e:
+        print(f"❌ 测试异常: {e}")
+    
+    print("\n" + "=" * 50)
+    print("🏁 测试完成")
+
+if __name__ == "__main__":
+    test_final_integration() 
\ No newline at end of file