Enterprise Operation Insight MCP Server

$git clone https://github.com/handaas/enterprise-operation-mcp-server && cd enterprise-operation-mcp-server && python -m venv mcp_env && source mcp_env/bin/activate && pip install -r requirements.txt
README.md

Comprehensive data insights into enterprise operations and market trends

企业经营分析洞察服务

该MCP服务提供企业运营相关的深度分析，包括经营状况、业务发展、市场表现等多维度运营数据洞察。

主要功能

  • 🔍 企业关键词模糊搜索
  • 📈 企业动向趋势分析
  • 💼 品牌概况查询
  • 🎯 企业榜单排名分析
  • 💰 经营规模评估
  • 📰 舆情情感分析
  • 🚀 相似项目查询
  • 📋 税务资质查询
  • 💸 融资信息分析
  • 🏷️ 产品标签识别

环境要求

  • Python 3.10+
  • 依赖包：python-dotenv, requests, mcp

本地快速启动

1. 克隆项目

git clone https://github.com/handaas/enterprise-operation-mcp-server
cd enterprise-operation-mcp-server

2. 创建虚拟环境&安装依赖

python -m venv mcp_env && source mcp_env/bin/activate
pip install -r requirements.txt

3. 环境配置

复制环境变量模板并配置：

cp .env.example .env

编辑 .env 文件，配置以下环境变量：

INTEGRATOR_ID=your_integrator_id
SECRET_ID=your_secret_id
SECRET_KEY=your_secret_key

4. streamable-http启动服务

python server/mcp_server.py streamable-http

服务将在 http://localhost:8000 启动。

支持启动方式 stdio 或 sse 或 streamable-http

5. Cursor / Cherry Studio MCP配置

{
  "mcpServers": {
    "handaas-mcp-server": {
      "type": "streamableHttp",
      "url": "http://127.0.0.1:8000/mcp"
    }
  }
}

STDIO版安装部署

设置Cursor / Cherry Studio MCP配置

{
  "mcpServers": {
    "enterprise-operation-mcp-server": {
      "command": "uv",
      "args": ["run", "mcp", "run", "{workdir}/server/mcp_server.py"],
      "env": {
        "PATH": "{workdir}/mcp_env/bin:$PATH",
        "PYTHONPATH": "{workdir}/mcp_env",
        "INTEGRATOR_ID": "your_integrator_id",
        "SECRET_ID": "your_secret_id",
        "SECRET_KEY": "your_secret_key"
      }
    }
  }
}

使用官方Remote服务

1. 直接设置Cursor / Cherry Studio MCP配置

{
  "mcpServers": {
    "enterprise-operation-mcp-server":{
      "type": "streamableHttp",
      "url": "https://mcp.handaas.com/enterprise/operation_insight?token={token}"  
      }
  }
}

注意：integrator_id、secret_id、secret_key及token需要登录 https://www.handaas.com/ 进行注册开通平台获取

可用工具

1. operation_insight_fuzzy_search

功能: 企业关键词模糊查询

根据提供的企业名称、人名、品牌、产品、岗位等关键词模糊查询相关企业列表。

参数:

  • matchKeyword (必需): 匹配关键词 - 查询各类信息包含匹配关键词的企业
  • pageIndex (可选): 分页开始位置
  • pageSize (可选): 分页结束位置 - 一页最多获取50条数据

返回值:

  • total: 总数
  • resultList: 结果列表，包含企业基本信息

2. operation_insight_company_trends

功能: 企业动向趋势分析

查询企业近3至12个月的动向标签数据，包括人员扩张、开设/注销分子公司、新增城市、新增融资、异地中标、入选榜单、法人变更、租约临期等动向。

参数:

  • matchKeyword (必需): 匹配关键词 - 企业名称/注册号/统一社会信用代码/企业id
  • keywordType (可选): 主体类型枚举 - name/nameId/regNumber/socialCreditCode

返回值:

  • isStaffExpandIn3Month/6Month/12Month: 是否3/6/12个月内人员扩张
  • isFoundSubsidiaryIn3Month: 是否3个月内开设子公司
  • isCancelSubsidiaryIn3Month: 是否3个月内注销子公司
  • isFoundBranchIn3Month: 是否3个月内开设分公司
  • isCancelBranchIn3Month: 是否3个月内注销分公司
  • isExpandNewCityIn3Month/6Month/12Month: 是否3/6/12个月内新增城市
  • isNewFinancingIn3Month/6Month/12Month: 是否3/6/12个月内新增融资
  • isDiffAreaWinBidIn3Month/6Month/12Month: 是否3/6/12个月内异地中标
  • isAuthorityListIn6Month/12Month: 是否近6/12个月入选榜单
  • isLegalRpAlterIn3Month/6Month/12Month: 是否近3/6/12个月法人变更
  • nYearLeaseAboutToExpire: 剩余租约年限

3. operation_insight_brand_profile

功能: 品牌概况查询

提供企业品牌的基本信息，包括品牌发源地、创立年份、所属行业和主营产品。

参数:

  • matchKeyword (必需): 匹配关键词 - 企业名称/注册号/统一社会信用代码/企业id
  • keywordType (可选): 主体类型枚举 - name/nameId/regNumber/socialCreditCode

返回值:

  • brandCradleList: 品牌发源地
  • brandCreateTime: 品牌创立年份
  • brandIndustryList: 品牌所属行业
  • brandProductList: 主营产品

4. operation_insight_enterprise_rankings

功能: 企业榜单排名分析

查询企业的上榜信息，包括榜单类型、排名、发布年份、榜单级别以及发布单位等信息。

参数:

  • matchKeyword (必需): 匹配关键词 - 企业名称/注册号/统一社会信用代码/企业id
  • keywordType (可选): 主体类型枚举 - name/nameId/regNumber/socialCreditCode
  • pageIndex (可选): 页码
  • pageSize (可选): 分页大小 - 一页最多获取10条数据

返回值:

  • total: 榜单总数
  • resultList: 榜单信息列表
    • rankingListType: 榜单类型（世界500强、中国500强、民营500强等）
    • rankingListCompanyName: 上榜公司名
    • rankingListName: 榜单名称
    • rank: 排名
    • rankingListYear: 发布年份
    • rankingListLevel: 榜单级别
    • rankingListInstitution: 发布单位

5. operation_insight_business_scale

功能: 经营规模评估

获取企业的经营规模相关信息，包括算法评估的企业人员规模及年营业额区间信息。

参数:

  • matchKeyword (必需): 匹配关键词 - 企业名称/注册号/统一社会信用代码/企业id
  • keywordType (可选): 主体类型枚举 - name/nameId/regNumber/socialCreditCode

返回值:

  • enterpriseScale: 人员规模
  • annualTurnover: 年营业额

6. operation_insight_news_sentiment_stats

功能: 舆情情感分析

查询并统计企业的舆情情感类型，包括消极、中立、积极、未知四类情感的分布及其趋势变化。

参数:

  • matchKeyword (必需): 匹配关键词 - 企业名称/注册号/统一社会信用代码/企业id
  • keywordType (可选): 主体类型枚举 - name/nameId/regNumber/socialCreditCode

返回值:

  • newsSentimentStats: 舆情情感类型统计（neutral/negative/positive/unknown）
  • sentimentLabelList: 所有舆情类别列表
  • newsSentimentTrend: 舆情趋势
    • month: 月份（yyyy-mm格式）
    • stats: 情感类型分布

7. operation_insight_similar_projects

功能: 相似项目查询

查询与企业相关的相似项目信息，包括项目所属企业、最新融资轮次、项目概述等。

参数:

  • matchKeyword (必需): 匹配关键词 - 企业名称/注册号/统一社会信用代码/企业id
  • keywordType (可选): 主体类型枚举 - name/nameId/regNumber/socialCreditCode
  • pageIndex (可选): 页码 - 从1开始
  • pageSize (可选): 分页大小 - 一页最多获取10条数据

返回值:

  • total: 总数
    • projectName: 项目名称
    • enterpriseName: 所

Tools (7)

operation_insight_fuzzy_searchFuzzy query for enterprise lists based on keywords like company name, person, brand, or product.
operation_insight_company_trendsAnalyze enterprise trends over 3-12 months including staff expansion, new subsidiaries, and financing.
operation_insight_brand_profileRetrieve brand information including origin, founding year, industry, and main products.
operation_insight_enterprise_rankingsQuery enterprise ranking information including list type, rank, and publishing unit.
operation_insight_business_scaleEvaluate business scale including personnel size and annual turnover intervals.
operation_insight_news_sentiment_statsAnalyze and count public opinion sentiment types (positive, negative, neutral) and trends.
operation_insight_similar_projectsSearch for similar projects related to an enterprise including financing rounds and project overviews.

Environment Variables

INTEGRATOR_IDrequiredIntegrator ID from handaas.com
SECRET_IDrequiredSecret ID from handaas.com
SECRET_KEYrequiredSecret Key from handaas.com

Configuration

claude_desktop_config.json
{"mcpServers": {"enterprise-operation-mcp-server": {"command": "uv", "args": ["run", "mcp", "run", "{workdir}/server/mcp_server.py"], "env": {"PATH": "{workdir}/mcp_env/bin:$PATH", "PYTHONPATH": "{workdir}/mcp_env", "INTEGRATOR_ID": "your_integrator_id", "SECRET_ID": "your_secret_id", "SECRET_KEY": "your_secret_key"}}}}

Try it

→Search for companies related to 'autonomous driving' and show their basic info.
→Analyze the business trends for 'Tencent' over the last 12 months.
→What is the estimated annual turnover and personnel scale for 'ByteDance'?
→Check the public sentiment trends and news distribution for 'Alibaba'.
→Find the market rankings and awards for 'Huawei' in the last few years.

Frequently Asked Questions

What are the key features of Enterprise Operation Insight MCP Server?

Multi-dimensional enterprise data insights including financing and market performance.. Fuzzy keyword search for companies, brands, products, and key personnel.. Sentiment analysis of public opinion with trend tracking.. Operational scale assessment covering personnel and revenue brackets.. Support for multiple connection protocols including STDIO, SSE, and Streamable-HTTP..

What can I use Enterprise Operation Insight MCP Server for?

Investment research to track financing history and personnel expansion of startups.. Competitive analysis to find similar projects and compare market rankings.. Risk management by monitoring negative sentiment trends and business cancellations.. Sales prospecting by identifying companies with recent staff expansion or new city entries.. Brand auditing to verify brand origins, industries, and core product labels..

How do I install Enterprise Operation Insight MCP Server?

Install Enterprise Operation Insight MCP Server by running: git clone https://github.com/handaas/enterprise-operation-mcp-server && cd enterprise-operation-mcp-server && python -m venv mcp_env && source mcp_env/bin/activate && pip install -r requirements.txt

What MCP clients work with Enterprise Operation Insight MCP Server?

Enterprise Operation Insight MCP Server works with any MCP-compatible client including Claude Desktop, Claude Code, Cursor, and other editors with MCP support.

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