Integrates with AntV charting library through mcp-server-chart to create interactive data visualizations and dashboards from analyzed data
Enables AI-powered data analysis and business intelligence capabilities using pandas DataFrames, including statistical analysis, data manipulation, and automated report generation
ChatBI MCP Server
准备环境
配置LLM API Key
编辑.env
文件,填写LLM信息,要生成代码,建议填写相对比较强的模型,比如GLM 4.5、Qwen-235B-A22B、Kimi K2等,至少Qwen3-32B,规模再小的生成代码质量会比较差,分析效果差。
安装依赖
运行服务
使用
配置ChatBI MCP Server
使用任意支持MCP Server的客户端,比如Cherry Studio,配置如下:
其中验证信息,在config.yaml
中,可以自行修改。默认值为eyJzdWIiOiAidXNlcjEyMyIsICJpYXQiOiAxNzUxODA5ODIwLCAiZXhwIjogMTc1MTgxMzQyMH0
。
注意:超时时间设置长一点,因为涉及LLM生成代码、如果出错还需要改错
添加完成后,点击“保存”,然后点击又上方的开启选项,切换到“工具”标签页:
如果能正常列出工具,说明配置正确。
使用ChatBI MCP Server
常规统计
使用时,记得开启这个MCP Server:
可视化
结合mcp-server-chart使用
综合运用
通过指令,自动化数据分析:
生成数据分析计划:
开始分析:
结果报告:
生成的看板:
This server cannot be installed
remote-capable server
The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.
Enables AI-powered business intelligence and data analysis using pandas and LLM code generation. Supports automated data processing, statistical analysis, and visualization creation through natural language interactions.
Related MCP Servers
- -securityAlicense-qualityProvides database interaction and business intelligence capabilities, enabling users to run SQL queries, analyze business data, and automatically generate business insight memos for Microsoft SQL Server databases.Last updated -37PythonMIT License
- -securityAlicense-qualityProvides econometric modeling capabilities through R, enabling AI assistants to perform sophisticated analyses including linear regression, panel data models, instrumental variables regression, and diagnostic tests.Last updated -29PythonMIT License
- -securityFlicense-qualityEnables LLMs to interact with DataForSEO and other SEO APIs through natural language, allowing for keyword research, SERP analysis, backlink analysis, and local SEO tasks.Last updated -44047TypeScript
- -securityAlicense-qualityEnables AI assistants to interact with Power BI datasets through natural language, allowing users to query data, generate DAX, and get insights without leaving their AI assistant.Last updated -40PythonMIT License