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Data Analysis MCP Server - Model Context Protocol server for data analysis

Project description

Data Analysis MCP (Python)

一个基于 Model Context Protocol 的数据分析服务器,使用 Python 开发。

功能特性

  • 📊 数据统计分析(均值、中位数、标准差等)
  • 📈 数据可视化(生成图表)
  • 🔍 数据探索(查看数据摘要、缺失值等)
  • 📉 趋势分析
  • 📋 支持 CSV、Excel、JSON 等格式

技术栈

  • Python 3.8+
  • pandas
  • numpy
  • matplotlib
  • seaborn

快速开始

安装依赖

pip install -r requirements.txt

运行

python main.py

MCP 工具列表

1. load-data

加载数据文件

  • 支持 CSV、Excel、JSON 格式

2. describe-data

获取数据摘要统计

  • 行列数
  • 数据类型
  • 缺失值统计
  • 基本统计量

3. analyze-column

分析特定列的数据

  • 唯一值数量
  • 频率分布
  • 数值统计

4. correlation-analysis

相关性分析

  • 计算变量间相关系数
  • 生成相关性矩阵

5. generate-chart

生成数据可视化图表

  • 柱状图
  • 折线图
  • 散点图
  • 箱线图

开发

python main.py

许可证

MIT

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