MCP-Mirror

MCP Server for Data Exploration

Community MCP-Mirror
Updated

A MCP server project

MCP Server for Data Exploration

MCP Server is a versatile tool designed for interactive data exploration.

Your personal Data Scientist assistant, turning complex datasets into clear, actionable insights.

๐Ÿš€ Try it Out

  1. Download Claude Desktop

  2. Install and Set Up

    • On macOS, run the following command in your terminal:
    python setup.py
    
  3. Load Templates and Tools

    • Once the server is running, wait for the prompt template and tools to load in Claude Desktop.
  4. Start Exploring

    • Select the explore-data prompt template from MCP
    • Begin your conversation by providing the required inputs:
      • csv_path: Local path to the CSV file
      • topic: The topic of exploration (e.g., "Weather patterns in New York" or "Housing prices in California")

Examples

These are examples of how you can use MCP Server to explore data without any human intervention.

Case 1: California Real Estate Listing Prices

  • Kaggle Dataset: USA Real Estate Dataset
  • Size: 2,226,382 entries (178.9 MB)
  • Topic: Housing price trends in California

Watch the video

Case 2: Weather in London

๐Ÿ“ฆ Components

Prompts

  • explore-data: Tailored for data exploration tasks

Tools

  1. load-csv

    • Function: Loads a CSV file into a DataFrame
    • Arguments:
      • csv_path (string, required): Path to the CSV file
      • df_name (string, optional): Name for the DataFrame. Defaults to df_1, df_2, etc., if not provided
  2. run-script

    • Function: Executes a Python script
    • Arguments:
      • script (string, required): The script to execute

โš™๏ธ Modifying the Server

Claude Desktop Configurations

  • macOS: ~/Library/Application\ Support/Claude/claude_desktop_config.json
  • Windows: %APPDATA%/Claude/claude_desktop_config.json

Development (Unpublished Servers)

"mcpServers": {
  "mcp-server-ds": {
    "command": "uv",
    "args": [
      "--directory",
      "/Users/username/src/mcp-server-ds",
      "run",
      "mcp-server-ds"
    ]
  }
}

Published Servers

"mcpServers": {
  "mcp-server-ds": {
    "command": "uvx",
    "args": [
      "mcp-server-ds"
    ]
  }
}

๐Ÿ› ๏ธ Development

Building and Publishing

  1. Sync Dependencies

    uv sync
    
  2. Build Distributions

    uv build
    

    Generates source and wheel distributions in the dist/ directory.

  3. Publish to PyPI

    uv publish
    

๐Ÿค Contributing

Contributions are welcome! Whether you're fixing bugs, adding features, or improving documentation, your help makes this project better.

Reporting Issues

If you encounter bugs or have suggestions, open an issue in the issues section. Include:

  • Steps to reproduce (if applicable)
  • Expected vs. actual behavior
  • Screenshots or error logs (if relevant)

๐Ÿ“œ License

This project is licensed under the MIT License.See the LICENSE file for details.

๐Ÿ’ฌ Get in Touch

Questions? Feedback? Open an issue or reach out to the maintainers. Let's make this project awesome together!

About

This is an open source project run by ReadingPlus.AI LLC. and open to contributions from the entire community.

MCP Server ยท Populars

MCP Server ยท New

    82ch

    MCP-Dandan - MCP Security Framework

    MCP Security Solution for Agentic AI โ€” real-time proxying, behavior analysis, and malicious tool detection

    Community 82ch
    Vvkmnn

    claude-historian-mcp

    ๐Ÿค– An MCP server for Claude Code conversation history

    Community Vvkmnn
    tommyreid622

    Polymarket Copy Trading Bot

    Polymarket trading bot: Polymarket copytrading bot, Polymarket arbitrage bot on Polymarket, Monitor real price on Polymarket and calculate prob and automatically mirror positions with intelligent sizing and safety checks on Polymarket.(copytrading bot & arbitrage bot))

    Community tommyreid622
    aws

    MCP Proxy for AWS

    AWS MCP Proxy Server

    Community aws
    railsblueprint

    Blueprint MCP

    MCP server for browser automation across Chrome, Firefox, and Safari using real browser profiles

    Community railsblueprint