mcp-server-data-exploration

local-only server

The server can only run on the client’s local machine because it depends on local resources.

Integrations

  • The MCP Server provides examples of data exploration using Kaggle datasets, demonstrating how to analyze and visualize large datasets such as USA Real Estate and UK Weather History.

  • The MCP Server includes a video demonstration hosted on YouTube showing how to use the tool for exploring California real estate listing prices data.

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.

πŸš€ 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

Case 2: Weather in London

πŸ“¦ 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

βš™οΈ 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Development (Unpublished Servers)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" ] } }

πŸ› οΈ 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

🀝 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)

πŸ“œ License

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

πŸ’¬ 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.