mcp-server-data-exploration  by reading-plus-ai

Data exploration server for interactive dataset analysis

created 7 months ago
449 stars

Top 68.0% on sourcepulse

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Project Summary

MCP Server is a Python-based tool designed for interactive data exploration, acting as a personal data scientist assistant. It transforms complex datasets into actionable insights, targeting users who need to quickly understand and visualize data without extensive coding. The primary benefit is enabling rapid, AI-driven analysis of CSV files.

How It Works

The server leverages a prompt template and custom tools to interact with large language models (LLMs) like Claude. Users provide a CSV file path and a topic, and the server orchestrates the LLM to perform data loading, analysis, and visualization. Key components include the explore-data prompt template and tools for loading CSVs (load-csv) and executing Python scripts (run-script). This approach automates the iterative process of data exploration.

Quick Start & Requirements

  • Install via: python setup.py
  • Prerequisites: Claude Desktop, Python.
  • Setup: Requires downloading and configuring Claude Desktop.

Highlighted Details

  • Supports interactive data exploration with LLMs.
  • Includes tools for CSV loading and script execution.
  • Provides example use cases with large datasets (e.g., California Real Estate, London Weather).
  • Offers specific visualization examples like "London Temperature Trends."

Maintenance & Community

  • Developed by ReadingPlus.AI LLC.
  • Open to community contributions via GitHub issues.

Licensing & Compatibility

  • Licensed under the MIT License.
  • Permissive for commercial use and closed-source linking.

Limitations & Caveats

The README mentions configuration for Claude Desktop but does not detail the LLM integration specifics or potential costs associated with LLM API usage. The setup process relies on external software (Claude Desktop), which may introduce additional dependencies or compatibility issues.

Health Check
Last commit

4 months ago

Responsiveness

Inactive

Pull Requests (30d)
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Issues (30d)
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Star History
138 stars in the last 90 days

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