needle-ai/needle-mcp

Needle MCP Server for easy RAG.Long-term memory for LLMs.

47
/ 100
Emerging

This tool helps you organize and search through all your documents (like PDFs, Word docs, or Excel sheets) using natural language queries directly within Claude's desktop application. You feed it your documents, and it allows Claude to find specific information within them, acting like a long-term memory for the AI. It's designed for anyone who needs to quickly extract details from a large collection of files using conversational AI.

No commits in the last 6 months.

Use this if you want to ask Claude questions about the content of your personal or work documents and get precise answers, without manually sifting through files.

Not ideal if you don't use Claude's desktop application or primarily deal with unstructured web content rather than your own document collections.

document-management information-retrieval knowledge-base-search research-assistance AI-powered-search
Stale 6m No Package No Dependents
Maintenance 2 / 25
Adoption 9 / 25
Maturity 16 / 25
Community 20 / 25

How are scores calculated?

Stars

97

Forks

27

Language

Python

License

MIT

Last pushed

Jul 27, 2025

Commits (30d)

0

Get this data via API

curl "https://pt-edge.onrender.com/api/v1/quality/mcp/needle-ai/needle-mcp"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.