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Needle RAG MCP

Production-ready RAG for document search and retrieval

Rating

4.1

Votes

0

score

Downloads

982

total

Price

Free

API key required

Works With

Claude CodeCursorWindsurfVS CodeDeveloper tool

About

Needle's MCP server provides production-ready retrieval-augmented generation. Upload documents, build indexes, and perform semantic search for AI-grounded answers.

Handles the full RAG pipeline from document ingestion to retrieval. Returns relevant passages with source attribution.

Requires Needle API key.

Don't lose this

Three weeks from now, you'll want Needle RAG MCP again. Will you remember where to find it?

Save it to your library and the next time you need Needle RAG MCP, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.

⚡ Pro tip for geeks: add a-gnt 🤵🏻‍♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.

🤵🏻‍♂️

a-gnt's Take

Our honest review

This plugs directly into your AI and gives it new abilities it didn't have before. Production-ready RAG for document search and retrieval. Once connected, just ask your AI to use it. It's backed by an active open-source community and verified by the creator. This one just landed in the catalog — worth trying while it's fresh.

Tips for getting started

1

Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.

2

Heads up: this needs an API key to work. You'll get one from the service's website (usually free). The setup guide tells you exactly where.

What's New

Version 1.0.06 days ago

Initial release

Ratings & Reviews

4.1

out of 5

14 ratings

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