Needle
Production-ready RAG service to search and retrieve data from your documents.
1.2K
7 Tools
Packaged by
Requires Secrets
Add to Docker Desktop
Version 4.43 or later needs to be installed to add the server automatically
Tools
| Name | Description |
|---|---|
needle_search | Perform intelligent semantic search across documents in a Needle collection. This tool uses advanced embedding technology to find relevant content based on meaning, not just keywords. The search: - Understands natural language queries - Finds conceptually related content - Returns relevant text passages with source information - Ranks results by semantic relevance Use this tool when you need to: - Find specific information within documents - Answer questions from document content - Research topics across multiple documents - Locate relevant passages and their sources More effective than traditional keyword search for: - Natural language questions - Conceptual queries - Finding related content Returns matching text passages with their source file IDs. |
Manual installation
You can install the MCP server using:
Installation for