{"repo":"needle-ai/needle-mcp","free":true,"listed":false,"github":"https://github.com/needle-ai/needle-mcp","clone":"git clone https://github.com/needle-ai/needle-mcp.git","description":"Needle MCP Server for easy RAG.Long-term memory for LLMs.","language":"Python","stars":101,"topics":["ai","mcp","modelcontextprotocol","rag","semantic-search"],"license":"MIT","category":"mcp-servers","readme_excerpt":"Build Agents with Needle MCP Server MCP (Model Context Protocol) server to manage documents and perform searches using Needle through Claude's Desktop Application. Table of Contents - Overview - Features - Usage - Commands in Claude Desktop - Result in Needle - Installation - Video Explanation --- Overview Needle MCP Server allows you to: - Organize and store documents for quick retrieval. - Perform powerful searches via Claude's large language model. - Integrate seamlessly with the Needle ecosystem for advanced document management. MCP (Model Context Protocol) standardizes the way LLMs connect to external data sources. You can use Needle MCP Server to easily enable semantic search tools in your AI applications, making data buried in PDFs, DOCX, XLSX, and other files instantly accessible by LLMs. We recommend using our remote MCP server for the best experience - no local setup required. --- Features - Document Management: Easily add and organize documents on the server. - Search & Retrieval: Claude-based natural language search for quick answers. - Easy Integration: Works with Claude Desktop and Needle collections. --- Usage Commands in Claude Desktop Below is an example of how the commands can be used in Claude Desktop to interact with the server: 1. Open Claude Desktop and connect to the Needle MCP Server. 2. Use simple text commands to search, retrieve, or modify documents. 3. Review search results returned by Claude in a user-friendly interface. Result in Needle https://g","default_branch":null,"files":null,"tree":[],"storefront":"/r/needle-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/needle-ai/needle-mcp/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}