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needle-mcp

MCP.Pizza Chef: needle-ai

Needle MCP Server is a Model Context Protocol server that integrates Needle's advanced document management and search functionalities directly into MCP workflows. It enables organizing, storing, and performing powerful searches on documents through Claude's Desktop Application, enhancing real-time context retrieval for AI models. This server facilitates efficient document handling and search operations within the MCP ecosystem, making it ideal for developers building AI agents and copilots that require quick access to structured document data. The integration supports streamlined workflows by leveraging Needle's capabilities in a secure, observable, and scalable manner.

Use This MCP server To

Organize and store documents for AI context Perform advanced document searches via Claude Desktop Enable real-time document retrieval in AI workflows Integrate Needle search into MCP-based agents Enhance AI copilots with document management Support multi-step reasoning with document context

README

Build Agents with Needle MCP Server

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Screenshot of Feature - Claude

MCP (Model Context Protocol) server to manage documents and perform searches using Needle through Claude’s Desktop Application.

Needle Server MCP server

Table of Contents


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.

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:

Using commands in Claude Desktop

  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

Screen.Recording.2024-12-17.at.12.mp4

Youtube Video Explanation

For a full walkthrough on using the Needle MCP Server with Claude and Claude Desktop, watch this YouTube explanation video.


Installation

Installing via Smithery

To install Needle MCP for Claude Desktop automatically via Smithery:

npx -y @smithery/cli install needle-mcp --client claude

Manual Installation

  1. Clone the repository:
git clone https://github.com/yourusername/needle-mcp.git
  1. Install UV globally using Homebrew in Terminal:
brew install uv
  1. Create claude_desktop_config.json:

    • For MacOS: Open directory ~/Library/Application Support/Claude/ and create the file inside it
    • For Windows: Open directory %APPDATA%/Claude/ and create the file inside it
  2. Add this configuration to claude_desktop_config.json:

{
  "mcpServers": {
    "needle_mcp": {
      "command": "uv",
      "args": [
        "--directory",
        "/path/to/needle-mcp",
        "run",
        "needle-mcp"
      ],
      "env": {
        "NEEDLE_API_KEY": "your_needle_api_key"
      }
    }
  }
}
  1. Get your Needle API key from needle.xyz

  2. Update the config file:

    • Replace /path/to/needle-mcp with your actual repository path
    • Add your Needle API key
  3. Quit Claude completely and reopen it

Usage Examples

  • "Create a new collection called 'Technical Docs'"
  • "Add this document to the collection, which is https://needle-ai.com"
  • "Search the collection for information about AI"
  • "List all my collections"

Troubleshooting

If not working:

  • Make sure UV is installed globally (if not, uninstall with pip uninstall uv and reinstall with brew install uv)
  • Or find UV path with which uv and replace "command": "uv" with the full path
  • Verify your Needle API key is correct
  • Check if the needle-mcp path in config matches your actual repository location

Reset Claude Desktop Configuration

If you're seeing old configurations or the integration isn't working:

  1. Find all Claude Desktop config files:
find / -name "claude_desktop_config.json" 2>/dev/null
  1. Remove all Claude Desktop data:
  • On MacOS: rm -rf ~/Library/Application\ Support/Claude/*
  • On Windows: Delete contents of %APPDATA%/Claude/
  1. Create a fresh config with only Needle:
mkdir -p ~/Library/Application\ Support/Claude
cat > ~/Library/Application\ Support/Claude/claude_desktop_config.json
<< 'EOL'
{
  "mcpServers": {
    "needle_mcp": {
      "command": "uv",
      "args": [
        "--directory",
        "/path/to/needle-mcp",
        "run",
        "needle-mcp"
      ],
      "env": {
        "NEEDLE_API_KEY": "your_needle_api_key"
      }
    }
  }
}
EOL
  1. Completely quit Claude Desktop (Command+Q on Mac) and relaunch it

  2. If you still see old configurations:

  • Check for additional config files in other locations
  • Try clearing browser cache if using web version
  • Verify the config file is being read from the correct location

needle-mcp FAQ

How do I install Needle MCP Server?
Installation instructions are provided in the GitHub repository README, including setup commands for Claude Desktop integration.
Can Needle MCP Server handle large document collections?
Yes, Needle is designed for scalable document management and efficient search across large datasets.
Is Needle MCP Server compatible with other LLM providers?
While optimized for Claude Desktop, Needle MCP Server can be adapted to work with other LLMs like OpenAI and Gemini through MCP clients.
How does Needle MCP Server improve search performance?
It leverages Needle's powerful indexing and retrieval algorithms to provide fast, relevant search results within AI workflows.
What kind of documents can Needle MCP Server manage?
It supports a wide range of document types, including text files, PDFs, and structured data formats.
Does Needle MCP Server support tagging or metadata?
Yes, it allows organizing documents with tags and metadata for enhanced search and retrieval.
How secure is the data managed by Needle MCP Server?
The server follows MCP principles for secure, scoped, and observable interactions, ensuring data privacy and integrity.
Can I see a demo or tutorial for Needle MCP Server?
Yes, a video explanation is available linked in the GitHub README for quick onboarding.