Needle

Needle avatar

by Needle AI

ragsearchdocumentsofficial

Production-ready RAG out of the box to search and retrieve data from your own documents.

What is Needle

Build Agents with Needle MCP Server

Screenshot of Feature - Claude

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

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 Claudie Desktop and Needle collections.

Usage

Commands in Claudie Desktop

Below is an example of how the commands can be used in Claudie Desktop to interact with the server:

Using commands in Claudie Desktop

  1. Open Claudie 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://github.com/user-attachments/assets/0235e893-af96-4920-8364-1e86f73b3e6c


Youtube Video Explanation

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


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

How to Use

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Frequently Asked Questions

What is MCP?

MCP (Model Context Protocol) is an open protocol that standardizes how applications provide context to LLMs. Think of MCP like a USB-C port for AI applications, providing a standardized way to connect AI models to different data sources and tools.

What are MCP Servers?

MCP Servers are lightweight programs that expose specific capabilities through the standardized Model Context Protocol. They act as bridges between LLMs like Claude and various data sources or services, allowing secure access to files, databases, APIs, and other resources.

How do MCP Servers work?

MCP Servers follow a client-server architecture where a host application (like Claude Desktop) connects to multiple servers. Each server provides specific functionality through standardized endpoints and protocols, enabling Claude to access data and perform actions through the standardized protocol.

Are MCP Servers secure?

Yes, MCP Servers are designed with security in mind. They run locally with explicit configuration and permissions, require user approval for actions, and include built-in security features to prevent unauthorized access and ensure data privacy.

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