Needle
Visit ProjectProduction-ready RAG to search and retrieve data from your documents.
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What is Needle?
Needle is a production-ready Retrieval-Augmented Generation (RAG) system designed to search and retrieve data from documents, integrated with Claude’s Desktop Application for enhanced document management and search capabilities.
How to use Needle?
- Setup: Install via Smithery or manually (detailed in installation section below).
- Connect to Claude Desktop: Open Claude Desktop and configure the Needle MCP Server connection.
- Issue Commands: Use natural language commands (e.g., "Search for AI in Technical Docs") to interact with your documents.
- Review Results: Claude processes the commands and displays search results from Needle.
Key Features of Needle
- Document Management: Organize and store documents efficiently.
- Claude Integration: Leverage Claude’s language model for natural language search.
- Needle Ecosystem Compatibility: Works seamlessly with Needle’s advanced document management tools.
- Cross-Platform: Supports MacOS and Windows for broad accessibility.
Use Cases of Needle
- Research & Analysis: Quickly retrieve data from large document collections.
- Knowledge Base Management: Organize and search through technical documentation.
- Content Retrieval: Extract specific information from PDFs, articles, or notes.
- Automated Document Processing: Streamline workflows by automating document searches.
FAQ from Needle
- **What is MCP Server?
MCP (Model Context Protocol) Server is an interface that connects Claude Desktop with document search functionality via Needle.
- **Is Needle MCP free to use?
Yes, but it requires an API key from Needle (available at needle.xyz).
- **What if the integration isn’t working?
Check UV installation, verify the Needle API key, and ensure the config file paths are correct. Reset Claude Desktop configurations if needed.
- **Can I add any document type to Needle?
Yes, Needle MCP Server supports multiple document types (e.g., links, PDFs) as long as they are accessible via Needle’s API.
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
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:
- Open Claude Desktop and connect to the Needle MCP Server.
- Use simple text commands to search, retrieve, or modify documents.
- 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 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
- Clone the repository:
git clone https://github.com/yourusername/needle-mcp.git
- Install UV globally using Homebrew in Terminal:
brew install uv
-
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
- For MacOS: Open directory
-
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"
}
}
}
}
-
Get your Needle API key from needle.xyz
-
Update the config file:
- Replace
/path/to/needle-mcp
with your actual repository path - Add your Needle API key
- Replace
-
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 withbrew 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:
- Find all Claude Desktop config files:
find / -name "claude_desktop_config.json" 2>/dev/null
- Remove all Claude Desktop data:
- On MacOS:
rm -rf ~/Library/Application\ Support/Claude/*
- On Windows: Delete contents of
%APPDATA%/Claude/
- 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
-
Completely quit Claude Desktop (Command+Q on Mac) and relaunch it
-
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