What can you do with this server?

The Needle MCP Server enables efficient document organization, retrieval, and semantic search using Claude's large language model and the Needle ecosystem. * **Document Management:** Add, organize, and retrieve documents efficiently * **Collection Operations:** Create, list, and manage document collections with detailed metadata and statistics * **File Operations:** Add files via URLs and monitor processing status * **Semantic Search:** Perform advanced natural language searches to find conceptually related content within document collections * **Integration:** Seamlessly integrate with Claude Desktop and Needle for enhanced document handling

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.

Related MCP server: MCP Web Research Server

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:

Using commands in Claude Desktop

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

1. Remote MCP Server (Recommended)

Claude Desktop Config

Create or update your config file:

For MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json
For Windows: %APPDATA%/Claude/claude_desktop_config.json

{ "mcpServers": { "needle": { "command": "npx", "args": [ "mcp-remote", "https://mcp.needle.app/mcp", "--header", "Authorization:Bearer ${NEEDLE_API_KEY}" ], "env": { "NEEDLE_API_KEY": "<your-needle-api-key>" } } } }

Cursor Config

Create or update .cursor/mcp.json:

{ "mcpServers": { "needle": { "command": "npx", "args": [ "mcp-remote", "https://mcp.needle.app/mcp", "--header", "Authorization:${NEEDLE_AUTH_HEADER}" ], "env": { "NEEDLE_AUTH_HEADER": "Bearer <your-needle-api-key>" } } } }

Get your API key from Needle Settings.

We provide two endpoints:

Streamable HTTP: https://mcp.needle.app/mcp (recommended)
SSE: https://mcp.needle.app/sse

Note: MCP deprecated SSE endpoints in the latest specification, so newer clients should prefer the Streamable HTTP endpoint.

2. Local Installation

Clone the repository:

git clone https://github.com/needle-ai/needle-mcp.git

Install UV globally using Homebrew:

brew install uv

Create your config file:
- For MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json
- For Windows: %APPDATA%/Claude/claude_desktop_config.json

Claude Desktop Config

{ "mcpServers": { "needle": { "command": "uv", "args": ["--directory", "/path/to/needle-mcp", "run", "needle-mcp"], "env": { "NEEDLE_API_KEY": "<your-needle-api-key>" } } } }

Cursor Config

{ "mcpServers": { "needle": { "command": "uv", "args": ["--directory", "/path/to/needle-mcp", "run", "needle-mcp"], "env": { "NEEDLE_API_KEY": "<your-needle-api-key>" } } } }

Replace /path/to/needle-mcp with your actual repository path
Add your Needle API key
Restart Claude Desktop

Installing via Smithery

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

3. Docker Installation

Clone and build:

git clone https://github.com/needle-ai/needle-mcp.git cd needle-mcp docker build -t needle-mcp .

Add to your Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json):

{ "mcpServers": { "needle": { "command": "docker", "args": ["run", "--rm", "-i", "needle-mcp"], "env": { "NEEDLE_API_KEY": "<your-needle-api-key>" } } } }

Restart Claude Desktop

Usage Examples

"Create a new collection called 'Technical Docs'"
"Add this document to the collection, which is https://needle.app"
"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:

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": { "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

Needle MCP Server