Needle bridges the Needle AI platform with MCP server integration, enabling seamless NLP and ML server integration and a
Add new capabilities to Claude beyond text generation
Example: Access external data sources, execute code, interact with tools and services
Transform Claude from chatbot to action-taking agent
Provide Claude with access to relevant context and data
Example: Load project documentation, access knowledge bases, query databases
Get more accurate, context-aware responses
Automate multi-step workflows combining AI and external tools
Example: Research → Summarize → Create document → Send notification
Complete complex tasks end-to-end without manual steps
Time estimate: 15-60 minutes depending on server complexity
Prerequisites
Deep Research MCP
Use any LLM for deep research. Performs multi-step web search, content analysis, and synthesis for comprehensive researc
Qdrant
Qdrant is a powerful vector database for AI systems to store and retrieve vector-based memories with advanced vector sea
Cipher
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Blender
Connect Blender to Claude AI for seamless 3D modeling. Use AI 3D model generator tools for faster, intuitive, interactiv
Notion
MCP server for Notion — enables Claude to interact with Notion data and workflows.
We evaluated Needle against two servers with overlapping tools; this profile had the clearer scope statement.
Needle is among the better-indexed MCP projects we tried; the explainx.ai summary tracks the official description.
Needle is a well-scoped MCP server in the explainx.ai directory — install snippets and categories matched our Claude Code setup.
Strong directory entry: Needle surfaces stars and publisher context so we could sanity-check maintenance before adopting.
Useful MCP listing: Needle is the kind of server we cite when onboarding engineers to host + tool permissions.
We wired Needle into a staging workspace; the listing’s GitHub and npm pointers saved time versus hunting across READMEs.
Strong directory entry: Needle surfaces stars and publisher context so we could sanity-check maintenance before adopting.
Needle is a well-scoped MCP server in the explainx.ai directory — install snippets and categories matched our Claude Code setup.
Needle is among the better-indexed MCP projects we tried; the explainx.ai summary tracks the official description.
Needle reduced integration guesswork — categories and install configs on the listing matched the upstream repo.
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Claude Desktop configuration
{
"mcpServers": {
"needle": {
"url": "https://mcp.needle.app/mcp",
"env": null,
"headers": null
}
}
}Connects to Needle AI platform to manage documents and perform semantic searches across PDFs, DOCX, XLSX and other files using natural language queries.
Needle is a community-built MCP server published by needle-ai that provides AI assistants with tools and capabilities via the Model Context Protocol. Needle bridges the Needle AI platform with MCP server integration, enabling seamless NLP and ML server integration and a It is categorized under ai ml, productivity.
You can install Needle in your AI client of choice. Use the install panel on this page to get one-click setup for Cursor, Claude Desktop, VS Code, and other MCP-compatible clients. This server supports remote connections over HTTP, so no local installation is required.
MCP (Model Context Protocol) server to manage documents and perform searches using Needle through Claude's Desktop Application.
<a href="https://glama.ai/mcp/servers/5jw1t7hur2"> <img width="380" height="200" src="https://glama.ai/mcp/servers/5jw1t7hur2/badge" alt="Needle Server MCP server" /> </a>Needle MCP Server allows you to:
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.
Below is an example of how the commands can be used in Claude Desktop to interact with the server:
https://github.com/user-attachments/assets/0235e893-af96-4920-8364-1e86f73b3e6c
For a full walkthrough on using the Needle MCP Server with Claude and Claude Desktop, watch this YouTube explanation video.
Claude Desktop Config
Create or update your config file:
~/Library/Application Support/Claude/claude_desktop_config.json%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:
https://mcp.needle.app/mcp (recommended)https://mcp.needle.app/sseNote: MCP deprecated SSE endpoints in the latest specification, so newer clients should prefer the Streamable HTTP endpoint.
git clone https://github.com/needle-ai/needle-mcp.git
brew install uv
~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%/Claude/claude_desktop_config.jsonClaude 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>"
}
}
}
}
/path/to/needle-mcp with your actual repository pathInstalling via Smithery
npx -y @smithery/cli install needle-mcp --client claude
git clone https://github.com/needle-ai/needle-mcp.git
cd needle-mcp
docker build -t needle-mcp .
~/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>"
}
}
}
}
If not working:
uv is installed globally (if not, uninstall with pip uninstall uv and reinstall with brew install uv)uv path with which uv and replace "command": "uv" with the full pathIf you're seeing old configurations or the integration isn't working:
find / -name "claude_desktop_config.json" 2>/dev/null
rm -rf ~/Library/Application\ Support/Claude/*%APPDATA%/Claude/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:
Steps
Troubleshooting
✓ Do
✗ Don't
💡 Pro Tips
Architecture
Model Context Protocol standardizes how AI hosts (Claude, Cursor) communicate with external tools and data sources through server implementations.
Protocols
Compatibility
✓ Use when
Use when you need Claude to access external data, execute actions, or integrate with tools. Best for extending AI capabilities beyond conversation.
✗ Avoid when
Avoid when native integrations exist (use official APIs directly), for real-time critical systems, or when security/compliance requires zero external dependencies.
Task Master
Boost productivity with Task Master: an AI-powered tool for project management and agile development workflows, integrat