Needle MCP Server
N

Needle MCP Server

Needle MCP Server is a file management and search service based on the Claude desktop application, supporting the management of document collections and intelligent retrieval through natural language instructions.
2 points
9.6K

What is Needle MCP Server?

Needle MCP Server is an intelligent document management platform that allows users to organize and search for documents through the natural language processing capabilities of Claude AI. The server uses the Model Context Protocol (MCP) to provide document storage, classification, and intelligent retrieval functions.

How to use Needle MCP Server?

After connecting to the server through the Claude desktop application, users can use natural language commands to manage document collections, add document content, and perform intelligent searches. All operations are completed through a simple conversational interface.

Applicable scenarios

Suitable for individuals and teams that need to manage a large number of documents, especially users who need to quickly find technical documents, research materials, or project files. It is particularly useful for content creators, researchers, and developers.

Main features

Document management
Easily add and organize documents into collections on the server, supporting multiple document formats and sources
Intelligent search
Use Claude's natural language understanding ability for semantic search, and find relevant content even if you can't remember the exact keywords
Seamless integration
Perfectly cooperate with the Claude desktop application and the Needle ecosystem to provide a smooth user experience
Advantages
Natural language interaction, no need to learn complex command syntax
Powerful semantic search ability to understand query intentions
Deep integration with the Claude desktop application for easy use
Limitations
Requires the Claude desktop application to use all functions
Initial configuration requires technical knowledge
Depends on the availability of the Needle API service

How to use

Install the server
Install via Smithery with one - click or manually clone the repository and configure
Configure the Claude desktop application
Create a configuration file in the application support directory and add server connection information
Get an API key
Get your API key from needle.xyz and add it to the configuration
Restart the application
Completely exit and restart the Claude desktop application to load the configuration

Usage examples

Technical document management
Developers add all API documents to the 'Technical Reference' collection and quickly find the required interface descriptions through natural language queries
Research material organization
Researchers add paper PDFs and web articles to the 'AI Research' collection and perform semantic searches by topic

Frequently Asked Questions

Why aren't my configuration changes taking effect?
How can I check if my API key is correct?
What types of documents are supported?

Related resources

Needle official website
Learn more about the functions and services of the Needle platform
Installation guide video
Watch the complete installation and usage tutorial
GitHub repository
Access the project source code and latest updates

Installation

Copy the following command to your Client for configuration
{
  "mcpServers": {
    "needle_mcp": {
      "command": "uv",
      "args": [
        "--directory",
        "/path/to/needle-mcp",
        "run",
        "needle-mcp"
      ],
      "env": {
        "NEEDLE_API_KEY": "your_needle_api_key"
      }
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

A
Airweave
Airweave is an open - source context retrieval layer for AI agents and RAG systems. It connects and synchronizes data from various applications, tools, and databases, and provides relevant, real - time, multi - source contextual information to AI agents through a unified search interface.
Python
16.2K
5 points
V
Vestige
Vestige is an AI memory engine based on cognitive science. By implementing 29 neuroscience modules such as prediction error gating, FSRS - 6 spaced repetition, and memory dreaming, it provides long - term memory capabilities for AI. It includes a 3D visualization dashboard and 21 MCP tools, runs completely locally, and does not require the cloud.
Rust
9.4K
4.5 points
M
Moltbrain
MoltBrain is a long-term memory layer plugin designed for OpenClaw, MoltBook, and Claude Code, capable of automatically learning and recalling project context, providing intelligent search, observation recording, analysis statistics, and persistent storage functions.
TypeScript
9.0K
4.5 points
B
Better Icons
An MCP server and CLI tool that provides search and retrieval of over 200,000 icons, supports more than 150 icon libraries, and helps AI assistants and developers quickly obtain and use icons.
TypeScript
10.7K
4.5 points
H
Haiku.rag
Haiku RAG is an intelligent retrieval - augmented generation system built on LanceDB, Pydantic AI, and Docling. It supports hybrid search, re - ranking, Q&A agents, multi - agent research processes, and provides local - first document processing and MCP server integration.
Python
16.9K
5 points
C
Claude Context
Claude Context is an MCP plugin that provides in - depth context of the entire codebase for AI programming assistants through semantic code search. It supports multiple embedding models and vector databases to achieve efficient code retrieval.
TypeScript
32.6K
5 points
A
Acemcp
Acemcp is an MCP server for codebase indexing and semantic search, supporting automatic incremental indexing, multi-encoding file processing, .gitignore integration, and a Web management interface, helping developers quickly search for and understand code context.
Python
26.4K
5 points
M
MCP
The Microsoft official MCP server provides search and access functions for the latest Microsoft technical documentation for AI assistants
15.2K
5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
39.0K
5 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
27.2K
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
24.8K
4.5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
80.0K
4.3 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
37.3K
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
70.4K
4.5 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
24.9K
4.5 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
56.2K
4.8 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2026AIBase