C
Codedox
CodeDox is a powerful document and code extraction and search system that supports crawling document websites, extracting code snippets, and providing a fast search function through the MCP protocol.
Python
6.6K
2.5 points

Github
The GitHub MCP Server is a service that provides GitHub API interfaces, supporting file operations, repository management, search functions, etc. It has features such as automatic branch creation, error handling, and batch operations.
TypeScript
8.0K
2.5 points

Code Context MCP
A code context service based on local Git repositories, providing code semantic search and embedding generation functions
TypeScript
7.5K
2.5 points

Github Code Index MCP Server
Code Index MCP is a Model Context Protocol server that helps large language models index, search, and analyze code in project directories. It supports multiple programming languages and persistent storage.
Python
7.6K
2 points

Github File Search MCP
This project implements a GitHub code search tool through the Model Context Protocol, providing a standardized external service interaction interface for AI assistants, including functions such as code search and repository viewing.
JavaScript
8.3K
2.5 points

Gitmcp (GitHub To MCP)
GitMCP is a free and open - source remote MCP server that can transform any GitHub project into a documentation center, enabling AI tools to access the latest documentation and code and reducing hallucinations.
TypeScript
9.9K
0 points

Code Research MCP Server
An MCP server that integrates multi - platform programming resources, providing code search, documentation query, and package management functions
TypeScript
6.8K
2.5 points

Semantic Context MCP
A semantic code search server based on the MCP protocol, supporting two embedding models, OpenAI and Ollama, capable of indexing local projects or Git repositories, and providing an enterprise - level private code search solution.
TypeScript
0
2.5 points

Smithery MCP Server Test
The GitHub MCP Server is a tool that implements comprehensive functions such as file operations, repository management, and search functions through the GitHub API. It supports automatic branch creation, batch operations, and advanced searches while maintaining the integrity of the Git history.
TypeScript
8.1K
2 points

Sourcegraph React Prop MCP
An MCP server integrated with Sourcegraph, providing code search and analysis capabilities for LLMs.
TypeScript
9.8K
2 points
O
Octocode MCP
Octocode MCP is an advanced AI code assistant that provides intelligent search and discovery functions across the GitHub and npm ecosystems. It helps developers quickly understand codebases, analyze project architectures, discover security patterns, and supports enterprise-level security and cross-platform use.
TypeScript
5.6K
2.5 points
K
Kodit
Kodit is a code - indexing MCP server used to connect AI programming assistants to external code repositories, providing accurate and up - to - date code snippets. It supports indexing and searching of local and public code repositories and can be integrated with multiple AI programming assistants.
Python
7.7K
2.5 points

Windtools MCP
The WindTools MCP Server is a code assistant service based on ChromaDB and sentence transformers, providing document embedding and retrieval functions, and supporting codebase indexing and semantic search.
Python
6.7K
2.5 points
M
MCP Explorer
A powerful project file exploration and analysis tool that provides advanced search, dependency management, and file operation functions
TypeScript
6.2K
2 points

Tsap MCP Server
The TSAP MCP Server is a text search and analysis processing system based on the Model Context Protocol (MCP), providing standardized interface services for code intelligence and text analysis. The project consists of three major components: core TSAP functions, tool APIs, and the MCP adaptation layer. It supports various functions such as text search, code analysis, and data processing, and can be seamlessly integrated with MCP clients such as Claude Desktop.
Python
5.5K
2.5 points
Featured MCP Services

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
16.6K
4.3 points

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
14.8K
4.5 points

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
23.5K
5 points

Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
45.0K
4.3 points

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
45.4K
4.5 points

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#
19.2K
5 points

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
14.8K
4.5 points

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
29.3K
4.8 points