
MCP Language Server
A language server tool based on the MCP protocol, providing precise code analysis capabilities for LLMs
Go
12.6K
3.5 points

Github MCP Trace
GitHub's MCP server project for handling metadata and code analysis
Go
9.2K
2 points

MCP Docs
McpDocs is a documentation tool for Elixir projects that provides documentation information for project functions and dependent functions to LLM through the SSE MCP server.
10.6K
2.5 points

MCP Server Ai Usage Stats
A plugin for collecting and submitting AI assistant usage statistics data
JavaScript
10.7K
2 points

MCP Server Fs
The MCP File System Server provides functions such as file and directory operations, editing and searching, batch processing, project navigation, and code quality inspection
Python
10.1K
2.5 points

Aindreyway MCP Server Neurolora P
The MCP server provides code analysis and documentation generation tools, supporting functions such as project code collection, structure analysis, and automatic report generation. It has a developer mode and high-quality testing standards.
Python
9.3K
2 points

Repo Analyzer MCP
A code repository analysis server based on the MCP protocol, focusing on the analysis of code structure, dependencies, and change history of Nostr-related projects, providing various code analysis tools and search functions.
JavaScript
10.5K
2 points
C
Codegraphcontext
An MCP server that provides code context for AI assistants by indexing local code into a graph database, supporting code analysis, relationship query, and real - time update functions.
Python
0
2.5 points
S
Sourcegraph MCP
An MCP server based on Sourcegraph, providing AI-enhanced code search capabilities, supporting advanced queries and content retrieval across code repositories.
Python
12.0K
2.5 points

Smart Tree
Smart Tree is an ultra-fast directory visualization tool developed based on Rust. It is 10 - 24 times faster than the traditional tree command. It has features such as AI - optimized output, quantum compression, and intelligent search, and also focuses on environmental protection and energy conservation.
Rust
10.9K
3 points
Q
Qwen MCP Tool
The Qwen MCP tool is a server based on the model context protocol that integrates Qwen CLI with AI assistants, providing functions such as large context window analysis, file processing, sandbox execution, and multi - model support.
TypeScript
15.3K
2.5 points
B
Blueprint MCP
Blueprint MCP is a chart generation tool based on the Arcade ecosystem. It uses technologies such as Nano Banana Pro to automatically generate visual charts such as architecture diagrams and flowcharts by analyzing codebases and system architectures, helping developers understand complex systems.
Python
14.0K
4 points
G
Gdprshiftleftmcp
A GDPR compliance MCP server that integrates the GDPR knowledge base, compliance workflows, and code analysis tools into the IDE to help developers identify and address data protection requirements in the early stages of development.
Python
5.9K
2.5 points

Mcpdoc
C4Diagrammer is a documentation generation tool based on the MCP protocol. It can automatically analyze the codebase and generate C4 architecture diagrams and code summary documentation to help teams quickly understand complex systems.
TypeScript
11.9K
2 points

Kontxt
Kontxt MCP Server is a codebase context analysis service based on the Gemini model, providing codebase understanding tools for AI clients and supporting multiple transport protocols and context attachment functions.
Python
9.9K
2.5 points

Python Code Analyzer
An MCP server for analyzing the structure, complexity, and dependencies of Python code.
Python
9.7K
2.5 points

Clj Kondo MCP
A clj-kondo syntax checking service based on the MCP protocol that provides code quality analysis for Clojure/ClojureScript/EDN files
TypeScript
10.1K
2.5 points

Deepsource MCP Server
The DeepSource MCP Server is a service that implements the Model Context Protocol, used to connect the DeepSource code quality analysis platform with an AI assistant, providing functions for querying code quality indicators, issues, and accessing analysis results.
TypeScript
10.5K
2 points

Mrconfluencelinker MCP Server
This project is an MCP server that integrates GitLab merge request analysis and Confluence document storage functions, supporting the acquisition of merge request details, analysis of code changes, and generation of reports for storage in Confluence.
Python
9.7K
2 points

Filescopemcp
FileScopeMCP is a TypeScript - based tool used to analyze the importance of files in a codebase, track dependencies, and provide visual charts, helping developers quickly understand the code structure.
TypeScript
17.6K
3 points

Consulting Agents MCP
The ConsultingAgents MCP Server is a multi - model consulting agent server that provides four AI expert consulting services (Darren, Sonny, Sergey, Gemma) for Claude Code through the MCP protocol, supporting code analysis, document search, and repository - level development planning.
Python
9.6K
2.5 points

Coding With Perplexity AI
An intelligent code analysis and debugging service based on the Perplexity AI API, integrated with the Claude desktop client through the MCP protocol, providing functions such as error analysis, pattern recognition, and solution recommendation.
TypeScript
9.4K
2.5 points

Gossiphs
Gossiphs is a zero-configuration, high-performance general code file relationship analysis tool that supports multiple programming languages. It is based on tree-sitter and git analysis, provides support for Python SDK and MCP protocol, and is convenient for integration with AI.
Rust
12.0K
2.5 points

Code Index MCP
Code Index MCP is a code indexing and analysis server based on the Model Context Protocol (MCP), providing functions such as code search, file analysis, and intelligent filtering. It supports multiple programming languages and helps developers efficiently manage codebases.
Python
19.4K
2.5 points

Code Analysis Server
A code analysis server based on the MCP protocol that helps AI models understand and analyze codebases through natural language conversations, providing lightweight code exploration and understanding capabilities.
Python
8.9K
2.5 points

MCP Server For Lsp
A project where the MCP server provides support for the LSP protocol
10.5K
2 points
D
Deep Code Reasoning MCP
An MCP server that combines Claude Code and Google Gemini AI to achieve in - depth code analysis through multi - model collaboration. Claude is good at local context operations and CLI workflows, while Gemini uses its ultra - large context window for distributed system debugging and long - trace analysis.
TypeScript
9.2K
2.5 points

Sorry Read The Code...
Extract project summaries and MCP service tags from the code
TypeScript
9.2K
2 points

Corrode MCP
The Corrode MCP Server is a code model context protocol server implemented in Rust, designed specifically for Rust developers. It provides functions such as Crates.io integration, code analysis, file operations, and shell command execution, and supports the standardized connection between LLM applications and external data sources.
Rust
11.5K
2 points

Codeql MCP
This project is a tool for running a Model Context Protocol (MCP) server. It encapsulates the functions of the CodeQL query server and supports interaction with CodeQL through structured commands and document search.
Python
13.2K
2.5 points
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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
33.2K
4.3 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
43.9K
5 points

Duckduckgo MCP Server
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The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
96.4K
4.3 points

Notion Api MCP
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Python
27.4K
4.5 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
81.1K
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#
42.7K
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
27.5K
4.5 points

Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
121.5K
4.7 points