# Code Analysis

The MCP GitHub Reader is a lightweight MCP server that integrates the content of GitHub repositories into the context of large language models, providing repository analysis, file access, intelligent filtering, and search functions.

An MCP server application for analyzing code repositories

A RAG system based on Python code analysis. It parses the code structure through AST and stores it in the Weaviate vector database, providing code query, natural language Q&A, and visualization functions, and supporting multi-codebase management and dependency analysis.

An MCP server that provides support for Rust language development, enabling LLM-assisted programming through rust-analyzer and including 19 tools such as code analysis, generation, and refactoring

Bifrost is a VSCode extension that provides MCP server functionality, exposing VSCode's development tools and language features for use by AI tools, supporting advanced functions such as code navigation, analysis, and manipulation.

A server based on the MCP protocol that provides code call graph analysis capabilities for LLMs through the nuanced library

An MCP service for code analysis based on tree-sitter, providing intelligent code context management capabilities for Claude.

An MCP server that provides file system context for large language models, supporting file operations, code analysis, and intelligent search.

SourceSage is an efficient MCP server designed for LLMs, used to remember key aspects of codebases, such as logic, style, and standards, and supports dynamic updates and fast retrieval.

PMAT is a zero-configuration AI code context generation tool that provides functions such as code quality analysis, technical debt grading, mutation testing, repository health scoring, and semantic search. It supports over 17 programming languages and can be integrated with AI assistants such as Claude Code through the MCP protocol.

A code context analysis service based on WebAssembly, providing directory structure and code symbol extraction functions, supporting the analysis of JavaScript/TypeScript and Python languages, and seamlessly integrating with AI assistants.

The MCP code analysis tool is an intelligent project code analysis and modification tool that integrates with Claude Desktop and provides functions such as code analysis, structure modification, and version management.

An MCP server project that integrates GitLab merge request analysis and Confluence document storage

This project is an MCP server used to integrate Google's Gemini model with Claude Code to achieve collaboration between the two AI systems. It provides functions such as direct query, collaborative brainstorming, code analysis, text analysis, content summarization, and image prompt generation.

An MCP server for multi - AI agent consultation that integrates different AI models such as OpenAI, Anthropic, and Google Gemini to provide multi - model perspective support for code analysis and problem - solving.

A project that encapsulates the Go language server protocol based on gopls, providing language service functions such as code navigation, diagnosis, and refactoring through the MCP protocol

An MCP server that provides PureScript development tools for AI assistants, supporting functions such as code analysis and IDE server management.

SharpTools is a C# code analysis and modification tool based on Roslyn, providing AI developers with in - depth code processing capabilities similar to an IDE, supporting dynamic project mapping, precise code modification, Git integration, and other functions.

OCaml MCP is a project that enhances OCaml development through an AI coding agent, providing an MCP protocol implementation and a development server, and deeply integrating OCaml platform tools such as Dune and Merlin.

JEBMCP is a project that combines JEB and MCP tools, aiming to simplify reverse engineering tasks through Python scripts and provide efficient code analysis and operation functions.

An MCP server application for analyzing code repositories

The Rails MCP Server is a Model Context Protocol server implemented in Ruby, providing a standard interface for Rails projects to interact with large language models.

The MCP Front - end Testing Server provides functions such as code analysis, test generation and execution, and React component testing, and supports the Jest and Cypress frameworks.

SCAST is a programming tool that converts code into UML diagrams and flowcharts, supports multiple languages, and helps understand code structure through static analysis and visualization.

The MCP Language Server project aims to provide development assistance tools such as accurate symbol definition, reference lookup, and diagnostic information for large code projects by integrating the features of the Language Server Protocol (LSP), addressing the limitations of LLMs when handling complex code.

A code explanation service based on Cloudflare Worker that analyzes code structure, functions, and relationships through the MCP protocol, and provides visual architecture diagrams and detailed descriptions.

Unreal Engine code analysis MCP server, providing powerful Unreal Engine code analysis capabilities for AI assistants

Bifrost is a VSCode extension that provides MCP server functionality, exposing VSCode's development tools and language features for use by AI tools, and supporting code navigation, analysis, and operation.

An MCP server for Solidity smart contract analysis that provides comprehensive function context analysis capabilities, including the extraction of detailed information such as parameters, visibility, modifiers, and function bodies

Codex Bridge is a lightweight MCP server that connects AI programming assistants with OpenAI Codex through the official CLI, supporting multi - client interaction without API costs.