Awesome MCP Servers

Discover, extract, and interact with the web - one interface powering automated access across the public internet.

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Put performance and error data directly in the hands of your AI assistant.

Scans code files for definitions, respects .gitignore, and outputs in LLM-friendly formats like XML or Markdown.

Generate beautiful, shareable images from code snippets with syntax highlighting and multiple themes.

A command-line tool that summarizes code files in a directory using Gemini Flash 2.0.

Hot reload remote containerized Python applications directly from your IDE.

Analyzes local and remote GitHub repositories to provide code understanding and context generation, including structure analysis, file identification, and semantic mapping.

A local-first code indexer that enhances LLMs with deep code understanding. It integrates with AI assistants via the Model Context Protocol (MCP) and supports AI-powered semantic search.

Provides semantic code search and codebase interaction features via the CodeAlive API.

Easily provide codebase context to Large Language Models (LLMs).

An intelligent codebase search engine that transforms local codebases into a natural language queryable knowledge base.

A server for secure and efficient codebase analysis.

Analyzes, optimizes, and detects duplicates in codebases for Claude Code.

Provides AI assistants with a comprehensive, one-time analysis for complete codebase context and understanding.

Generates and queries a graph representation of a codebase.

A blazingly fast codebase graphRAG implementation in 100% Rust

An MCP server that indexes local code into a graph database to provide context to AI assistants.

Integrate with the Codehooks.io serverless backend platform.

Utilize Codelogic's rich software dependency data in your AI programming assistant.

Interact with CodeRabbit AI reviews on GitHub pull requests.

Integrate with CodeRabbit AI for automated code reviews, pull request analysis, and report generation.

Task management redesigned for AI, integrated via the CodeRide MCP server.

Advanced code search and transformation powered by ugrep and ast-grep for modern development workflows.

A Model Context Protocol (MCP) server for CODESYS V3 programming environments.

An MCP server for the codetoprompt library, enabling integration with LLM agents.

An MCP server that wraps the OpenAI Codex CLI, exposing its functionality through the MCP API.

A coding assistant server that provides context-aware code suggestions, documentation integration, and technology detection.

Interact with the CODING DevOps platform for managing projects and work items.

Rewrites coding prompts for optimal results with AI IDEs like Cursor AI, powered by Claude by Anthropic.

An MCP server for enforcing coding standards and best practices.

A Node.js server that enables AI assistants to control the Chrome browser via WebSocket. Requires the CodingBaby Chrome Extension.

A collection of MCP servers that provide cognitive enhancement tools for large language models.