Awesome MCP Servers

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

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

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

MCP server that connects to any bank, credit card, investment, loan, insurance, utility, or billing account, and retrieves balance, transactions, payment and identity data instantly.

A server for code modification and generation using Large Language Models.

A Rust-based CLI tool for code-related tasks, operating as an MCP server.

Provides code context from local git repositories.

Provides code context and analysis for AI assistants using WebAssembly Tree-sitter parsers.

Enables AI assistants to write, edit, and manage code files directly in a specified directory, respecting .gitignore patterns.

Code Rag with Graph - local only installation

A server for code indexing, searching, and analysis, enabling LLMs to interact with code repositories.

A knowledge management tool for code repositories using vector embeddings, powered by a local Ollama service.

Search and run capsules, execute pipelines, and manage data assets on the Code Ocean platform.

Enhances Claude's ability to solve complex programming tasks through structured, step-by-step thinking.

Search and access programming resources from Stack Overflow, MDN, GitHub, npm, and PyPI.

Run code snippets in various programming languages and view the output.

Execute JavaScript and Python code in a secure sandbox. Supports Deno for JS/TS and Pyodide for Python, with configurable permissions.

A secure sandbox for executing code in Docker containers, providing a safe environment for AI applications.

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.