AI & ML

A comprehensive fitness coaching MCP server that enables AI assistants to track workouts, log nutrition, and generate personalized fitness plans using a unified data layer.

Local-first knowledge graph for browser tabs. Louvain clustering, PageRank, MCP server for AI assistants, Chrome extension, CLI. 100% private.

Provides a comprehensive integration between LLMs and the Godot Engine, enabling AI assistants to intelligently manipulate project files, scripts, and the live editor. It supports advanced workflows including version-aware documentation querying, automated E2E game testing, and real-time visual context capture.

An MCP server that indexes WordPress hooks, filters, block registrations, and JS API calls to provide AI assistants with a verified source-code database. It enables models to search, validate, and retrieve code context for WordPress and its plugins to eliminate hook-name hallucinations.

Persistent memory for AI agents and humans. Store, search, and discover patterns.

A robust developer tool that automates the migration of hardcoded strings, configurations, and SVG components from JS/TS source code into organized external files.

MCP server for AI-powered network scanning with Nmap. Port scanning, service detection, OS fingerprinting, and vulnerability scanning for AI agents. By Vorota AI.

A high-performance codebase intelligence engine providing deep static analysis, security scanning, semantic search, and AI-powered insights for repositories of any scale.

An advanced MCP server that integrates with Obsidian through the Local REST API, enabling AI agents to perform complex vault analysis, note management, and UI command execution.

AI agent toolkit for accessing and analyzing SEC EDGAR filing data. Build intelligent agents with LangChain, MCP-use, Gradio, Dify, and smolagents to analyze financial statements, insider trading, and company filings.

A secure Python code execution environment that allows LLMs to run arbitrary Python code, manage files, and install packages in isolated contexts with variable extraction.

A Google Programmable Search Engine integration for MCP that provides advanced web search capabilities including safe search, language filtering, and pagination.

A client for the MCP Flight Search service using Ollama and Llama 3.2 to provide a user-friendly flight search interface with Model Context Protocol tools

A payment framework that helps developers easily integrate payments into their AI agents and apps.

A specialized MCP server that integrates Tavily's AI-optimized search engine to provide high-quality web results, direct question answering, and context generation for RAG applications.

An MCP server that provides searchable access to the complete Model Context Protocol specification, allowing LLMs to retrieve detailed documentation on sections like Tools, Resources, and Connection Lifecycles.

A comprehensive network and domain analysis toolset for DNS lookups, WHOIS queries, ICMP/HTTP pinging, and TLS certificate validation via MCP.

A Dart implementation of the Model Context Protocol (MCP), enabling seamless integration between Dart/Flutter applications and LLM services.

This awesome list is automatically generated and regularly updated to ensure you have access to the latest and most comprehensive collection of MCP servers available.

Functional Python agent framework with MCP support, enterprise security, immutable state, and production-ready observability for building scalable AI systems.

Universal MCP to LSP bridge - expose Language Server Protocol capabilities as MCP tools for AI agents

A Model Context Protocol (MCP) server built in TypeScript that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and code while providing a structured interface for LLM agents to perform GitHub operations.

A specialized MCP server providing access to the Materials Project database for querying crystal structures, thermodynamic stability, and various material properties.

A dev-tool MCP server that prevents agents from installing bloated or outdated dependencies by suggesting modern, lightweight, and native alternatives.

A comprehensive web scraping and crawling MCP server that enables AI models to search the web, extract content from URLs, and manage crawler tasks efficiently.

A persistent local knowledge graph and project memory server that integrates with GitHub to track development decisions, context, and progress across fragmented AI chat sessions.

A comprehensive MCP server for official Korean market data, integrating KRX stock prices and DART corporate disclosures for detailed financial and stock analysis.

A multi-source academic paper search and download server that integrates with arXiv, PubMed, and various preprint servers for seamless research workflows in LLMs.

A web search and content extraction server that allows AI agents to perform privacy-focused DuckDuckGo searches and retrieve clean, readable text from multiple URLs simultaneously.