AI & ML

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

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 high-performance domain utility server providing availability checks via RDAP/WHOIS, registrar pricing comparison, and AI-driven brandable domain name suggestions.

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

An MCP server that provides AI assistants with real-time access to Vue-Draggable API documentation, property schemas, and component examples for enhanced Vue3 development.

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.

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A dev-tool MCP server that prevents agents from installing bloated or outdated dependencies by suggesting modern, lightweight, and native alternatives.

ZigNet is an MCP server and specialized Zig code analysis tool that provides real-time validation, syntax checking, and AI-powered documentation lookup using a fine-tuned Qwen2.5-Coder model.

Spec-driven development for humans and AI - optimised for Claude Code with built-in MCP. Written in Rust 🦀

A comprehensive MCP server for Kontent.ai that allows managing content models, items, taxonomies, workflows, and assets through natural language. It supports full CRUD operations via the Management API and features token optimization for AI interactions.

A bridge server that connects Claude Desktop to local llama-server instances, allowing users to interact with local LLMs with full parameter control and health monitoring.

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

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.

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

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 lightweight Model Context Protocol (MCP) server framework for ESP32. Seamlessly connect embedded devices to LLMs.

A Model Context Protocol (MCP) server providing AI assistants with tools to search, stream, and analyze events from Seq structured logging servers.

Universal MCP server enabling any LLM or AI agent to utilize expert skills from your local filesystem. Reduces context consumption through lazy loading. Works with Claude, Cline, and any MCP-compatible client.

A Model Context Protocol (MCP) server for Caltrain schedules. Get real-time train departures using GTFS data, designed for Claude Desktop and other MCP clients.

A High-Performance Storage Infrastructure for Activity and Log Workloads

A Security-centric MCP Server providing enterprise-grade filesystem powers to AI assistants—read, write, edit, and manage files with comprehensive CVE protection and user-controlled access.. [Explore comprehensive code documentation and architecture details on DeepWiki](https://deepwiki.com/n0zer0d4y/vulcan-file-ops)

MCP servers for Protein Data Bank, ChemBL, and other life science data (WIP), with Ollama client for local testing.

Transform OpenAPI specifications into production-ready MCP servers with AI-powered evaluation and enhancement. Leverages LLMs to analyze, improve, and generate Model Context Protocol implementations from your existing API documentation.

Multi-agent Claude Code you can actually control. Spawn specialist teams in tmux, watch them work side-by-side, steer when needed. Built on native Claude Code agents. No black boxes.

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

A Fastmail MCP server that uses the JMAP API to enable AI models to manage emails, access account analytics, and perform secure operations via token-based authentication.

MCP (Model Context Protocol) Server. Integrates with SQLite databases to enable AI-driven schema exploration, querying, updates, and statistical analysis for efficient data management and rapid prototyping.

A robust MCP server that integrates Simplenote with Claude Desktop, providing full note management, advanced boolean search capabilities, and high-performance in-memory caching.