Discover Awesome MCP Servers

mcp-arena

A robot battle prototype that enables users to design, validate, and simulate AI combat scripts through an MCP-integrated consultative workflow. It allows AI agents to guide tactical design, perform DSL script verification, and conduct preview duels before final deployment to Firebase.

ts-refactor-mcp

An MCP server that enables AI agents to move TypeScript files and directories while automatically updating all affected imports using a persistent tsserver instance. This ensures atomic, error-free refactoring that maintains project integrity without manual intervention or wasted tokens.

aptos-dex-mcp

MCP server for Dex on Aptos

Python MySQL MCP

A FastMCP-based server that enables interaction with MySQL databases, supporting client-server communication for querying and analyzing MySQL data.

ML Lab MCP

Transforms AI assistants into a full ML engineering environment for training and fine-tuning models across multiple backends (local GPU, Mistral, Together AI, OpenAI) and cloud providers (Lambda Labs, RunPod, SSH-accessible VPS), with dataset management, experiment tracking, cost estimation, and deployment to Ollama/Open WebUI.

beeper-mcp

A backend service for executing beeper transactions on Binance Smart Chain

Portable MCP Toolkit

Provides AI-powered code intelligence for any codebase using local LLMs and vector search, enabling semantic code search, pattern analysis, and context-optimized code generation with 90% token savings.

SP-MCP

Bridge between Super Productivity app and MCP servers, allowing Claude Desktop to directly interact with Super Productivity for task management, project organization, and information retrieval.

Hello3DMCP Server

An MCP server that bridges AI clients with a frontend 3D visualization application to control model properties, lighting, and camera settings via WebSocket. It enables real-time manipulation of 3D scenes through natural language commands for scaling, rotating, and coloring models.

Fuel Network & Sway Language MCP Server

A Fuel MCP server which provides support for Fuel docs and various coding IDEs such as Cursor.

Docker MCP Server

Enables secure execution of shell commands and file operations within isolated Docker containers. Provides process management, interactive input handling, and comprehensive file system operations for containerized development environments.

Qdrant MCP Server

Provides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.

Securities prices MCP server sample

Sample MCP server for securities prices, historical information, etc.

Software Management MCP Server

Enables AI agents to automate local software management workflows including installation, uninstallation, updates, and environment recommendations. It provides a standardized, non-interactive interface for managing system applications and tracking software versions safely.

AI Develop Assistant

Assists AI developers with intelligent requirement analysis and architecture design through guided clarification questions, branch-aware management, and automated architecture generation with persistent storage.

Semantic Search MCP Server

Provides hybrid semantic and keyword code search for Claude Code using BM25 and vector retrieval. It enables indexing and searching local codebases with language-aware chunking and local embeddings.

Astro Docs MCP Server

Allows AI tools like Cursor, VS Code, Claude, ChatGPT, and Windsurf to access the latest Astro documentation in a structured way, enabling accurate answers about Astro's features, APIs, and best practices.

MCP Calculator Server

A minimal Model Context Protocol server that provides basic arithmetic tools and a comprehensive meeting analysis prompt template for processing transcripts. It serves as a clean example for developers to learn how to build, test, and integrate MCP servers with Claude Desktop.

Sumanshu Arora

MCP aggregator with many existing NCP templates and allows running external MCP servers too

mc-mcp-server

🚧 java mcp server for minecraft

Worksona MCP Server

Integrates 100+ specialized AI agents with Claude Desktop, providing automated agent discovery, multi-agent coordination, and ready-to-use task templates for complex development and business workflows. Enables users to leverage enterprise-level AI capabilities through actionable resources and intelligent agent matching.

Repsona MCP Server

Enables integration with Repsona project management platform, allowing users to manage tasks, projects, notes, files, and inbox through natural language interactions with the Repsona API.

superFetch MCP Server

An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.

Pokemon MCP Server

Provides tools for LLMs to interact with the PokéAPI to fetch detailed Pokémon information and manage tournament squads. It enables AI agents to retrieve live data on popular picks and specific Pokémon stats using the Model Context Protocol.

Bounteous MCP Server

MCP Server repository for managing GitHub operations

Thunder Client License Manager MCP Server

Provides tools for managing Thunder Client licenses through their API, enabling users to add, retrieve, and remove licenses with simple commands.

Gemini MCP Server

Enables multi-turn conversations with Google Gemini AI models, supporting file and image analysis, automatic model selection, deep thinking mode, and Google Search integration through the AIStudioProxyAPI backend.

Nagoya Bus MCP

Provides access to Nagoya bus system information and schedules. Enables users to query bus routes, stops, and real-time transit data for Nagoya's public transportation network.

Azure Usage MCP Server

Enables natural language analysis of Azure usage data from CSV files, providing cost summaries, visualizations, and insights about service and regional spending patterns.

postman-mcp

mcp-PostmanV3