Discover Awesome MCP Servers

MCP Tools

A comprehensive MCP server providing tools for AI agents to interact with code, including reading symbols, importing modules, replacing text, and sending OS notifications.

MCP Agent

A production-ready research agent that enables users to perform web searches via the Model Context Protocol (MCP) and a FastAPI client interface.

Basic MCP Application

Một ứng dụng đơn giản minh họa tích hợp Giao thức Ngữ cảnh Mô hình (MCP) với FastAPI và Streamlit, cho phép người dùng tương tác với LLM thông qua một giao diện rõ ràng.

aws-mcp-cloud-dev

AI-powered cloud development with AWS MCP Servers

mcp-cloudflare

Slim Cloudflare MCP Server — 42 tools for managing DNS, zones, tunnels, WAF, Zero Trust, and security via Cloudflare API v4. Multi-zone support. No SSH, no shell, API-only with 3 runtime dependencies. AGPL-3.0 + Commercial dual-licensed.

FamilySearch MCP Server

Một máy chủ Giao thức Bối cảnh Mô hình (Model Context Protocol server) cho phép các công cụ AI như Claude hoặc Cursor tương tác trực tiếp với dữ liệu lịch sử gia đình của FamilySearch, bao gồm tìm kiếm hồ sơ cá nhân, xem thông tin chi tiết và khám phá tổ tiên và hậu duệ.

Red Team MCP

A multi-agent collaboration platform that provides access to over 1,500 models from 68 providers via the Model Context Protocol. It enables users to assemble and coordinate specialized AI teams using advanced orchestration modes like swarm, debate, and hierarchical workflows.

tactual-mcp

Screen-reader navigation cost analyzer. Measures how hard it is for assistive-technology users to discover, reach, and operate interactive targets on the web.

Text Analyzer

Provides comprehensive text analysis capabilities including character counting, word statistics, character type analysis, and text length validation for Korean and English text. Supports AI agents in analyzing and validating text content with detailed statistics and Unicode support.

MCP OI-Wiki

Enhances large language models with competitive programming knowledge by leveraging OI-Wiki content through vector search, allowing models to retrieve relevant algorithms and techniques.

danke-mcp

An MCP server that enables AI agents to send and receive Bitcoin Lightning micropayments as gratitude on the Danke network. It provides tools for agent registration, balance management, leaderboard tracking, and withdrawing sats via BOLT11 invoices.

Spotify MCP Server

Enables AI assistants to control Spotify playback, search for music, manage playlists, and interact with your Spotify library through natural language commands.

MCP APP

Ứng dụng máy chủ MCP với RAG

Orchestrator MCP

An intelligent MCP server that orchestrates multiple MCP servers with AI-enhanced workflow automation and production-ready context engine capabilities for codebase analysis.

JobGPT MCP Server

Provides tools to search & auto-apply to jobs directly on company websites, generate custom resumes, get contacts of recruiters and referrals and track applications easily

Simple Voice MCP Server

Enables text-to-speech playback with multiple Japanese character voices using VLC, supporting simultaneous audio playback and custom pronunciation dictionaries for English words.

rust-faf-mcp RMCP

Persistent project context in Rust. 8 MCP tools via rmcp SDK — parse, validate, score, compress, discover, and token analysis. Single binary, zero config. IANA-registered format (application/vnd.faf+yaml). One file, every AI platform.

OpenAccess MCP

Enables secure remote access operations through SSH, SFTP, rsync, VPN, and tunneling with enterprise-grade policy enforcement and audit logging. Provides AI assistants with secure, policy-driven access to remote systems while maintaining comprehensive audit trails and zero-trust security.

Glanser Guidelines MCP Server

Provides semantic search over a team's coding guidelines corpus using FastMCP, ChromaDB, and sentence-transformers. Enables fully offline operation with tools for searching, browsing, and filtering guidelines by scope.

custom_mcp_server

Building custom MCP server

epsteinexposed-mcp

MCP to explore the EpsteinExposed API through the epsteinexposed pip api wrapper.

Gemini MCP

An AI-powered Model Context Protocol server for Claude Code that provides code intelligence tools including codebase analysis, task management, component generation, and deployment configuration.

Branch Thinking

Một máy chủ MCP cho phép quản lý nhiều luồng suy nghĩ với các tính năng như điều hướng nhánh, tham chiếu chéo giữa các ý nghĩ liên quan và tạo ra những hiểu biết sâu sắc từ các điểm chính.

Gemini MCP Server

Provides access to Google's Gemini API for multi-turn conversations and image generation using Nano Banana, serving as a drop-in alternative to Codex MCP.

Horoscope MCP Server

Một máy chủ giao thức Model Context cung cấp các bài đọc tử vi hàng ngày và bói toán cho cả 12 cung hoàng đạo trên nhiều khung thời gian (hôm nay, ngày mai, tuần, tháng).

MCP Server - VMS Integration

Enables interaction with CCTV recording systems (VMS) to retrieve live and recorded video streams, control cameras with PTZ presets, and manage playback dialogs for specific channels and timestamps.

routine-mcp

A Model Context Protocol (MCP) server built with the mcp-framework for developing and managing custom tools. It provides a structured foundation for building and integrating modular components like data processors and API clients into Claude Desktop.

Product Recommendation System

Enables semantic search and natural language product recommendations using ChromaDB vector store and Azure OpenAI embeddings. Supports multi-filter search by category, brand, and price with 8 specialized MCP methods for intelligent product discovery.