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✨ Lucidity MCP 🔍

AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.

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Comfy MCP Server

Mirror of

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MCP Server Readability Parser (Python / FastMCP)

Mirror of

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MCP-ChatBot

Simple MCP Client-Server example

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MCP Documentation Search Server

🔍 FastMCP-powered documentation search engine that provides unified access to multiple framework docs (Next.js, Tailwind, Framer Motion, etc.) with intelligent name resolution and async processing.

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FastMCP Server Generator

A specialist MCP server that helps users create custom MCP servers

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Semantic Scholar MCP Server

A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.

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MCP-BOS: 可扩展的MCP服务器框架

MCP-BOS: 模块化、可扩展的Model Context Protocol服务器框架 使用基于约定的自动模块发现机制,为Claude Desktop打造的灵活MCP服务器框架。通过简洁的模块接口和声明式配置,轻松扩展AI应用功能,无需修改核心代码。支持FastMCP标准,包含完整工具、资源和提示模板注册能力。

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MODEL CONTEXT PROTOCOL

Implementation of Anthropic's Model Context Protocol

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SQLite Database Demo

Some examples to build server, client test in model context protocol. Một số ví dụ sử dụng MCP

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MarketScope AI: Healthcare Product Analytics

This is our final project , in this we have utlized langgraph coupled with various mcp server mounted of fastapi using fastmcp to create mutlifaceted application for healthcare vendor to make them understand more about their product performance and provide suggestions and strategies

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Universal Source Management System

A flexible system for managing various types of sources (papers, books, webpages, etc.) and integrating them with knowledge graphs.

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FastMCP v2 🚀

FastMCP server containerized for deployment in Google Kubernetes Engine alongside enhanced-mcp-agent

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Running Your MCP Server with FastMCP v2.0

My example of setting up a MCP server

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OMNI-MQTT-MCP

MQTT MCP Server using FastMCP

🛡️ CyberShield MCP — Servidor MCP de Defensa Autónoma (Windows)

Servidor MCP para ciberseguridad en Windows. Expone herramientas defensivas como APIs HTTP listas para ser usadas por agentes IA, Claude Desktop o scripts personalizados. Fácil de integrar, extensible y listo para automatizar tu defensa digital.

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SSH Key Exfiltration via MCP Tool Poisoning

This repository demonstrates a security vulnerability in MCP (Model Context Protocol ) servers that allows for remote code execution and data exfiltration through tool poisoning.

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AppDog

Compose and generate effortlessly MCP servers from any OpenAPI specifications

🚀 Obsidian-Milvus-FastMCP

obsidian-milvus-FastMCP

🏓 MCP Ping-Pong Server by Remote Call

🏓 An experimental and educational script for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls

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X (Twitter) MCP server

X/Twitter MCP server

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Telegram MCP Server

MCP server implementation for Telegram

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fastmcp-boilerplate

A simple boilerplate for creating MCP servers with bun and fastmcp

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ZIN-MCP-CLIENT (Part of Zin's MCP Suite)

MCP Client which serves as bridge between mcp servers and local LLMs running on Ollama, Created for MCP Servers Developed by Me, However other MCP Servers may run as well

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mcp-nlp

MCP-NLP is a FastMCP application designed to provide NLP (Natural Language Processing) capabilities using the Model Context Protocol (MCP)

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Image Reader MCP Server

An MCP (Model Context Protocol) server (using FastMCP) to provide tools for listing local image files and reading their content. Designed for LLM agent integration.

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fastmcp-cloudflare

deploy mcp server using Python fastmcp and Cloudfloare.

🌩️ MCP Weather Alerts Tool using FastMCP + Claude Desktop

A Python MCP (Model Context Protocol) server that fetches real-time weather alerts by U.S. state using api.weather.gov, built with FastMCP and integrated into Claude Desktop.

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Model Context Protocol (MCP) Server for Local MySQL

Quick little template for a local MCP MySQL server.

🧭 Vibe Check MCP

Stop AI coding disasters before they cost you weeks. Real-time anti-pattern detection for vibe coders who love AI tools but need a safety net to avoid expensive overengineering traps.

🌐 Ping MCP: A Model Context Protocol Server for Solana Blockchain

A Model Context Protocol server that facilitates interaction with the Solana blockchain, built using the Ping Agent Kit. (

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Open Alex MCP

Professional MCP server for OpenAlex academic research - ML-powered author disambiguation, institution resolution, and comprehensive researcher profiles with ORCID integration Transform your AI assistant into a powerful academic research tool! This MCP server provides seamless access to OpenAlex's comprehensive database of 200+ million scholarly works and researchers. Features include intelligent author disambiguation using machine learning, automatic institution name expansion (MIT → Massachusetts Institute of Technology), ORCID-verified researcher profiles, and detailed academic metrics. Perfect for researchers, academics, and developers working with scholarly data.

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OpenAlex Academic Research MCP

A professional MCP server for academic research using OpenAlex.org API. Provides ML-powered author disambiguation, institution resolution, ORCID integration, scholarly work search, and research topic analysis. Perfect for academic research, literature reviews, and author identification tasks.

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FastMCP Boilerplate

A simple MCP server built using FastMCP, TypeScript, ESLint, and Prettier.

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Data4library Mcp

A comprehensive MCP server providing complete access to Korea's Library Information Naru API. Enables AI models to easily access all public library information, book searches, loan status, and reading statistics across South Korea.

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Binance MCP Server 🚀

Unofficial tools and server implementation for Binance's Model Context Protocol (MCP). Designed to support developers building crypto trading AI Agents.

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TransformerBee.MCP

MCP server wrapper around transformer.bee aka edifact-bo4e-converter

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Simple MCP Server

A basic stdio & streamable http implementation of FastMCP Server

🚀 FastMCP Boilerplate

A MCP project built with Python, FastMCP, Ollama, Open-webUI, FastAPI, and Docker.

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MCP-NixOS - Because Your AI Assistant Shouldn't Hallucinate About Packages

MCP-NixOS - Model Context Protocol Server for NixOS resources

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Confluence MCP Server v2.0 - Selective Editing

Revolutionary MCP server with surgical precision editing for Confluence - industry's first XML-aware selective content modification MCP system for AI assistants

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FastMCP v2 🚀

🚀 The fast, Pythonic way to build MCP servers and clients

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Binance MCP Server 🚀

Binance MCP Server is a robust tool that allows AI agents to connect with the Binance cryptocurrency exchange. It offers essential trading tools and market data access for efficient trading. 🐙💻

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MCP Server using Amazon Q Business Cross App index

MCP Server using Amazon Q Business Cross App index

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