Categories

fastmcp-boilerplate

by punkpeye

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

MarketScope-AI-Powered-Industry-Segment-Intelligence-Platform

by BigDataTeam5

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

zin-mcp-client

by zinja-coder

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

mcp_agent_connector

by Sumedh1599

Enables any MCP-compliant agentic platform (Claude, Grok, TypingMind, Cursor, etc.) to auto-discover generated MCP servers and sync capabilities from build metadata.

Hands-on-MCP

by ankitmishralive

A simple MCP (Model Context Protocol) server that provides weather alert information for US states, leveraging the National Weather Service (NWS) API. It also includes an example client application that demonstrates how to interact with the MCP server using the mcp_use library.

mcp-link

by 10210wkkw

Let AI agents like ChatGPT & Claude use real-world local/remote tools you approve via browser extension + optional MCP server

image-reader-mcp

by moiri-gamboni

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.

astro-mcp

by morinokami

MCP server to support Astro project development

mcp-exploit-demo

by Repello-AI

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

healthcare-mcp-public

by Cicatriiz

A Model Context Protocol server providing AI assistants with access to healthcare data tools, including FDA drug information, PubMed research, health topics, clinical trials, and medical terminology lookup.

mastodon-mcp

by The-Focus-AI

mastodon modelcontextprotocol server

mcp-nixos

by utensils

MCP-NixOS - Model Context Protocol Server for NixOS resources

fastapi-mcp

by KimiJL

Example web app mounting a model context protocol (MCP) server on a FastAPI server

zettelkasten-mcp

by entanglr

A Zettelkasten Model Context Protocol (MCP) Server

defectdojo-mcp

by jamiesonio

An experimental ModelContextProtocol server connecting LLMs to DefectDojo for AI-powered security workflows. Enables natural language interaction with vulnerability data, simplifies security analysis, and automates reporting through a lightweight middleware integration.

elasticsearch-mcp

by awesimon

MCP server for Elasticsearch with available features including mappings management, search and indexing, and index management, providing a streamlined API for efficient cluster management.

MCP-ChatBot

by muralianand12345

Simple MCP Client-Server example

mcp-for-security

by StanLeyJ03

MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.

jadx-ai-mcp

by zinja-coder

Plugin for JADX to integrate MCP server

mcp-mobile

by rajatsandeepsen

MCP client app for mobile (coming soon)

mcp-yfinance-server

by Adity-star

Real-time stock API with Python, MCP server example, yfinance stock analysis dashboard

mcp_weather_scraper

by EXPESRaza

A lightweight prototype demonstrating how to integrate an LLM (via OpenAI) with a Model Context Protocol (MCP) server to extract real-time weather data by scraping and processing open web content using HTML parsing and caching.

appdog

by rodolphebarbanneau

Compose and generate effortlessly MCP servers from any OpenAPI specifications

google-play-mcp

by gojoel

MCP server for managing apps on Google Play,

vast-db-mcp

by elementalcollision

An MCP server for agentic integration with the VAST Database and Catalog.

weather-forecast-server

by shibing624

weather-forecast-server, MCP server, without api key, free. Get weather for cities around the world.

mcp-servers

by cploutarchou

Production-ready Model Context Protocol (MCP) servers in Python, Go, and Rust for VS Code integration. Enables AI systems to interact with tools via standardized interfaces.

mcp-remote-call-ping-pong

by kimtth

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

ast-mcp-server

by angrysky56

AST/ASG Code Analysis MCP Server

x-twitter-mcp-server

by rafaljanicki

X/Twitter MCP server

semantic-scholar-fastmcp-mcp-server

by YUZongmin

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

sqlite-literature-management-fastmcp-mcp-server

by YUZongmin

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

OpenAPI-MCP

by gujord

The OpenAPI to Model Context Protocol (MCP) proxy server bridges the gap between AI agents and external APIs by dynamically translating OpenAPI specifications into standardized MCP tools. This simplifies the integration process, significantly reducing development time and complexity associated with custom API wrappers.

nchan-mcp-transport

by ConechoAI

The best way to deploy mcp server. A high-performance WebSocket/SSE transport layer & gateway for Anthropic's MCP (Model Context Protocol) — powered by Nginx, Nchan, and FastAPI.

lucidity-mcp

by hyperb1iss

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.

mcp-server-documentation

by PicardRaphael

🔍 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.

mcp-server-tree-sitter

by wrale

MCP Server for Tree-sitter

police-uk-api-mcp-server

by dwain-barnes

A Python-based MCP server providing tools to access and interact with the police.uk API, offering data on crimes, police forces, neighbourhoods, and stop-and-search incidents.

coco-app

by infinilabs

🥥 Coco AI App - Search, Connect, Collaborate, Your Personal AI Search and Assistant, all in one space.

fastapi_mcp

by tadata-org

A zero-configuration tool for automatically exposing FastAPI endpoints as Model Context Protocol (MCP) tools.

gateway

by centralmind

AI-Powered API Generation from Your Data for LLMs and Agents

aws-mcp-server

by alexei-led

A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.