Categories

mcp-example

by theskyinflames

This is an example of a MCP application, with a host using two servers, one built with Golang, and the other one built with Python

movilidad-con-prompts

by joaquinvalentin

A MCP server that provides real-time and scheduled bus information for Montevideo's public transportation system (STM).

mcp-server-using-py-fastmcp-render-boilerplate

by nzwi263

🤖 Quickstart 🚀 MCP Server using Python, FastMCP and Render Boilerplate

ollama-mcp-bridge

by Reti0

Ollama MCP Bridge connects multiple Model Context Protocol servers with Ollama, allowing seamless access to various AI tools. This API service features a modular design and a FastAPI backend for efficient interactions. 🐙🌉

custom-MCP-servers

by KaushalprajapatiKP

Custom MCP Server with RAG, Weather, Brave Search & Notes — A fully featured MCP server built with FastMCP, integrating OpenAI models, GroundX RAG capabilities, Brave News Search, Weather API, and local notes handling. Designed for developers to run intelligent multi-agent systems with semantic search, document ingestion,and LLM-based interactions.

health-api

by AlwaysSany

A comprehensive FastAPI micro-service for health-related operations which is also powered by MCP server

arcontextify

by aorumbayev

Algorand ARC-56 to MCP server converter

zulipchat-mcp

by akougkas

ZulipChat MCP Server - A Model Context Protocol server that bridges AI agents with Zulip Chat. Built with FastMCP for lightning-fast performance, featuring comprehensive chat management, intelligent summarization, and seamless Docker deployment. Transform your Zulip workspace into an AI-powered collaboration hub!

Cozmo-MCP

by builderpepc

MCP server for DDL/Anki Cozmo robots using PyCozmo

fastapi-mcp-template

by joonheeu

FastAPI + MCP 프로덕션 템플릿 - 현대적인 API 서버와 LLM 통합을 위한 완전한 개발 템플릿

PRIMS

by hileamlakB

PRIMS is a lightweight, open-source Model Context Protocol (MCP) server that lets LLM agents safely execute arbitrary Python code in a secure, throw-away sandbox.

food-nutrition

by AlwaysSany

A large size MCP server for food and nutrition intelligence (Large MCP)

mcp-oauth

by shahrear33

MCP OAuth Server with FastMCP

qdrant-neo4j-crawl4ai-mcp

by BjornMelin

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security, monitoring, and Kubernetes deployment. AI/ML engineering powerhouse.

mcp-auth

by Jason-CKY

Example of a FastMCP server behind a authentication proxy server

mcp-calculator

by arulrajnet

MCP server example with calculator tools. Written using FastMCP

qdrant-neo4j-crawl4ai-mcp

by isfnr1

Discover the Qdrant Neo4j Crawl4AI MCP Server, a powerful tool for intelligent AI coordination using vector and graph intelligence. 🌐🚀

youtube-mcp-server

by dannySubsense

A comprehensive Model Context Protocol (MCP) server providing real-time YouTube Data API access for AI assistants. Features 14 functions including intelligent content evaluation with technology freshness scoring for knowledge base curation.

mcp-task-manager

by chukaibejih

MCP (Model Context Protocol task management server featuring full CRUD operations, intelligent filtering, and AI-powered productivity prompts. Built with FastMCP SDK, SQLite, and Pydantic.

food_delivery_mcp

by gonzalo-cordova-pou

Local Model Context Protocol Server for a Food Delivery Application

sizing-mcp

by patw

A simple MCP server tool for calculating approximate sizing for dedicated search nodes on MongoDB Atlas

python-mcp-template

by hsiangjenli

🚀 A DevOps-friendly template with CI/CD, Docker, and Documentation-as-Code (DaC) for building MCP server .

python-dep-manager-companion-mcp-server

by KemingHe

A local Model Context Protocol (MCP) server that unifies the latest documentation for all Python dependency managers, making it instantly searchable from your agentic IDE.

openlibrary-mcp

by uysalserkan

Simple Openlibrary Mcp server

videogames-mcp-server

by BaranDev

Talk to your AI about games with up-to-date data. This MCP server connects Claude Desktop to a massive gaming database - search titles, get reviews, explore genres, all in your chat.

slack-mcp-server

by ru0780

Build a secure Slack MCP server with FastMCP for read-only access to channels, messages, and users. Access Slack data easily! 🛠️💬

mcpsec

by augmnt

Security scanner for Model Context Protocol (MCP) servers. Detects vulnerabilities, assesses risk, and provides actionable security guidance with beautiful TUI and CLI interfaces.

slack-mcp-server

by aryahadii

Minimal Slack MCP Server, using FastMCP

notion-mcp-server

by aryahadii

Minimal MCP Server for Notion, using FastMCP

fastmcp-gemini-mysql

by halovina

MySQL Data Analysis with Pandas, MCP Server, and Gemini AI

fastmtcp-gemini-xlsx

by halovina

EXCEL Data Analysis with Pandas, MCP Server, and Gemini AI

mcp_boilerplate

by boffti

🚀 Production-ready Python template for building Model Context Protocol (MCP) servers with FastMCP v2. Includes comprehensive tooling, multiple transport support (STDIO/SSE), example tools/resources/prompts, testing framework, and developer experience optimizations.

python-dependency-manager-companion-mcp-server

by KemingHe

A local Model Context Protocol (MCP) server that unifies the latest documentation for all Python dependency managers, making it instantly searchable from your agentic IDE.

oura-mcp-server

by hemantkamalakar

A Model Context Protocol (MCP) server for Oura Ring health data integration with Claude Desktop.

gcp-storage-mcp

by uysalserkan

A Model Context Protocol (MCP) server that provides seamless integration with Google Cloud Storage, enabling AI assistants to perform file operations, manage buckets, and interact with GCS resources directly.

basic-mcp-example

by smafjal

This project demonstrates a simple implementation of a Model Context Protocol (MCP) server using the fastmcp library.

amazon-q-index-mcp

by colegui242

This repository contains an MCP server for Acme Company that integrates with Amazon Q Business' cross-app index. Follow the setup instructions to configure your environment and run the application smoothly. 🚀🛠️

simple-mcp-server

by rb58853

A python implementation of the Model Context Protocol (MCP) server with fastmcp, fastapi and streamablehttp.

deepl-fastmcp-python-server

by AlwaysSany

A Python based Model Context Protocol (MCP) server that provides translation capabilities using Python, FastMCP and DeepL API.

MCP-Server-Client

by suyashsangale

A modular, open-source framework for building and deploying AI-powered tools and agent-based chat systems using MCP server and Streamlit App

x-ray-mcp-agent

by emily-xie2

An MCP-compliant server and client for chest X-ray classification and segmentation using TorchXRayVision.

frankfurtermcp

by anirbanbasu

A MCP server for the Frankfurter API for currency exchange rates.

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.

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.

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,

mcp-remote-call-ping-pong

by kimtth

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

x-twitter-mcp-server

by rafaljanicki

X/Twitter MCP server

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

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.

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.

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.

mcp-nixos

by utensils

MCP-NixOS - Model Context Protocol Server for NixOS resources

fastmcp-boilerplate

by punkpeye

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

ping-mcp

by leomrodrigues

A Model Context Protocol server that facilitates interaction with the Solana blockchain, built using the Ping Agent Kit. (https://github.com/PingAIFun/ping-agent-kit)

TransformerBee.mcp

by Hochfrequenz

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

Hands-on-MCP

by ankitgmishra

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.

Sol_mcp_server_typescript

by KishorNaik

Sample MCP server using Typescript

tailscale-mcp-echo

by remyguercio

Identity aware MCP server example using Tailscale serve.

amazon-q-index-mcp

by windson

MCP Server using Amazon Q Business Cross App index

azure-mcp-server

by merxazsnde

Azure MCP Server is a robust platform designed for managing Azure resources efficiently. 🌐 Join our community and contribute to the project on GitHub! 🚀

typescript-mcp

by brayanepv1

# typescript-mcpTypeScript specialized MCP server for advanced code manipulation and analysis. This project enhances your IDE experience with essential features like Go to Definition and Rename. 🛠️✨

AI_Agent_with_MCP

by zayedrais

MCP server built with Google’s Agent Development(ADK) Kit featuring multiple specialised agents that collaborate through intelligent routing. The system provides RESTful API endpoints for various capabilities including web searches, data analysis, and code generation while maintaining extensibility through a modular architecture

torero-mcp

by torerodev

🔌 torero MCP Server

binance-mcp-server

by AnalyticAce

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

fastmcp-template

by gkzhb

TypeScript MCP Server Template

py-mcp-server-explorer-notebook

by messeb

🧪 Explore and test MCP servers with fastmcp and FastAgent. List tools, invoke APIs, and augment LLMs with real-time capabilities using OpenAI, Claude, and Brave Search.

perch-py

by danielremoquillo

Perch is a developer-friendly command-line tool for scaffolding and managing MCP HexLayer Architecture server projects.

time-aware-agents

by harshpreet931

🕒 Lightweight MCP server with a `time_now` tool to get the current time. Instantly add real-time awareness to your AI agents.

binance-mcp-server

by SayantiPalKCMS

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. 🐙💻

mcp-privilege-cloud

by aaearon

A production-ready Model Context Protocol (MCP) server for CyberArk Privilege Cloud integration. Enables AI assistants and MCP clients to securely interact with privileged account management, safe operations, and platform configurations through 8 comprehensive tools.

BinanceMCPServer

by AnalyticAce

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

simple-mcp

by HasanRothi

A simple MCP server and client

fastmail-mcp-server

by jeffjjohnston

A basic MCP server that provides access to a Fastmail inbox

Ollama_MCP_Gradio

by ParthaPRay

This repo presents MCP server for localized Ollama using Gradio

mcp-github-repo-creator

by flickleafy

🚀 MCP GitHub Repository Creator - A Model Context Protocol server that provides tools for AI applications like GitHub Copilot to automatically analyze repositories and create GitHub repositories. Features repository analysis, topic management, automated setup, and seamless integration with MCP-compatible AI clients.

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.

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.

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.