Categories

fastify-mcp-streamable-http

by flaviodelgrosso

A Fastify plugin for Model Context Protocol (MCP) streamable HTTP support

health-api

by AlwaysSany

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

polymarket-mcp

by CarlosIbCu

Model Context Protocol server for Polymarket CLOB – FastAPI, Docker-ready, LLM-tool compatible

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.

ai-webscraper-agent

by appugouda-architect

AI-powered web-scraping agent that uses the Brightdata MCP Server, Fast API, Python, Streamlit UI, Anthropic LLM

fastapi-mcp-template

by joonheeu

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

research_mcp

by Mustapha7018

An MCP server that allows AI assistants like Claude or GPT to search for research papers through a standardized interface.

mcp-server-template

by joonheeu

Docker 지원과 Scalar API 문서화가 포함된 FastAPI 기반 MCP (Model Context Protocol) 서버 템플릿. 커스텀 MCP 서버 구축을 위한 즉시 사용 가능한 템플릿.

Weather-MCP-Server

by JeremyMorgan

A Model Context Protocol (MCP) server that provides weather data using the Open-Meteo API. This server allows AI assistants to retrieve current weather conditions and forecasts for any location on Earth.

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!

mcp-f1data

by Maxbleu

MCP server for F1 data using Fastf1, OpenF1 or Ergast APIs

arcontextify

by aorumbayev

Algorand ARC-56 to MCP server converter

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. 🐙🌉

hk-tech-mcp-server

by hkopenai

This is an MCP server that provides access to technology and broadcast data through a FastMCP interface.

ollama-mcp-bridge

by jonigl

Bridge API service connecting Ollama with Model Context Protocol (MCP) servers

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

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

fastmcp-boilerplate

by punkpeye

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

AgentSphere-MCP-Servers

by DataRohit

A collection of Model Control Protocol (MCP) servers that provide AI systems with standardized access to various data sources. This repository contains multiple MCP server implementations, each designed to expose different external APIs through a consistent interface for AI agents.

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)

facetron

by 13shivam

FaceTron is a high-performance face embedding server using ONNX Runtime, supporting dynamic multi-model loading, offline deployment, and scalable environments. It exposes an OpenAPI endpoint with MCP-compatible metadata and integrates with OpenTelemetry for observability.

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.

code-to-tree

by micl2e2

A single-binary MCP server that converts source code into AST🌲, regardless of language.

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

aws-mcp-server

by WantedAlchemist

AWS MCP Server is a robust solution for managing cloud resources efficiently. 🌐 Join our community on GitHub to contribute and collaborate! 🚀

gcp-mcp-server

by Zoroken123

GCP MCP Server provides a streamlined solution for managing cloud resources efficiently. Join the community and contribute to its growth! 🌟👩💻

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. 🛠️✨

ScrobblerContext

by tfmart

MCP Server for Last.FM APIs, built in Swift

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

quote-fancy-mcp-server

by Iamkrmayank

MCP Server (Model Control Protocol) is a modular FastAPI backend designed for large-scale quote management, structured text generation, image handling, and video metadata processing.

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.

mcp-elasticsearch

by sonirico

MCP server connecting AI systems to Elasticsearch clusters

glyph

by benmyles

🔮 glyph – mcp server to map your codebase with symbol outlines

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.

fastmail-chat

by jeffjjohnston

A simple chat interface to use with OpenAI and the Fastmail MCP server

perch-py

by danielremoquillo

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

pokemon-paste-mcp

by jpbullalayao

MCP server for creating pokepastes

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.

bruvtools

by fcavalcantirj

🚀 Your Private App Platform - Deploy Node.js, Python, Go, Java & more to CapRover, AWS, GCP with one CLI. Features MCP integration for Cursor.com, smart collision detection, auto-SSL, and costs 80% less than Heroku. Transform any $5 server into your personal Vercel.

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

mlb-mcp

by etweisberg

MCP server for advanced baseball analytics (statcast, fangraphs, baseball reference, mlb stats API) with client demo

fastmail-mcp-server

by jeffjjohnston

A basic MCP server that provides access to a Fastmail inbox

aws-mcp-server

by LokiMCPUniverse

MCP server for AWS API integration - Comprehensive cloud infrastructure management for GenAI

gcp-mcp-server

by LokiMCPUniverse

MCP server for Google Cloud Platform - Complete GCP services integration for GenAI

raycast-mcp-server-manager

by RMNCLDYO

A Raycast extension for managing MCP (Model Context Protocol) servers across editors like Cursor, VS Code, and Windsurf

azure-mcp-server

by LokiMCPUniverse

MCP server for Azure - Microsoft Azure cloud services integration

Ollama_MCP_Gradio

by ParthaPRay

This repo presents MCP server for localized Ollama using Gradio

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. 🚀🛠️

mcp-fetch-weather

by IsseiSuar

Simple MCP server with a weather tool – built with @modelcontextprotocol/sdk.

Analysis-Alpaca-Researcher

by DeepKariaX

🦙 Production-ready MCP server for comprehensive research and analysis with web + academic search, content extraction, and optional React web interface

frankfurtermcp

by anirbanbasu

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

simple-mcp-server

by rb58853

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

astro-mcp

by jem-computer

a content website, a content-based MCP server, a b̶r̶e̶a̶k̶t̶h̶r̶o̶u̶g̶h̶ i̶n̶t̶e̶r̶n̶e̶t̶ c̶o̶m̶m̶u̶n̶i̶c̶a̶t̶i̶o̶n̶s̶ d̶e̶v̶i̶c̶e̶…are you getting it?

deepl-fastmcp-python-server

by AlwaysSany

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

carrot-ai-pm

by talvinder

Carrot auto-writes specs and catches AI code drift. MCP server for Cursor that AST-validates every commit.

mcp-context-forge

by IBM

A Model Context Protocol (MCP) Gateway. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API endpoints to MCP, composes virtual MCP servers with added security and observability, and converts between protocols (stdio, SSE).

nextjs-mastra-mcp-with-aws

by tsukuboshi

Mastraで実装したMCP Serverを呼び出すAIエージェント

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.

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-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

decodo-mcp-server

by Decodo

The Decodo MCP server which enables MCP clients to interface with services.

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.