Categories

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. 🐙🌉

mcp-sports

by reeeeemo

MCP server for real-time sports stats. Requires an API key from SportsRadar

golf

by golf-mcp

Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents

fastapi-mcp-template

by joonheeu

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

tool-rave-mcp

by Saik0s

Universal MCP server proxy that enables parallel tool execution for servers that don't support it natively.

streamable-http-mcp-server

by purunep

Real-time MCP server using Streamable HTTP for AI-powered chatbots and tools.

pdb-debug

by cloudwarriors-ai

Revolutionary PDB REST Gateway for remote Python debugging with AI assistance. Enables Claude Code and other AI assistants to debug Python applications programmatically via REST API and MCP server.

otp-mcp

by andreax79

Model Context Protocol (MCP) server that provides OTP (One-Time Password) generation

onenote-mcp-server

by purpleslurple

Complete OneNote MCP Server for Claude Desktop - Access your entire OneNote knowledge base through AI with robust authentication and full API support

mcp-latex-server

by RobertoDure

A comprehensive Model Context Protocol (MCP) server that provides advanced LaTeX file creation, editing, and management capabilities for Large Language Models and AI assistants.

mcp-servers

by alexballera

🤖 Sistema integrado de IA local para desarrollo con Ollama + GitHub + MCP

mcp-sentiment

by Philip-Walsh

MCP Server Sentiment Analysis 🤗

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.

drupal_fastmcp

by abderrahimghazali

A powerful MCP server built with FastMCP that provides AI-powered tools for Drupal 10 development.

mcpdoc-daemon

by abn

Auto-reloading deamon for MCPDoc Server

arcontextify

by aorumbayev

Algorand ARC-56 to MCP server converter

example-agent-tool-weather-data

by resonatehq-examples

Example MCP Server that uses Resonate to create asynchronous tool calls for Claude Desktop

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

ai-webscraper-agent

by appugouda-architect

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

ray-mcp

by pradeepiyer

Ray MCP Server to bridge AI assistants to Ray distributed computing clusters. Manage Ray clusters, submit jobs and monitor resources through a standardized MCP interface with comprehensive tools.

developer

by purinton

A customizable Model Context Protocol (MCP) server for AI, automation, and developer tool APIs. Includes dynamic tool loading, multi-language script execution, and remote system integration.

unreal-mcp

by runreal

MCP server for Unreal Engine that uses Unreal Python Remote Execution

zettelkasten-mcp

by entanglr

A Zettelkasten Model Context Protocol (MCP) Server

Vibe-Model-Context-Protocol-Server

by non-npc

A Python-based server for managing and analyzing code context for AI-assisted development, without the monthly costs of a subscription API.

gemini-tool-agent

by paulfruitful

This is a simple sdk for building gemini agents that can call tools + work with mcp servers

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! 🌟👩💻

youtube_mcp_server

by avj2352

Simple MCP SSE server to query youtube videos using ezmcp framework

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. 🛠️✨

mcp-project

by coop-columb

Complete Model Context Protocol (MCP) implementation in Python with server, client, and CLI tools

notes-mcp

by PanseBossuSmecheru

# Notes MCPAn MCP server that connects with your Apple Notes on macOS. 📓 This tool allows you to manage your notes efficiently with simple commands. 🛠️

optuna-mcp

by optuna

The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.

vulnerability-intelligence-mcp-server

by firetix

Built for security professionals, developers, and DevSecOps teams who need reliable vulnerability intelligence integrated directly into their development workflow.

mcp-domain-availability

by imprvhub

A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.

mcp-star

by yzfly

⭐ Curated collection of high-quality Model Context Protocol (MCP) servers

caltrain-mcp

by davidyen1124

A Model Context Protocol (MCP) server for Caltrain schedules. Get real-time train departures using GTFS data, designed for Claude Desktop and other MCP clients.

mcp_news

by marioluciofjr

Repositório com um MCP-Server que traz um resumo de notícias, mas só se tiver a senha correta da tool

research-mcp-server

by spalit2025

MCP Server for arXiv Research - Search and retrieve academic papers with Model Context Protocol integration

vulnerability-intelligence-mcp-server

by Kinh641

<p align="center"> <img src="logo.png" alt="Vibe tester Logo" width="270"/></p># MCP Vulnerability Checker ServerA modular Model Context Protocol (MCP) server providing comprehensive security vulnerability intelligence tools including CVE lookup, EPSS scoring, CVSS calculation, exploit detection, and Python package vulnerability checking.#

openapi-mcp

by chugo-guano

openapi-mcp quickly converts your OpenAPI 3.x specifications into a robust MCP tool server. 🚀 With just a few commands, you can validate your API and start serving it efficiently. 🛠️

caltrain-mcp

by Sajedfb

Caltrain MCP is a server that provides real-time train schedules and station lookups, helping you navigate your commute. With features like time-specific queries and smart search, it simplifies your travel plans while keeping you informed about any delays. 🚆💻

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

mcp-server-template

by ntk148v

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

penpot-mcp

by montevive

Penpot MCP server

emr-mcp-server

by akashdeep01

Model Context Protocol (MCP) server for intelligent EMR cluster management, monitoring, and optimization

mcp_docker_python_interpreter

by beatwad

MCP server for interaction with python interpreter and file system inside Docker container.

outlook-mcp-server

by cycle-sync-ai

A Python-based Microsoft Outlook integration using Microsoft Graph API, built with FastAPI and MCP framework.

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

ytch-mcp

by sms03

MCP server build to analyze the channel whether it is ☠️ or 🙋🏻‍♂️.

perch-py

by danielremoquillo

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

MCP-Ollama-Client

by Nagharjun17

Lightweight MCP client that uses a local Ollama LLM to query multiple MCP servers defined in config.json

agent_with_multiple_mcp_servers

by extrawest

A modular system for creating AI agents using the Model Context Protocol (MCP). This framework allows connecting to multiple MCP servers simultaneously, aggregating tools, and executing queries using LangChain agents

arxiv-mcp

by Tejas242

A streamlined Model Context Protocol server that connects AI assistants to arXiv's vast collection of academic papers. Search, analyze, and download research papers directly from your AI workflow.

developer

by rpurinton

Developer-focused tools over the Model Context Protocol (MCP), allowing remote execution of scripts, file operations, and SQL queries on a Linux server via a secure HTTP API.

ez-mcp

by intellectronica

The easiest path to getting an MCP server going

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.

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.

n8n-node-mcp-server

by ari-json

MCP server for accessing N8N node information through Claude Desktop

penpot-mcp

by cale0b

Penpot MCP connects design workflows with AI, enhancing creativity and efficiency. This server leverages Model Context Protocol to integrate Claude AI and other LLMs into your Penpot projects. 🐙💻

todo-txt-mcp

by danielmeint

🔗 Model Context Protocol server for todo.txt files - Connect your todo.txt to AI assistants like Claude Desktop

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.

devstandards_mcp

by ivangrynenko

Provides MCP server with software-related standards, allowing to query by category, programming language

fastmail-mcp-server

by jeffjjohnston

A basic MCP server that provides access to a Fastmail inbox

mcp-agent-sample

by tolgacakir

AI Agent with MCP Server Using Python

quick-data-for-windows-mcp

by Beaulewis1977

Windows-optimized MCP server for Claude Desktop providing universal data analytics capabilities

yahoo-mcp

by spjoshis

Yahoo MCP is an MCP server that provides various tools, including retrieving stock prices, viewing stock details, listing available stocks, and more.

mcp-server-platform

by BrandXX

Modern MCP Server Development Platform with UV, AI assistance, and comprehensive documentation

facebook-ads-library-mcp

by Suman02154

# Facebook Ads Library MCP ServerThis server allows you to search Facebook's public ads library for any company or brand, analyze their ads, and gain insights into their strategies. Explore ad images, text, and video links to understand what works in their campaigns. 🛠️📊

mcp-loxone-gen1

by avrabe

An opinionated Model Context Protocol (MCP) server for controlling Loxone Generation 1 home automation systems.

sonata-mcp-server

by pablitxn

🎼 MCP server that orchestrates browser automation for government services, turning bureaucratic web interfaces into programmable APIs

mcportfolio

by ebrandler

McPortfolio: A Model Context Protocol server providing 9 specialized tools for LLM-driven portfolio optimization using natural language, covering mean-variance to machine learning approaches.

cYBERsECmcp

by canstralian

This project implements a penetration testing and purple team AI-agent-driven server built with MCP and a Gradio UI frontend, designed to run as a Hugging Face Space.

simple-mcp-server

by rb58853

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

MayaMCP

by MOK-5-ha

Agentic demo for an AI that can take customer orders, make recommendations, handle transactions through the Stripe MCP server, and engage customers with meaningful conversations, all while maintaining a friendly and professional demeanor. Potential for deployment in a real-world setting as a simple service robot.

facebook-ads-library-mcp

by trypeggy

MCP Server for Facebook ADs Library - Get instant answers from FB's ad library

macos-tools-mcp-server

by wesleylnaraujo

The macOS Internal Tools MCP Server offers robust system monitoring and efficient file search features, making it an essential tool for developers. 🚀 Dive into the available tools and installation process to enhance your macOS experience! 💻

brosh

by twardoch

MCP server and CLI tool for browser screenshots (using Playwright and Python)

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-ai-agent

by luuisotorres

AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.

eraser-io-mcp-server

by buck-0x

A Python MCP (Model Context Protocol) server and CLI tool to render diagrams using the Eraser API.

lodgify-mcp-server

by Fast-Transients

A Model Context Protocol (MCP) server for the Lodgify vacation rental API. Provides tools for managing properties, bookings, and calendar data.

TetraNeurons

by Adhishtanaka

TetraNeurons is a disaster management application with a React frontend, FastAPI backend, Firebase integration , third-party API & MCP Server support.

mcp-server

by strands-agents

This MCP server provides documentation about Strands Agents to your GenAI tools, so you can use your favorite AI coding assistant to vibe-code Strands Agents.

itential-mcp

by itential

🔌 Itential Platform MCP Server

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).

sticky-notes-mcp-server

by aymaneELHICHAMI

This is a MCP application demo that enables Claude Desktop to create, read, and manage persistent sticky notes.

mcp-core-sdk

by z1labs

SDK for building Model Context Protocol (MCP) clients & servers — includes transport, discovery, and Tool/Prompt APIs in TypeScript, with Rust & Python coming soon.

mcp-hub

by reddy-sh

MCP Hub is a comprehensive framework for building, managing, and deploying Model Context Protocol (MCP) clients and servers. It provides tools and configurations to enable seamless integration and execution of end-to-end MCP workflows.

mcp

by Techiral

🚀 OpenClient- The CLI-Based Universal AI Application Connector! An open-source Model Context Protocol (MCP) implementation that turbocharges LLMs by context provisioning standardization. Quickly connect a server of your choice with our client to boost your AI capabilities. Ideal for developers creating next-generation AI applications!

mcp_client

by theailanguage

MCP Client Implementation using Python, LangGraph and Gemini

easymcp

by promptmesh

A high performance MCP client sdk for python

mcp-client

by spirita1204

implementation for interacting between an MCP server and an Ollama model

mcp-client-server

by jithinolickal

Sample on how mcp client and server can be created and used using python.

MemProcFS-mcp-server

by Tokeii0

MemProcFS-mcp-server

MCP-Server-python

by Perteghella

Simple implementation of a Model Communication Protocol (MCP) server using Python over the network using sse transport

mcp-python-interpreter

by yzfly

MCP Python Interpreter: run python code. Python-mcp-server, mcp-python-server, Code Executor

mcp-sbom-server

by gkhays

MCP server to perform a scan and produce an SBOM

todo-mcp-server

by Adhishtanaka

This repository provides an MCP (Model Context Protocol) server for interacting with the Todo App through Claude and other MCP-compatible AI tools. This project allows AI agents to access and manage todos using the standardized MCP interface.

adk-python-mcp-client

by arjunprabhulal

Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client for flight search capabilities.

OmniMind

by Techiral

OmniMind: An open-source Python library for effortless MCP (Model Context Protocol) integration, AI Agents, AI workflows, and AI Automations. Plug & Play AI Tools for MCP Servers and Clients, powered by Google Gemini.

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.

l2c-ctfs-mcp

by madebygps

MCP server for L2C CTFs

mcp-server

by fere-ai

FereAI's MCP Server - The most powerful Crypto MCP Server.

MCP_mysql_connector

by SreevaatsavB

A MCP server and client for interacting with a local MySQL database

python-interpreter-mcp

by bimalpaudels

A Model Context Server providing simple features to automate python script execution via LLMs.

isolated-pymcp

by aygp-dr

A secure, isolated environment for exploring Python development with Model Context Protocol (MCP) and Language Server Protocol (LSP)

mcp-yfinance-server

by Adity-star

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

appdog

by rodolphebarbanneau

Compose and generate effortlessly MCP servers from any OpenAPI specifications

mcp-server-guide

by kaianuar

A comprehensive guide and example implementations for building Model Context Protocol (MCP) servers in Python and TypeScript.

google-play-mcp

by gojoel

MCP server for managing apps on Google Play,

AINotesMCPServer

by IzarLabs

MCP Server para un gestor de notas básico para el Claude Desktop

remote-mcp-azure-function

by dsaad68

A demo to showcase a MCP Server with Azure Functions

TitanicAIAnalysis

by IzarLabs

MCP Server para análisis de datos sobre dataset del Titanic

spring-mcp-bridge

by brunosantoslab

Spring MCP Bridge is a tool that automatically converts REST endpoints from Spring Boot applications into an MCP (Message Conversation Protocol) server, allowing AI assistants like Claude, Cursor, and other MCP-compatible tools to directly interact with your APIs.

introduction-to-mcp

by LiteObject

Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.

typesense-mcp-server

by avarant

MCP server for Typesense

jap-vocab-anki-mcp-server

by vionwinnie

Japanese Vocab Anki MCP Server

unofficial_mapy_com_mcp

by 07pepa

An simlpe mcp server for mapy.com

SimpleServerSetup

by DionBenFernandes-Dev

A dual-mode Python calculator server supporting both Server-Sent Events (SSE) for web clients and Standard Input/Output (STDIO) for terminal interaction.

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.

agents-mcp-usage

by andrewginns

Repo for demonstrating simple Model Context Protocol (MCP) server with several Agent Frameworks

crawl4ai-mcp

by wyattowalsh

MCP (Model Context Protocol) server wrapping Crawl4AI library as functions using Python

appdog

by Arya711139

Compose and generate effortlessly MCP servers from any OpenAPI specifications

MCP-Server-Cybersecurity-News

by enggpt-it

Implementazione di un server MCP integrabile con Claude Desktop che consente di accedere alle ultime notizie sulla cybersecurity da vari siti web.

SimpleCalculator-using-MCP-Server---Docker

by DionBenFernandes-Dev

A demonstration of custom Model Context Protocol (MCP) implementation for arithmetic operations, containerized with Docker for seamless deployment.

voice-mcp-client

by baryhuang

A iOS/MacOS Swift MCP Client using voice interacting with python MCP servers both natively

azure-terminal-copilot

by madebygps

A Python-based Azure CLI assistant that provides natural language processing capabilities for Azure commands, leveraging Azure MCP Server.

MCP-Tavily-Web-Search-Server

by matemiro

A Model Context Protocol (MCP) server that provides a web search tool using the Tavily API. This server enables AI models to search the internet and retrieve up-to-date information.

aider-mcp-client

by alvinveroy

A Python tool to query Context7 MCP for library docs. Integrates with Aider for AI coding. Install via pip install mcp_query and fetch docs easily.

agents-mcp-usage

by kikzi

Repo for demonstrating simple Model Context Protocol (MCP) server with several Agent Frameworks

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

python

by mcp-auth

(👷 wip 🚧) Plug-and-play auth for Python MCP servers.

beemcp

by OkGoDoIt

BeeMCP: an unofficial Model Context Protocol (MCP) server that connects your Bee wearable lifelogger to AI via the Model Context Protocol

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-nvd-server

by gkhays

MCP server that retrieves CVE information

tufin-mcp

by stonecircle82

Bridge Tufin APIs to AI workflows: An open-source REST server with RBAC for SecureTrack and SecureChange integration.

aci

by Willis128

ACI.dev is the open source platform that connects your AI agents to 600+ tool integrations with multi-tenant auth, granular permissions, and access through direct function calling or a unified MCP server.

mcp_calculator

by KeerthiNingegowda

A simple calculator app with MCP compliant server and client

dissi

by k0msenapati

Dissi is a high-performance, real-time communication agent powered by Groq and built with Agno, designed to interact with Discord servers using natural language.

quip-mcp-server-python

by zxkane

Model Context Procotol(MCP) server for fetching Quip document

mcp-server-python-demo

by legomb

This is a demo of an MCP server using Python, intended to be tested with vscode Copilot in Agent mode

MCP-Server-Cybersecurity-News

by forgeai-it

Implementazione di un server MCP integrabile con Claude Desktop che consente di accedere alle ultime notizie sulla cybersecurity da vari siti web.

chunker-mcp

by tarjeir

This cli tool/Model Context Protocol (MCP) server chunks source code files using LangChain's RecursiveCharacterTextSplitter and stores the resulting chunks in a ChromaDB vector database, including line range metadata for each chunk.

finance-mcp-server

by Otman404

Finance mcp server- Get up-to-date prices and news about stocks and cryptocurrencies

adk-mcp-rag

by khoi03

A Retrieval-Augmented Generation (RAG) system that leverages Google's Agent Development Kit (ADK) and Qdrant vector database via MCP server.

binoculo-mcp

by girorme

Banner grabbing with LLM (MCP Server)

Youtube-MCP

by blukglug

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic searches over video content—all without relying on the official API. By integrating with a vector database, this server streamlines content discovery.

interactive_draw_mcp

by AaronGoldsmith

MCP Server for collaborative drawing with Large Language Models

chess-uci-mcp

by AnglerfishChess

MCP server to connect to the chess engines using UCI protocol

okta-mcp-server

by fctr-id

The Okta MCP Server is a groundbreaking tool built by the team at Fctr that enables AI models to interact directly with your Okta environment using the Model Context Protocol (MCP). Built specifically for IAM engineers, security teams, and Okta administrators, it implements the MCP specification to help work with Okta enitities

Youtube-MCP

by IA-Programming

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic searches over video content—all without relying on the official API. By integrating with a vector database, this server streamlines content discovery.

pytaiga-mcp

by talhaorak

A MCP server for interacting with Taiga Project Manager

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.

mcp-nixos

by utensils

MCP-NixOS - Model Context Protocol Server for NixOS resources

Filesys

by OmniS0FT

This is a File system mcp server that could allow an LLM to read and list files from a specified safe directory on your local machine.

ai-publications

by jonigl

A collection of articles and guides on AI, Generative AI, and Machine Learning, featuring practical examples in Python, TypeScript, and MCP server development.

mcp-code-checker

by MarcusJellinghaus

MCP server providing code quality checks (pylint and pytest) with smart LLM-friendly prompts for analysis and fixes. Enables Claude and other AI assistants to analyze your code and suggest improvements.

open-multi-agent-canvas

by CopilotKit

The open-source multi-agent chat interface that lets you manage multiple agents in one dynamic conversation and add MCP servers for deep research

fastapi-mcp

by KimiJL

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

Roo-Code-MCP-installer

by robertheadley

An MCP server installer for Roo Code. Handles the installation from Github, requirements, package management, update, installation and MCP Json configuration.

monkdb-mcp

by monkdbofficial

An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜

mcp-server-azure-ai-search-python-preview

by projectAcetylcholine

An experimental MCP service for Azure AI Search in Python

Roo-Code-MCP-installer

by pecklo

An MCP server installer for Roo Code. Handles the installation from Github, requirements, package management, update, installation and MCP Json configuration.

mcp-streamable-http-server

by nunaszek

mcp-streamable-http-server provides a comprehensive development template for building StreamableHttp services with flexible authentication, dynamic service registration, customizable middleware, and easy tool configuration via YAML.

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.

mcp-streamable-http-server

by purity3

mcp-streamable-http-server provides a comprehensive development template for building StreamableHttp services with flexible authentication, dynamic service registration, customizable middleware, and easy tool configuration via YAML.

MCPServer-CodeManagerClaude

by JManuelHaces

A powerful MCP (Model Context Protocol) server enabling AI assistants to analyze, search, and navigate codebases with precision. This tool bridges the gap between AI and your software projects by providing comprehensive code exploration capabilities including symbol search, definition finding, import analysis, and advanced code metrics.

pdf-rag-mcp-server

by hyson666

PDF RAG server for cursor.

mcp-searxng-enhanced

by OvertliDS

Enhanced MCP server for SearXNG: category-aware web-search, web-scraping, and date/time retrieval.

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.

mcpgui

by revarbat

Fuzzball GUI package for the Mud Client Protocol.

mudclientprotocol

by revarbat

Mud Client Protocol support library.

MCP-Emulator-Controller

by Teemo4621

A study project using MCP Server to control an emulator — including launching apps, closing apps, taking screenshots, tapping, and dragging on the screen.

mcp-py-devto

by extinctsion

MCP server written in python for dev.to

mcp-client-server

by alphasecio

A collection of MCP servers and a Streamlit-based MCP chatbot.

tailscale-mcp-echo

by remyguercio

Identity aware MCP server example using Tailscale serve.

pytest-mcp-server

by tosin2013

A Model Context Protocol (MCP) server designed to help track pytest failures and resolve errors faster using the 9 principles of debugging.

esp32s3_mcp9808_temp_csv_email_and_webpage

by charkster

Micropython script for esp32s3 and mcp9808 to log temperature to a csv file and email it as an attachment. Web server also included to get a live copy of the temperature log file.

mcp-client-server

by duaraghav8

Simplest example of MCP client-server architecture over HTTP using Python

langchain-mcp-tools-py-usage

by hideya

Simple MCP Client Using LangChain / Python

mcpx-py

by dylibso

Python client library for https://mcp.run - call portable & secure tools for your AI Agents and Apps

mcp-registry

by ARadRareness

A central registry and HTTP interface for coordinating Model Context Protocol (MCP) servers.

DevDocs

by cyberagiinc

Completely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers in mind. Easily integrate into Cursor, Windsurf, Cline, Roo Code, Claude Desktop App

sqlite-explorer-fastmcp-mcp-server

by hannesrudolph

An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

weather

by Hritik003

A simple MCP server for weather

mcproto-python

by icezyclon

Python library for communicating with Minecraft servers via same-named grpc protobuf plugin

mcp-bear

by jkawamoto

A MCP server for interacting with Bear note-taking software.

mcp-florence2

by jkawamoto

An MCP server for processing images using Florence-2

mcp-youtube-transcript

by jkawamoto

MCP server retrieving transcripts of YouTube videos

FastMCP 🚀

by jlowin

The fast, Pythonic way to build Model Context Protocol servers 🚀

music-mcp

by joeychilson

A Model Context Protocol (MCP) server to let Claude help you manage your music.

mcp-browser-use

by JovaniPink

FastAPI server implementing MCP protocol Browser automation via browser-use library.

markitdown_mcp_server

by KorigamiK

A Model Context Protocol (MCP) server that converts various file formats to Markdown using the MarkItDown utility.

cfbd-mcp-server

by lenwood

An MCP server enabling CFBD API queries within Claude Desktop.

mcpq-python

by mcpq

Python library for communicating with and controlling Minecraft servers via MCPQ plugin

MCPy

by mrdiploben

Allows for .py scripts on minecraft servers!

mcpypanel

by netgoatfr

Just a panel for a minecraft Server / Proxy, writen with python, it's better to use with a linux server. For more infos, please refer to the README.md file.

mcpy

by parallelblock

Python Minecraft Client / Server API

txtai-assistant-mcp

by rmtech1

Model Context Protocol (MCP) server implementation for semantic search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities. You can use Claude and Cline AI Also

mcp-package-docs

by sammcj

An MCP server that provides LLMs with efficient access to package documentation across multiple programming languages

mcp-package-version

by sammcj

An MCP server that provides LLMs with the latest stable package versions when coding

mcp-image-gen

by sarthakkimtani

MCP server enabling Image Generation for LLMs with Flux.1 Schnell, built in Python and integrated with Together AI.

MCPD

by SuperShadowPlay

A discord bot you host yourself, that will display the amount of people in a specified Minecraft Server at version 1.7+

py-mcpe-query

by w-gao

Query tool for Minecraft: Bedrock Edition servers.

py-mcpe-stats

by w-gao

A tool to get basic information from Minecraft: Bedrock Edition servers.

mcp-trader

by wshobson

A Model Context Protocol (MCP) server for stock traders

mcp-client-langchain-py

by hideya

MCP Client Implementation Using LangChain / Python

mcp_langgraph_tools

by paulrobello

MCP Tools Langraph Integration

oterm

by ggozad

a text-based terminal client for Ollama

light-mcp-agents

by nicozumarraga

Lightweight, composable framework for building muti-agent systems with Model Context Protocol (MCP)

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.

filesystem-android

by SDILogin

A Claude MCP server providing secure access to Android project files for AI-assisted code navigation and analysis.

mcp-server-python-template

by Cris-0k

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

LLaMa-MCP-Streamlit

by Nikunj2003

AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Model Control Protocol (MCP).

refactored-octo-parakeet

by RGGH

MCP Demo

fetcher-mcp

by everford

MCP server for fetch web page content using Playwright headless browser.

strava-mcp

by yorrickjansen

An MCP server to interact with Strava

unreal-mcp

by runeape-sats

Unreal Engine MCP server for Claude Desktop (early alpha preview)

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.

md-pdf-mcp

by seanivore

Markdown To PDF Conversion MCP

mcp-server-idapro

by fdrechsler

A Model Context Protocol (MCP) server that enables AI assistants to interact with IDA Pro for reverse engineering and binary analysis tasks.

blender-open-mcp

by dhakalnirajan

Open Models MCP for Blender Using Ollama

mcp_server_code_checker_python

by MarcusJellinghaus

MCP server providing code quality checks (pylint and pytest) with smart LLM-friendly prompts for analysis and fixes. Enables Claude and other AI assistants to analyze your code and suggest improvements.

fused-mcp

by fusedio

Fused MCP Agents: Setting up MCP Servers for Data Scientists

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.

sek-fx-mcp

by bromaniac

En Model Context Protocol-server (MCP) som kopplar en LLM till Riksbankens API för kronans växelkurs.

windtools-mcp

by ZahidGalea

Your own codebase tools like code semantic search

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.

Wazuh-MCP-Server

by unmuktoai

An open-source MCP server for integrating Wazuh security data with LLMs (such as the Claude Desktop App). This service authenticates with the Wazuh RESTful API, retrieves alerts from Elasticsearch indices, transforms events into an MCP-compliant JSON format, and exposes an HTTP endpoint for Claude Desktop to fetch real-time security context.

mkinf

by mkinf-io

mkinf SDK to interact with mkinf hub MCP servers

mcp-agent

by lastmile-ai

Build effective agents using Model Context Protocol and simple workflow patterns

basic-memory

by basicmachines-co

Basic Memory is a knowledge management system that allows you to build a persistent semantic graph from conversations with AI assistants. All knowledge is stored in standard Markdown files on your computer, giving you full control and ownership of your data. Integrates directly with Obsidan.md

ezmcp

by jujumilk3

Easy-to-use MCP server framework specialized for SSE.

mcp-tool-kit

by getfounded

Agentic abstraction layer for building high precision vertical AI agents written in python. Middleware for Model Context Protocol.

ancestry-mcp

by reeeeemo

Ancestry MCP server made with Python that allows interactability with .ged (GEDCOM) files

asterisk-mcp-server

by getAsterisk

Asterisk Model Context Protocol (MCP) server.

mcp-server-python-template

by sontallive

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

unsplash-mcp-server

by hellokaton

🔎 A MCP server for Unsplash image search.

Filesys

by iBz-04

This is a Filesystem model context protocol server that could allow an LLM to read and list files from a specified directory on your local machine.

mcp-mysql-server

by alexcc4

A lightweight MCP server for MySQL, built with python

mcp-sentry

by MCP-100

A Model Context Protocol server for retrieving and analyzing issues from Sentry.io

weather-mcp-server

by Ayaan270

A lightweight Model Context Protocol (MCP) server that enables AI assistants like Claude to retrieve and interpret real-time weather data.