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Current Category: python

mcp-deadmansnitch

by jamesbrink

MCP server for Dead Man's Snitch monitoring service - Monitor scheduled tasks and cron jobs through AI assistants

#ai-assistant#claude-desktop+10

sensortower-mcp

by virusimmortal00

MCP Server for connecting to the Sensor Tower APIs

#mcp#mcp-server+5

mysql-mcp-server

by mukul975

A comprehensive Model Context Protocol (MCP) server for MySQL databases with 200+ tools for advanced database management, diagnostics, performance analysis, security auditing, and AI-powered database interactions.

#ai-tools#claude-mcp+16

postgres-mcp-server

by mukul975

🔄 PostgreSQL MCP Server – AI-Powered PostgreSQL Management & Monitoring. A powerful, AI-integrated PostgreSQL Model Context Protocol (MCP) server for automated database operations, monitoring, security, diagnostics, and optimization. Seamlessly manage PostgreSQL with 237+ tools designed for AI assistants like Claude and ChatGPT.

#ai-database-tools#ai-integration+22

oura-mcp-server

by hemantkamalakar

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

#fastmcp#mcp+5

flexible-graphrag

by stevereiner

Uses LlamaIndex for graph building from content. Vector, GraphRAG, and Full text hybrid search. Docling document processing. Configurable with what graph database, vector database, search database, LLM, data sources to use. Angular, React, and Vue UIs MCP server support

#alfresco#graphrag+8

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.

#ai-tools#async+12

AI-agent-security-MCP

by KalinYorgov

A Model Context Protocol (MCP) server that provides security functionality for AI agents, focusing on detecting and redacting sensitive information in text content.

#claude#claude-ai+6

augments-mcp-server

by augmnt

Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, multi-source integration, and context-aware assistance.

#ai-tools#async+10

ReAct-agent-with-MCP-servers

by SUBHADEEP96

#langchain#langgraph+4

mode-manager-mcp

by NiclasOlofsson

MCP Memory Agent Server - A VS Code chatmode and instruction manager with library integration

#ai#ai-agents+17

AIRTABLE-MCP

by sulaiman013

An advanced Model Context Protocol (MCP) server that enables AI assistants to interact with Airtable databases through natural language. Features intelligent filtering, aggregation, and comprehensive security validation.

#ai#airtable+5

documentation-mcp-server

by AllanSJoseph

A Simple Python-based MCP server for retrieving documentations for Django, PostgreSQL, LangChain, llama-index and OpenAI

#anthropic-claude#model-context-protocol+4

threat-hunting-mcp-server

by THORCollective

Production-ready MCP server for threat hunting knowledge base systems integrating PEAK, SQRRL, and intelligence-driven methodologies

#atlassian#cybersecurity+10

voicemeeter-mcp-server

by rkzwei

MCP Server for Voicemeeter Remote API - Control audio mixing and routing through AI agents

#ai-agent#audio+8

MCP_Dummy-Sales_Data_Generation

by mohana9985

This project generates dummy sales data and provides a simple API to interact with it. It uses Docker to run a MySQL database, phpMyAdmin for database management, and a Python server built with the MCP framework for the API. The project is ideal for developers needing a ready-to-use, customizable and easy-to-manage sales data generation tool.

#claude-desktop#docker+6

github-mcp

by Amama-Fatima

A Github MCP server for Github repository management

#mcp-server#python+3

web-rag-fusion-mcp-server

by Renewdxin

A powerful RAG (Retrieval-Augmented Generation) server with dynamic embedding provider support via the Model Context Protocol (MCP)

#ai#llama-index+6

SQLite-MCP

by iDharshan

SQLite MCP Server enables natural language Data Analysis for local SQLite databases via Claude Desktop. Powered by the MCP library, it translates plain English queries into SQL for seamless, secure, and efficient data exploration without manual query writing.

#claude-desktop#mcp+4

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.

#dependency-manager#docker+8

fastmtcp-gemini-xlsx

by halovina

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

#fastmcp#gemini-ai+5

fastmcp-gemini-mysql

by halovina

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

#fastmcp#gemini+6

notion-mcp-server

by aryahadii

Minimal MCP Server for Notion, using FastMCP

#authentication#fastmcp+9

slack-mcp-server

by aryahadii

Minimal Slack MCP Server, using FastMCP

#authentication#fastmcp+10

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! 🛠️💬

#assistants#authentication+15

mcp-windows-automation

by mukul975

🚀 AI-Powered Windows Automation Server using Model Context Protocol (MCP) | Control Windows apps, automate tasks, and manage systems through natural language commands with Claude, ChatGPT & other AI assistants | 80+ automation tools

#ai-assistant#ai-automation+21

pmind-fal-ai-mcp

by raveenplgithub

Universal MCP server for fal.ai with dynamic model discovery, background uploads, and comprehensive queue management

#falai#mcp+3

telegram-assistant-mcp

by biel1572

Connect your AI agents to Telegram with the MCP server. Receive notifications, approve actions, and track progress easily. 🤖🌟

#ai-agent#ai-assistannt+11

EG4_MCP_server

by matt-dreyer

Model Context Protocol server for EG4 solar inverter monitoring and control

#eg4#inverter+6

Tigo_MCP_server

by matt-dreyer

Model Context Protocol server Tigo Energy

#energy-monitor#mcp-server+6

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.

#dependency-manager#docker+8

file-tools-mcp

by BumpyClock

MCP server providing file tools for LLMs and coding agents to quickly get project context

#ai-assistant#file-tools+6

ScreenMonitorMCP

by inkbytefo

A REVOLUTIONARY Model Context Protocol (MCP) server! Gives AI real-time vision capabilities and enhanced UI intelligence power. This isn't just screen capture - it gives AI the power to truly "see" and understand your digital world!

#ai#artificial-intelligence+13

ptt_mcp_server

by PyPtt

The best PTT MCP server

#mcp-server#ptt+4

Zammad-MCP

by basher83

A Model Context Protocol (MCP) server for Zammad integration, enabling AI assistants to interact with tickets, users, and organizations.

#api-integration#claude-code+13

substack-mcp-plus

by ty13r

The most advanced Substack MCP server. 12 tools, browser auth, rich text support. Not affiliated with Substack Inc.

#ai-tools#automation+15

mcp-server

by umarmk

MCP server for PostgreSQL CRUD operations

#claude#crud+7

prombank-mcp

by SDG223157

A comprehensive prompt management system with MCP server capabilities for seamless integration with AI tools like Cursor

#ai-tools#cli-tool+12

mcp-server-analyzer

by Anselmoo

MCP server for Python code analysis with RUFF linting and VULTURE dead code detection

#code-quality#copilot+11

granola-claude-mcp

by cobblehillmachine

Custom MCP server connecting Granola.ai meeting data to Claude Desktop for AI-powered meeting intelligence

#mcp-claude-granola-python#server+3

food-mcp-server

by salindersidhu

A FastAPI-based MCP server that exposes endpoints for searching meals, fetching meal details, categories, and regional dishes using TheMealDB API.

#ai#claude+5

gepa-mcp

by developzir

MCP server integrating GEPA (Genetic-Evolutionary Prompt Architecture) for automatic prompt optimization with Claude Desktop

#ai#claude-desktop+9

mcp-guard

by Gersninja

MCP Guard is an open-source security assessment platform for MCP servers, featuring AIVSS and CVSS v4.0 support. Protect your infrastructure today! 🚀🛡️

#agentic-ai#ai-security+15

memory_mcp

by hidao80

This is a memory MCP server for the desktop extension, designed to run locally on your machine.

#desktop-extension#mcp+4

MCP_Server

by ThomasJanssen-tech

Build your own MCP Server with Python and ask questions about companies listed on Crunchbase!

#artificialintelligence#claude+6

python-mcp-server-demo

by DEFRA

Git repository for service python-mcp-server-demo

#backend#cdp+5

mcp-chatbot

by subho004

mcp-chatbot is a modular chatbot built with LangChain MCP that can perform math calculations, fetch real-time weather data, and search the web. It uses local tools for math and search, and an MCP server for weather, making it easy to extend with additional tools or APIs.

#ai-agents#chatbot+14

finanalyser-mcp

by Sreejit7

MCP server for analysing financial data. Upload your bank statements and get analysis, categorisation, insights.

#ai#financial-analysis+6

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

#ai#ai-agent+17

arxiv-research-mcp

by borderlessboy

AI-powered server for searching, ranking, and analyzing arXiv academic papers. Features smart search, full-text extraction, caching, REST API, MCP protocol support, Streamlit dashboard, and integrations with LangChain and Jupyter.

#academic-research#arxiv+11

vibe-coded

by skonto

Vibe coding a sample mcp server with Cursor and integrating it with fastapi and Chatgpt

#chatgpt#cursor+5

MCP-Server-for-ETL-Orchestration

by atharvpatwardhan

This project implements a Model Context Protocol (MCP)-compliant server that exposes a powerful set of ETL orchestration tools to LLM agents (like Claude or GPT), enabling them to control, monitor, and interact with real-world data infrastructure using natural language.

#airflow#aws+7

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.

#fastapi#fastmcp+8

Bugcrowd_MCP_Server

by unstrike

A high-performance MCP (Model Context Protocol) server that provides secure, tool-based access to the Bugcrowd API, allowing for natural language interaction through various AI agent platforms.

#agentic#ai+6

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

by nzwi263

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

#boilerplate#fastmcp+7

langchain-mcp-server

by LiteObject

MCP server that provides LangChain documentation

#ai#ai-agent+10

Puch-AI-WhatsApp-Integration-MCP-Server

by alok-ahirrao

MCP server for integrating Puch AI with WhatsApp, enabling AI-powered messaging, product search, and web content fetching.

#ai-product-search#chatbot+16

mcp-deadmansnitch

by aad2609

Monitor your scheduled tasks with the MCP Dead Man's Snitch server. Easily list, search, and ping your snitches. 🐙🔍

#ai-assistant#claude-desktop+10

mcp-example

by lailo

An example of how to run a MPC server in Python

#flake8#mcp+5

weather-mcp-server

by Sachindesai2213

A lightweight and modular Weather MCP (Model Context Protocol) Server built in Python. Designed to fetch, process, and serve real-time weather data using APIs like OpenWeatherMap and WeatherAPI. Supports current, forecast, and historical data—ideal for IoT systems, dashboards, and automation workflows.

#genai#generative-ai+7

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

#agent-runtime#ai+18

mcp-sports

by reeeeemo

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

#claude#mcp+5

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. 🐙🌉

#ai#api+19

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.

#ai-tools#automation+13

polymarket-mcp

by CarlosIbCu

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

#ai#api+19

health-api

by AlwaysSany

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

#alembic#fastapi+10

example-agent-tool-weather-data

by resonatehq-examples

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

#claude-desktop#mcp-server+6

arcontextify

by aorumbayev

Algorand ARC-56 to MCP server converter

#ai#algokit+7

mcpdoc-daemon

by abn

Auto-reloading deamon for MCPDoc Server

#automation#container+9

drupal_fastmcp

by abderrahimghazali

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

#drupal#mcp+4

mcp-template

by seyfi1232

MCP Template is a Node.js server template with TypeScript support, featuring stdio and SSE transport modes. Ideal for building Model Context Protocol servers. 🌐🚀

#agents#claude+18

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.

#anthropic#api-server+11

mcp-sentiment

by Philip-Walsh

MCP Server Sentiment Analysis 🤗

#gradio#mcp-server+3

holoviz-mcp

by MarcSkovMadsen

✨A MCP server that provides intelligent access to the HoloViz ecosystem for humans and AIs.

#ai#analytics+14

mcp-servers

by alexballera

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

#ai#chatbot+8

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.

#latex#mcp-server+7

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

#ai#claude+7

otp-mcp

by andreax79

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

#ai-tools#mcp+7

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.

#ai-assisted#claude-code+8

streamable-http-mcp-server

by purunep

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

#mcp#mcp-server+8

tool-rave-mcp

by Saik0s

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

#agent#ai+6

fastapi-mcp-template

by joonheeu

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

#ai#api+12

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.

#artificial-intelligence#cluster-management+7

ai-webscraper-agent

by appugouda-architect

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

#anthropic#fastapi+5

fastapi-multi-server-mcp

by Shealter

Build a FastAPI application with multiple MCP servers for weather, news, currency, and quotes. Access various public APIs effortlessly. 🌐🚀

#agent#claude+13

screeny

by rohanrav

A macOS-only MCP server to capture screenshots

#macos#mcp+4

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.

#agents#docker+9

ai-council-mcp

by 0xAkuti

Multi-AI consensus MCP server that queries multiple AI models (OpenAI, Claude, Gemini, custom APIs) in parallel and synthesizes responses to reduce bias and improve accuracy. A Python implementation of the wisdom-of-crowds approach for AI decision making.

#ai-consensus#ai-synthesis+19

click-mcp-server

by ofek

MCP server for any Click command line tool

#ai#cli+6

fastapi-multi-server-mcp

by AlwaysSany

A comprehensive FastAPI application that hosts multiple MCP servers, each providing access to different public APIs and services.(Multi server MCP)

#claude#cursor+11

elastic-mcp

by Akhilvis

A Model Context Protocol (MCP) server implementation that provides Elasticsearch interaction via Natural Language

#agentic-ai#ai+6

gmail-mcp

by eugengi

Another MCP server, but with batteries included + useful integrations for personal and daily use.

#gmail#gmail-api+8

Multilingual-Translator

by Vetrivel07

A real-time multilingual translation app where users can type text and get instant translations with optional audio. Built using Flask, Streamlit, and OpenAI, it supports 20+ languages and follows an MCP server design to handle translation and speech as modular tools.

#flask-application#large-language-models+11

query_blogger_mcp_server

by karthiks

An MCP Server to **only query** (not modify), **whitelisted blogs only** (and no other) hosted on Blogger platform.

#blogger#blogger-api+5

mcp-python

by ptonelli

a set of mcp tools to host on your own server with a shell and python interpreter

#git#mcp-server+5

Marketing-Automation-MCP-Server

by Mohit4022-cloud

🚀 AI-powered marketing automation with 75% time reduction & 23% ROI improvement. MCP server for Claude integration.

#ai#automation+10

MCP-Weather

by furkankarakuz

This project provides a server built with the Model Completion Protocol (MCP), designed to deliver up-to-date weather information in response to real-time queries.

#mcp#mcp-server+4

food-nutrition

by AlwaysSany

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

#fastmcp#mcp+6

networkx-mcp-server

by Bright-L01

Production-ready MCP server for graph analysis powered by NetworkX. 39 graph analysis tools with enterprise-grade reliability, security, and performance.

#algorithms#graph-analysis+6

mcp-wordle-python

by cr2007

A MCP Server for fetching Wordle Solutions written in Python

#mcp-server#mcp-server-python+4

pymcp

by anirbanbasu

A template repository for developing MCP servers in Python

#example#mcp-server+5

memcord

by ukkit

🧠 AI Memory Management for Claude Desktop. Save, search & organize chat history with intelligent summarization. MCP server.

#ai-assistant#ai-memory+18

mediawiki-api-mcp

by entanglr

A Model Context Protocol (MCP) server that allows LLMs to interact with MediaWiki installations through the MediaWiki API as a bot user.

#ai#claude+12

pycli-mcp

by ofek

MCP server for any Click command line tool

#ai#cli+6

Financial-Data-MCP-Server

by Samarth2001

An MCP server for real-time financial market data. Access stock prices, options chains, and technical analysis tools via conversational AI

#claude-desktop#data-analysis+8

aviationstack-mcp

by Pradumnasaraf

A lightweight Model Context Protocol (MCP) server that exposes the AviationStack API to interact with live flight data in real-time ✈️ .

#mcp#mcp-server+5

azure-blob-storage-mcp-server

by harveymarshall

A simple MCP Server for interacting with Azure Blob Storage

#azure#blob+5

nutrient-pdf-mcp-server

by PSPDFKit

A powerful Model Context Protocol server for LLM-driven PDF document analysis and exploration

#ai-integration#llm-tools+7

pistom

by mdonmez

Piston API MCP server to enable LLMs to run Python code.

#llm#mcp+4

awesome-dxt-mcp

by MCPStar

🚀 A curated list of awesome Desktop Extensions (DXT) and MCP servers for Claude Desktop. Discover, share, and contribute to the growing ecosystem of AI-powered local tools and automations.

#ai-extensions#ai-tools+16

py-sse-mcp

by Agent-Hellboy

A Simple Framework for Creating an MCP Server using sse protocol

#mcp#mcp-framework+4

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.

#ai-agent#ai-assistant+17

nutrition-mcp-server-python

by i-am-neon

Python MCP server for USDA nutrition data with meal planning system prompts. Get accurate macros, calories, and ingredients for any food item directly in Claude Desktop. Includes automated meal planner for diet-specific recipes.

#claude-desktop#diet+11

iracing-mcp-server

by ellettie

MCP Server for iRacing

#mcp-server#python+3

offline-mcp-educational-server

by Nihal108-bi

Offline MCP server for educational content generation (MCQs, lesson plans, flashcards) without LLMs — built using Flask. Fully Claude-compatible and browser-testable.

#claude-desktop#mcp-server+5

Mcpy

by magi8101

MCPy: A high-performance Minecraft server engine built with Python and Cython, optimized for speed, scalability, and scientific accuracy.

#community-driven-development#cython+8

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.

#ai-tools#anthropic+10

custom-mem0

by mjnong

MCP Server for a Mem0 as Agentic Memory to support user personalisation.

#agentic-ai#agents+13

mcp-website-fetcher

by electrocucaracha

MCP Demo server

#mcp-server#python+3

mcp-guard

by SaravanaGuhan

Enterprise-grade security assessment platform for Model Context Protocol (MCP) servers featuring industry-first AIVSS implementation and comprehensive CVSS vulnerability analysis.

#agentic-ai#ai-security+11

chess-mcp

by aysenurcftc

Chess MCP Server

#chess-com#mcp+4

ai-image-generator-mcp

by alexandrali0506

AI Image Generator MCP Server for Cursor - Generate images using FLUX model with Model Context Protocol

#ai#api+8

mcp-gimp

by martinduartemore

Model Context Protocol server implementation for GIMP 3.

#gimp#gimp-3+13

Microsoft-Graph-MCP

by JackInSightsV2

Microsoft Graph MCP Server - Using Microsoft Python Graph SDK

#graph#mcp+7

mcp_server_code_extractor

by ctoth

🎯 Precise code extraction for AI assistants - MCP server using tree-sitter to extract functions, classes & snippets from 30+ languages without manual parsing

#ai-tools#claude+7

image-gen-mcp

by adithyalabs-ind

Empower your AI chatbot with Image Gen MCP Server. Generate stunning images using multiple models seamlessly. 🌟🤖

#ai#claude-ai+9

gemini-code-assist-mcp

by VinnyVanGogh

Model Context Protocol server integrating Google Gemini CLI with Claude Code for AI-powered development assistance

#ai#claude-code+8

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.

#ai-integration#claude-desktop+21

n8n-node-mcp-server

by ari-json

MCP server for accessing N8N node information through Claude Desktop

#ai-tools#automation+8

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. 🐙💻

#ai#api-integration+13

todo-txt-mcp

by danielmeint

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

#ai#ai-assistant+15

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.

#app-platform#caprover+15

devstandards_mcp

by ivangrynenko

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

#coding-standards#drupal+9

fastmail-mcp-server

by jeffjjohnston

A basic MCP server that provides access to a Fastmail inbox

#fastmail-api#fastmcp+4

mcp-agent-sample

by tolgacakir

AI Agent with MCP Server Using Python

#ai-agent#mcp-server+3

quick-data-for-windows-mcp

by Beaulewis1977

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

#claude-desktop#csv+8

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.

#generative-ai#python+2

mcp-server-platform

by BrandXX

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

#ai#ai-tools+8

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. 🛠️📊

#ai#analytics+13

mcp-loxone-gen1

by avrabe

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

#loxone#mcp+5

sonata-mcp-server

by pablitxn

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

#argentina#mcp+4

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.

#algorithmic-trading#asset-allocation+22

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.

#ai#cyber-security+8

simple-mcp-server

by rb58853

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

#fastapi#fastmcp+7

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.

#agent#artificial-intelligence+8

facebook-ads-library-mcp

by trypeggy

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

#ai#analytics+15

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! 💻

#ai#ai-notes+19

brosh

by twardoch

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

#browser#browser-screenshot+10

deepl-fastmcp-python-server

by AlwaysSany

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

#cursor#deepl+8

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.

#adk-python#ai-agent+16

unreal-mcp

by runreal

MCP server for Unreal Engine that uses Unreal Python Remote Execution

#mcp#modelcontextprotocol+6

eraser-io-mcp-server

by buck-0x

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

#code-to-diagram#diagram+12

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.

#lodgify#mcp-server+4

TetraNeurons

by Adhishtanaka

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

#cnn-classification#data-science+9

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.

#agentic#agentic-ai+18

itential-mcp

by itential

🔌 Itential Platform MCP Server

#ai#automation+6

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).

#agents#ai+24

sticky-notes-mcp-server

by aymaneELHICHAMI

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

#ai#claude+5

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.

#build#mcp+6

mcp-audio-server

by BatchLion

A powerful Model Context Protocol (MCP) server that provides text-to-speech and audio playback capabilities for Claude Desktop and other MCP clients.

#ai-tools#audio+11

ai-db

by pavel-zhur

Database where AI is the engine. Query in any language, store as YAML, version with Git. Includes AI-managed React frontend/analytics/client internally using Claude Code CLI for generation.

#ai#ai-native+11

mcp_server_with_uv

by austinnoronha

This is a sample Model Context Protocol (MCP) server built with Python, demonstrating how to expose tools and resources to LLMs and MCP clients.

#fastapi#learning+7

mcp-docs-search

by JohnKamaujk

An experimental Model Context Protocol (MCP) server that allows LLM clients (like Claude Desktop) to dynamically retrieve the latest implementation details and documentation from popular AI libraries such as LangChain, LlamaIndex, and OpenAI.

#mcp-server#mcp-tools+6

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.

#ai-workbench#brave-search+11

zettelkasten-mcp

by entanglr

A Zettelkasten Model Context Protocol (MCP) Server

#claude#knowledge-graph+8

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.

#ai#chatgpt+6

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.

#llm#llmapps+7

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!

#agent#ai+21

mcp_client

by theailanguage

MCP Client Implementation using Python, LangGraph and Gemini

#google-gemini#google-gemini-api+7

easymcp

by promptmesh

A high performance MCP client sdk for python

#ai#client+5

mcp-client

by spirita1204

implementation for interacting between an MCP server and an Ollama model

#llm#mcp+4

mcp-client-server

by jithinolickal

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

#ai#claude+6

MemProcFS-mcp-server

by Tokeii0

MemProcFS-mcp-server

#mcp#mcp-server+3

MCP-Server-python

by Perteghella

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

#mcp#mcp-server+4

mcp-python-interpreter

by yzfly

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

#claude#claude-mcp+10

mcp-sbom-server

by gkhays

MCP server to perform a scan and produce an SBOM

#mcp#python+3

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.

#mcp-server#python+4

adk-python-mcp-client

by arjunprabhulal

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

#adk#adk-python+8

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.

#ai#ai-agents+21

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.

#ai#ai-tools+15

l2c-ctfs-mcp

by madebygps

MCP server for L2C CTFs

#mcp#python+1

mcp-server

by fere-ai

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

#crypto#mcp+4

MCP_mysql_connector

by SreevaatsavB

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

#mcp#python+3

python-interpreter-mcp

by bimalpaudels

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

#automation#llm+5

isolated-pymcp

by aygp-dr

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

#container#isolation+6

mcp-yfinance-server

by Adity-star

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

#fastapi#mcp-server+5

appdog

by rodolphebarbanneau

Compose and generate effortlessly MCP servers from any OpenAPI specifications

#api#app+10

mcp-server-guide

by kaianuar

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

#example-code#mcp+5

google-play-mcp

by gojoel

MCP server for managing apps on Google Play,

#android#api+7

AINotesMCPServer

by IzarLabs

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

#claude-desktop#mcp-server+4

remote-mcp-azure-function

by dsaad68

A demo to showcase a MCP Server with Azure Functions

#agent#azure+6

TitanicAIAnalysis

by IzarLabs

MCP Server para análisis de datos sobre dataset del Titanic

#analysis#claude-desktop+6

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.

#ai#artificial-intelligence+7

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.

#ai#mcp+7

typesense-mcp-server

by avarant

MCP server for Typesense

#mcp#mcp-server+3

jap-vocab-anki-mcp-server

by vionwinnie

Japanese Vocab Anki MCP Server

#agentic-workflow#anki-deck+7

unofficial_mapy_com_mcp

by 07pepa

An simlpe mcp server for mapy.com

#mapycz#mapycz-api+4

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#mcp-client+5

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.

#ai-tools#developer-tools+11

agents-mcp-usage

by andrewginns

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

#adk-python#agents+10

crawl4ai-mcp

by wyattowalsh

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

#agent#agentic-ai+17

appdog

by Arya711139

Compose and generate effortlessly MCP servers from any OpenAPI specifications

#api#apirest+14

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.

#claude#claude-desktop+7

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.

#calculator#docker+6

voice-mcp-client

by baryhuang

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

#ai-assistant#ios-app+12

azure-terminal-copilot

by madebygps

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

#azure#mcp+3

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.

#mcp#mcp-server+4

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.

#cli#mcp+4

agents-mcp-usage

by kikzi

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

#adk-python#gemini+14

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

#ai#cli-app+13

python

by mcp-auth

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

#authentication#authorization+9

beemcp

by OkGoDoIt

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

#ai#lifelogging+7

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.

#fastmcp#groq-api+8

mcp-nvd-server

by gkhays

MCP server that retrieves CVE information

#cve#mcp+4

tufin-mcp

by stonecircle82

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

#ai#ai-integraiton+17

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.

#303#3d-engine+14

mcp_calculator

by KeerthiNingegowda

A simple calculator app with MCP compliant server and client

#anthropic-api#llms+5

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.

#agno#ai-agent+3

quip-mcp-server-python

by zxkane

Model Context Procotol(MCP) server for fetching Quip document

#mcp-server#mcp-server-python+7

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

#agent-mode#copilot+12

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.

#claude#claude-desktop+8

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.

#indexing#indexing-engine+9

finance-mcp-server

by Otman404

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

#llms#mcp+4

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.

#adk-python#agentic-ai+6

binoculo-mcp

by girorme

Banner grabbing with LLM (MCP Server)

#bugbounty#claude-ai+7

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.

#ai#claude+12

interactive_draw_mcp

by AaronGoldsmith

MCP Server for collaborative drawing with Large Language Models

#mcp-server#python-mcp+4

chess-uci-mcp

by AnglerfishChess

MCP server to connect to the chess engines using UCI protocol

#chess#chess-engine+10

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

#agentic-ai#ai+10

Youtube-MCP

by IA-Programming

#ai#machine-learning+10

pytaiga-mcp

by talhaorak

A MCP server for interacting with Taiga Project Manager

#mcp#mcp-server+5

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.

#ai#docker+11

mcp-nixos

by utensils

MCP-NixOS - Model Context Protocol Server for NixOS resources

#ai-assistant#ai-integration+20

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-agents#claude-ai+15

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.

#ai#artificial-intelligence+14

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.

#mcp#mcp-server+5

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

#ai-agents#copilotkit+8

fastapi-mcp

by KimiJL

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

#fastapi#mcp+4

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.

#go#installer+10

monkdb-mcp

by monkdbofficial

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

#ai-agents#ai-gateway+13

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

by projectAcetylcholine

An experimental MCP service for Azure AI Search in Python

#agents#ai+17

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.

#go#installer+11

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.

#amazon-web-services#authentication+15

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.

#docker#docker-compose+9

mcp-streamable-http-server

by purity3

#authentication#development-template+11

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.

#ai#claude-ai+6

pdf-rag-mcp-server

by hyson666

PDF RAG server for cursor.

#cursor#mcp+5

mcp-searxng-enhanced

by OvertliDS

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

#citations#datetime+14

Hands-on-MCP

by ankitgmishra

#fastmcp#groq-api+8

mcpgui

by revarbat

Fuzzball GUI package for the Mud Client Protocol.

#mcp#mud-client+3

mudclientprotocol

by revarbat

Mud Client Protocol support library.

#mcp#python+2

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#python+2

mcp-py-devto

by extinctsion

MCP server written in python for dev.to

#mcp-server#python3+3

mcp-client-server

by alphasecio

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

#mcp#mcp-client+4

tailscale-mcp-echo

by remyguercio

Identity aware MCP server example using Tailscale serve.

#fastmcp#mcp+5

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.

#mcp-server#nodejs+6

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.

#csv#email-sender+7

mcp-client-server

by duaraghav8

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

#mcp#python+2

gemini-tool-agent

by paulfruitful

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

#agents#ai+9

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! 🌟👩💻

#app-platform#bigquery+18

youtube_mcp_server

by avj2352

Simple MCP SSE server to query youtube videos using ezmcp framework

#anthropic#ezmcp+5

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-agents#anthropic+19

mcp-project

by coop-columb

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

#ai#anthropic+10

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. 🛠️

#ai#ai-notes+18

optuna-mcp

by optuna

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

#hyperparameter-optimization#llm+7

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.

#cursor-ide#cve+14

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.

#ai-tools#anthropic+18

mcp-star

by yzfly

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

#ai#community+10

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.

#ai-assistant#bay-area+10

mcp_news

by marioluciofjr

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

#ai#claude-desktop+6

research-mcp-server

by spalit2025

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

#academic-papers#arxiv+8

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.#

#cursor-ide#cve+13

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. 🛠️

#api#api-specification+18

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-assistant#bay-area+10

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

#agent#agentic-ai+20

torero-mcp

by torerodev

🔌 torero MCP Server

#agentic-ai#fastmcp+5

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.

#cookiecutter#cookiecutter-template+8

penpot-mcp

by montevive

Penpot MCP server

#ai#api-integration+14

emr-mcp-server

by akashdeep01

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

#aws-emr#emr+7

mcp_docker_python_interpreter

by beatwad

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

#ai#llm+5

outlook-mcp-server

by cycle-sync-ai

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

#agent#ai+10

fastmail-chat

by jeffjjohnston

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

#fastmail-api#flask+5

ytch-mcp

by sms03

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

#ai#claude+6

perch-py

by danielremoquillo

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

#clean-architecture#cli+11

MCP-Ollama-Client

by Nagharjun17

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

#ai-agents#chat-interface+9

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

#agent#ai+6

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.

#arxiv#mcp-server+6

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.

#automation#bash+12

ez-mcp

by intellectronica

The easiest path to getting an MCP server going

#ai#deno+9

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.

#ai#fastmcp+5

x-ray-mcp-agent

by emily-xie2

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

#api#fastmcp+6

TheMCP-server

by aravind-tronix

A modular platform integrating SQLite, Filesystem, AWS IAM, and Gmail (via SMTP) services through a master MCP server, powered by a custom Claude UI built with Streamlit. Optimized for the Claude API for cost-effective AI interactions, it also supports Claude desktop. Extendable to Grok or OpenAI models with code modifications in client code

#ai-agents#ai-assistant+9

smolagents-mcp-demo

by juliensimon

A comprehensive demonstration of Model Context Protocol (MCP) servers and clients, showcasing AI-powered tools and multi-agent systems for code analysis, security scanning, and intelligent automation.

#agentic-ai#ai+11

kafka-mcp-server

by aswinayyolath

A comprehensive Model Context Protocol (MCP) server for Apache Kafka operations. Enables seamless Kafka cluster management through Claude Desktop and other MCP clients with support for topics, messages, consumer groups, and real-time monitoring

#apache-kafka#kafka+10

ai-mcp-full-case

by jarry126

mcp完整案例，包含mcp server构建+ mcp client使用

#ai#mcp+5

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.

#ai-integration#ai-tools+21

mcp-server-template

by BaranDev

A production-ready template for building Model Context Protocol (MCP) servers with Python. Includes HTTP client patterns, error handling, connection pooling, and clean separation of concerns. Perfect starting point for integrating any REST API with Claude and other MCP-compatible AI tools.

#ai-integration#ai-tools+18

docsray-mcp

by xingh

Docsray is the easiest way for your AI / Agent (MCP client like Claude Pro, Cursor, Claude Agent, N8n) can have x-ray vision on a document, spreadsheet, presentation, image, etc. :) Magic? No, it's just regular old AI superpowers, built by humans for humans.

#ai#extract+8

scriptless-mcp

by Amoghpurohit

This repo implements a custom client for interacting with Playwright's MCP Server to utilize its tools and run web automation based on plain English steps

#automation#mcp+4

langchain-mcp-tools-py-usage

by hideya

Simple MCP Client Using LangChain / Python

#python#client+7

mcpx-py

by dylibso

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

#python#client+7

mcp-registry

by ARadRareness

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

#mod#llm+4

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

#cline#playwright+11

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.

#llm-tools#mod+6

weather

by Hritik003

A simple MCP server for weather

#python#server+2

mcproto-python

by icezyclon

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

#python3#python+5

mcp-bear

by jkawamoto

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

#python#x-callback-url+3

mcp-florence2

by jkawamoto

An MCP server for processing images using Florence-2

#python#mcp+3

mcp-youtube-transcript

by jkawamoto

MCP server retrieving transcripts of YouTube videos

#mcp-server#python+2

FastMCP 🚀

by jlowin

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

#python api#python api

music-mcp

by joeychilson

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

#ai#mod+5

mcp-browser-use

by JovaniPink

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

#browser-use#python+3

markitdown_mcp_server

by KorigamiK

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

#mod#python+3

cfbd-mcp-server

by lenwood

An MCP server enabling CFBD API queries within Claude Desktop.

#claude-desktop#college-football+5

mcpq-python

by mcpq

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

#python3#python+7

MCPy

by mrdiploben

Allows for .py scripts on minecraft servers!

#python#java+3

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.

#python#minecraft-wrapper+4

mcpy

by parallelblock

Python Minecraft Client / Server API

#api#python+3

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

#cline#mod+7

mcp-package-docs

by sammcj

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

#ai#javascript+10

mcp-package-version

by sammcj

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

#ai#javascript+11

mcp-image-gen

by sarthakkimtani

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

#ai#claude-ai+4

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+

#python3#minecraft-server+3

py-mcpe-query

by w-gao

Query tool for Minecraft: Bedrock Edition servers.

#mcbe-server#minecraft-server+8

py-mcpe-stats

by w-gao

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

#mcbe-server#mcpe-protocol+8

mcp-trader

by wshobson

A Model Context Protocol (MCP) server for stock traders

#finance#claude-3+16

mcp-client-langchain-py

by hideya

MCP Client Implementation Using LangChain / Python

#langchain#langchain-python+8

mcp_langgraph_tools

by paulrobello

MCP Tools Langraph Integration

#ai#mcp+2

oterm

by ggozad

a text-based terminal client for Ollama

#llm#llms+7

light-mcp-agents

by nicozumarraga

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

#agentic-ai#ai+4

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.

#agents#ai+12

filesystem-android

by SDILogin

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

#android#claude+4

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.

#ai#aicodeassistant+12

LLaMa-MCP-Streamlit

by Nikunj2003

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

#llama#llm+11

refactored-octo-parakeet

by RGGH

MCP Demo

#docker#mcp+2

fetcher-mcp

by everford

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

#ai#anthropic+13

strava-mcp

by yorrickjansen

An MCP server to interact with Strava

#anthropic#claude+5

unreal-mcp

by runeape-sats

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

#genai#mcp-server+6

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.

#ai-tools#claude+15

md-pdf-mcp

by seanivore

Markdown To PDF Conversion MCP

#claudeme#cursor+9

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.

#ai#aiagent+10

blender-open-mcp

by dhakalnirajan

Open Models MCP for Blender Using Ollama

#blender#blender-addon+7

mcp_server_code_checker_python

by MarcusJellinghaus

#mcp#mcp-server+5

fused-mcp

by fusedio

Fused MCP Agents: Setting up MCP Servers for Data Scientists

#data-science#fused+5

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.

#developer-tools#documentation-search+7

sek-fx-mcp

by bromaniac

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

#claude-ai#mcp+5

windtools-mcp

by ZahidGalea

Your own codebase tools like code semantic search

#developer-tools#mcp+4

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.

#claude#crime-data+7

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.

#ai#claude+11

mkinf

by mkinf-io

mkinf SDK to interact with mkinf hub MCP servers

#ai#llm+6

mcp-agent

by lastmile-ai

Build effective agents using Model Context Protocol and simple workflow patterns

#agents#ai+8

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

#ai#claude+8

ezmcp

by jujumilk3

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

#framework#llm+4

mcp-tool-kit

by getfounded

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

#agentic-ai#claude+11

mcp-python-executor

by bsmi021

#claude#mcp+5

ancestry-mcp

by reeeeemo

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

#claude#mcp-servers+4

asterisk-mcp-server

by getAsterisk

Asterisk Model Context Protocol (MCP) server.

#ai#claude+13

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.