#python

## Features - **Device Control**: GPIO, PWM, sensors, cameras - **Robotic Arms**: Amber B1, Lucid One with gripper support - **Mesh Networking**: Auto-discovery across LAN - **Security**: AES-256 encryption, token auth ## Installation pip install regennexus

Intelligent code versioning (snapshots) and automatic documentation generator. With CLI, REST API, and MCP support.

Memorious-MCP is a minimal Model Context Protocol (MCP) server that provides a persistent key-value memory store with vector-similarity lookup using ChromaDB.

Provide docs and source code access for the HMR library on PyPI. Docs: https://py3.online/hmr

Educational Python refactoring assistant with guided suggestions for AI assistants

Educational Python refactoring assistant with guided suggestions for AI assistants

A Python SDK for downloading patents from Google Patents with Model Context Protocol (MCP) support.

MCP-Airflow-API is a Model Context Protocol (MCP) server that transforms Apache Airflow REST API operations into natural language tools for LLM integration. Built for DevOps engineers, data engineers, and Airflow administrators who need intuitive cluster management capabilities.

MCP Ambari API is a powerful Model Context Protocol (MCP) server that enables seamless Apache Ambari cluster management through natural language commands. Built for DevOps engineers, data engineers, and system administrators who work with Hadoop ecosystems.

Runs basic CLI commands on Alcatel Lucent Enterprise AOS switches through a ssh connection.

An advanced Model Context Protocol (MCP) server that provides AI-powered Python testing tools. This project leverages both Google's Gemini AI and BAML (Boundary ML) to intelligently generate comprehensive unit tests and perform sophisticated fuzz testing on Python code.

A comprehensive JSON Schema validation server implementing the Model Context Protocol (MCP) with support for JSON Schema Draft 2020-12, external references, schema management, and real-time streaming validation.

Professional MCP server providing access to 600k+ foods from USDA FoodData Central. Features dual architecture (MCP + HTTP API), three deployment options (hosted/local/custom), and production-ready tools for nutrition analysis, food comparison, and dietary planning.

A Python MCP server for file operations

Enable AI assistants to securely access and manage Yandex Tracker issues, queues, users, and related data through a comprehensive MCP server. Perform advanced searches, retrieve detailed issue information, and manage queues with optional caching for improved performance. Integrate seamlessly with various AI clients using stdio or SSE transports.

IP Geolocation MCP server that query the geolocation information using IP2Location.io API. User can query for 1,000 per day without an API key, or 50,000 per month with a free API key.

IP Geolocation MCP server that query the geolocation information using IP2Location.io API. User can query for 1,000 per day without an API key, or 50,000 per month with a free API key.

这是一个基于 Model Context Protocol (MCP) 的 FFmpeg 视频音频处理服务器。该项目为 AI 助手提供了强大的视频和音频处理能力，包括格式转换、切割合并、特效添加等功能，支持硬件加速处理。

A comprehensive MCP server providing financial data through unofficial Yahoo Finance APIs for educational purposes. Features 20+ tools including real-time stock prices, financial statements, analyst recommendations, ESG scores, company profiles, and historical data. Built with Python and yahooquery library, offering production-ready error handling and cross-platform compatibility. Perfect for learning financial analysis, educational research, and market data exploration. Note: Uses unofficial APIs - not for commercial trading decisions.

IvoryOS is a Python-based unified robot control web interface, developed for user-friendly workflow design and control for Self-Driving Labs (SDLs). It works by introspecting the Python script, dynamically searching for available module and their method. The methods are available through direct function calls and stacking into workflows for later iteration. The IvoryOS MCP support all features including designing, managing workflows, and interacting with the loaded hardware/software execution layer. * paper: https://www.nature.com/articles/s41467-025-60514-w * code: https://gitlab.com/heingroup/ivoryos

Consult7 allows your agent to leverage models with massive context windows to analyze large codebases/ document collections ➜ For Claude Code users, Consult7 is a game changer.

This MCP server lets you access your Fulcra Context history -- health data, locations, and more - from your favorite LLM frontend or agentic framework.

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

🧠 Automated AI conversation recording and knowledge management system with MCP integration for Claude Desktop, VSCode, and Cursor

A simple protoype of a MCP server for Jira

AgenticMaid is a Python library designed to interact with one or more Multi-Capability Protocol (MCP) servers.

MCP server to access Azure using az commands.

Quick little template for a local MCP MySQL server.

FastMCP server containerized for deployment in Google Kubernetes Engine alongside enhanced-mcp-agent

This repository contains a modular setup for experimenting with MCP in Python. It includes both a server and a client, as well as reusable tool modules.

This is a robust Python-based MCP Filesystem Server. It enables AI models and applications to securely interact with the host system's file directories through a defined set of tools, allowing for operations like reading, writing, moving, and listing files and directories.

MCP Server to fetch the information about issues in JIRA

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.

MCP Sandbox transforms JavaScript modules into secure MCP servers, enabling AI systems to access functions safely. With automatic reflection and type inference, it simplifies the integration process for developers. 🛠️💻

this is a cloned version of

MCP server for Unreal Engine that uses Unreal Python Remote Execution

A real example of a custom cliente Tona mcp custom server

MCP server basic demo with stdio and sse transports

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.

An sdk for creating MCP Servers with north

This open-source curriculum is designed to teach the concepts and fundamentals of the Model Context Protocol (MCP), with practical examples in .NET, Java, TypeScript, JavaScript and Python.

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).

K8s MCP Server

This repository contains files for Crypto Price Tracker MCP Server using Coingecko API.

Interactive dashboard for analyzing ETFs using both real time API data and historical data pulled through yfinance endpoints

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

🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser with MCP support

A MCP Server Of python runner

LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations.

MCP client/server example using qwen3

🚀 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.

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

Stop AI coding disasters before they cost you weeks. Real-time anti-pattern detection for vibe coders who love AI tools but need a safety net to avoid expensive overengineering traps.

for IT Hackathon

Trying to build a MCP server with python instruction

MCP server for accessing N8N node information through Claude Desktop

Repo for holding my MCP servers

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

Python library for integrating the Alation API into agentic workflows

A Model Context Protocol server that provides task orchestration capabilities for AI assistants

A simple MCP server that can be tested with a client

Python-based Model Context Protocol (MCP) server for real-time microphone input to Claude Desktop on Windows. FastMCP + sounddevice + multiple STT engines for sub-500ms latency voice conversations.

pythonによる自分専用のMCPServerリポジトリです．

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server for seamless AI assistant integration in development environments.

Self-hosted MCP Japanese text indexing & search—chunking+embeddings with BM25×vector rerank

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

The easiest path to getting an MCP server going

MCP server poc python

Twitter / X MCP Server

🔌 Itential Platform MCP Server

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.

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

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. 🐙💻

Evo AI is an open-source platform for creating and managing AI agents, enabling integration with different AI models and services.

This project contains a regular MCP tool that provides basic text processing functions.Feature Introduction: Text processing; Other practical functions.

MCP server written in python for dev.to

obsidian-mcp-python, a very simple MCP Server demo that can help you to operate something about your obsidian md file

The AI toolkit for the AI developer

Servidor MCP para ciberseguridad en Windows. Expone herramientas defensivas como APIs HTTP listas para ser usadas por agentes IA, Claude Desktop o scripts personalizados. Fácil de integrar, extensible y listo para automatizar tu defensa digital.

Run JavaScript/Python code in a secure sandbox with support for **any package import**.

mcp 서버 개발하기

MCP de mi perfil

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

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

AKShare的MCP Server

A Python MCP server providing tools for Salesforce metadata manipulation, data operations, and documentation search. Designed to power AI assistants for Salesforce tasks.

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

Vulnerability Assessment Framework

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

An experimental MCP service for Azure AI Search in Python

基于 Mcp 架构的 ChatBI，是一种数据分析智能体解决方案

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

Learn how to build custom MCP servers with Python

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