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Hands on MCP Servers

This example allows you to deploy a remote MCP server that doesn't require authentication on Cloudflare Workers.

A FastAPI application that integrates with Telegram using webhooks and OpenAI Agents SDK for AI-powered stock trading assistance, utilizing MCPHub for multiple MCP server management.

This repository is managed and evolved autonomously by the AIE system. All changes, integrations, and deployments are orchestrated by automation, with minimal human intervention.

This platform is your centralized gateway to exploring, implementing, and innovating with the Model Context Protocol (MCP).

A Kubernetes Model Control Plane (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface.

This repository contains two Model Context Protocol (MCP) servers that provide location-based services:

To install dependencies:

The logseq-mcp-server is a server-side application designed for local use with the Model Context Protocol (MCP) using the @modelcontextprotocol/sdk. It communicates via the standard input/output (stdio) MCP transport, providing backend support for Logseq-related operations and leveraging modern JavaScript features with ES modules.

The Unitree Go2 MCP Server is a server built on the Model Context Protocol (MCP) that enables users to control the Unitree Go2 robot using natural language commands interpreted by a Large Language Model (LLM). These commands are translated into ROS2 instructions, allowing the robot to perform corresponding actions.

Tapdata MCP 功能教程：金融风控系统集成案例

This project implements Azure Functions that act as "MCP (Microsoft Copilot Platform) Tools". These tools expose various Azure DevOps functionalities, enabling interaction with Azure Boards and Azure Pipelines through a conversational AI interface.

A FastAPI-based MCP (Model Context Protocol) server that provides calendar management tools for AI agents running in n8n.

A custom MCP server implementation based on @modelcontextprotocol, designed to provide persistent memory using a local knowledge graph. This allows Claude to remember user information across sessions and enables efficient, recursive retrieval of project structures and related knowledge. The server supports atomic observation storage, project hash tagging, and robust error handling for seamless integration with Claude and other MCP-compatible clients.

This guidance demonstrates how to deploy Model Context Protocol (MCP) servers on AWS with secure authentication using Amazon Cognito. It enables you to host MCP servers that can be accessed remotely while maintaining security through OAuth 2.0 authentication flows.

A Model Context Protocol (MCP) server that provides access to Ragie's knowledge base retrieval capabilities.

A Python-based MCP server that provides access to the Ordnance Survey APIs.

Modern AI models like ChatGPT and Claude are no longer just answering questions—they’re taking action. With Files.com MCP, you can securely give LLMs controlled access to real-world operations inside your Files.com environment.

This project implements a Model Context Protocol (MCP) server that interacts with Shopify Dev. This protocol supports various tools to interact with different Shopify APIs.

Let's get a remote MCP server up-and-running on Cloudflare Workers complete with OAuth login!

This server implements the Model Context Protocol (MCP) to act as a bridge between a Large Language Model (LLM) like Claude and Firebase (Firestore). It allows the LLM to read from and write to Firestore collections by exposing these operations as MCP "tools."

A Model Context Protocol (MCP) server implementation for Smallest.ai API integration. This project provides a standardized interface for interacting with Smallest.ai's knowledge base management system.

A BDD test automation framework for testing the Sauce Demo website using Playwright with Python and Behave.

A Model Context Protocol (MCP) server that exposes various Alpha Vantage API endpoints as MCP tools, providing access to financial data including core stocks, options, intelligence, fundamental data, and technical indicators. This server simplifies integrating Alpha Vantage data into MCP-compatible agents and systems.

Open your favorite IDE and add the MCP to your config. For instance in Cursor:

This example allows you to deploy a remote MCP server that doesn't require authentication on Cloudflare Workers.

MCP (Model Context Protocol) server for Biothings.io

A Model Context Protocol server that provides tools for integrating Mercado Pago into your applications.

Model Context Protocol (MCP) server for Timing application features. This server allows AI assistants to interact with Timing's features, enabling users to manage their time tracking and tasks more efficiently.

This project is a tool server based on the Model Context Protocol (MCP) that provides real-time weather forecasts. It is built with NestJS and can be integrated into any AI agent or assistant that supports MCP tools (such as Claude, OpenDevin, etc.).

This repository is used to demonstrate the capabilities of the GitHub MCP server.

Spotify API を MCP（Model Context Protocol）サーバーとして公開し、AI アシスタント（Claude、Cursor など）から操作できるようにするプロジェクトです。このバージョンには、再生コントロール、アーティスト検索、気分に基づくプレイリスト生成など多くの拡張機能が含まれています。Docker Compose を利用して環境構築の再現性を高めています。

A FastAPI-based Model Control Protocol (MCP) server for Google's Gemini models on Vertex AI, with OpenAI-compatible endpoints.

Prereqs:

A high-performance, asynchronous toolkit for building MCP servers and clients.
Focus on your app's logic while rust-mcp-sdk takes care of the rest!

The "Flash" family of MCP (Multi-Cloud Protocol) servers are designed with simplicity and speed in mind. Each server in this collection focuses on providing straightforward, efficient functionality for specific tasks across cloud environments.

This is an experimental mcp server for libvirt. The following lines explain how to use it with mcp-cli and ollama. First, install mcp-cli:

A Model Context Protocol (MCP) server implementation for Cisco NSO (Network Services Orchestrator) that enables AI-powered network automation through natural language interactions.

在AI领域，MCP（Message Control Protocol）服务器近年来成为实现各种功能的重要工具。然而，官方MCP SDK往往过于臃肿，代码量庞大且复杂，对于简单的需求显得“重量级”。更糟糕的是，许多冷门编程语言没有官方SDK支持，给开发者带来了不小的困扰。

A MCP (Model Context Protocol) server for interacting with the Monad blockchain, offering a comprehensive suite of DeFi tools and blockchain functionalities.

An automation system that transforms natural language commands into seamless task execution. Alris enables you to automate workflows, manage tasks, and control applications through simple, natural language instructions.

A powerful, feature-rich todo list server built with FastMCP that provides a comprehensive set of tools for managing todos. This server can be used with Claude Desktop to create, manage, and organize your tasks efficiently.

An MCP server that enables LLMs interacting with your network devices via SSH (netmiko).

Table of Contents

This repo covers LLM, Agents, MCP Tools concepts both theoretically and practically:

An MCP (Model Context Protocol) server that enables LLMs to interact with the Moodle platform to manage courses, students, assignments, and quizzes.

This Python script implements an MCP (Model Context Protocol) server using the mcp library (FastMCP) that allows an LLM (like Claude) to interact with an email account using POP3 (for reading/deleting emails) and SMTP (for sending emails), both secured with TLS encryption. It uses python-dotenv to load configuration from a .env file.

A Github MCP Server implementation based on Amazon Lambda and Streamable HTTP protocol.

This project implements a Model Context Protocol (MCP) server for COMPLiQ on Cloudflare Workers. The server enables AI assistants to interact with the COMPLiQ platform through MCP tools.

基于Anduin2017/HowToCook打造的 MCP(Model Context Protocol)服务器，让 AI 助手能够为你推荐菜谱、规划膳食，解决'今天吃什么'的世纪难题！

This MCP (Model Context Protocol) server is your AI agent's trusty sidekick for sourcing React components from popular UI libraries. It automates finding, fetching, and understanding how to integrate UI elements into your projects, supporting both direct code harvesting and CLI-based integration guidance.