Official Resources

Testes com Azure MCP Server durante o ms de Junho-2026. Envolve o uso de containers (build + publish no Docker Hub, Docker Compose para testes com VS Code).

A TypeScript-based Model Context Protocol (MCP) server that provides local-first document management and semantic search using embeddings. The server exposes a collection of MCP tools and is optimized for performance with on-disk persistence, an in-memory index, and caching.

A multi-stage security scanner for Model Context Protocol (MCP) based on the Agents.

This is a Model Context Protocol (MCP) server that connects to Supabase and allows you to query the feature_suggestions table.

Bu proje, Model Context Protocol (MCP) kullanarak AI asistanlarna gerek zamanl ara veritaban eriimi salayan kapsaml bir rnek uygulamadr. Claude, ChatGPT gibi byk dil modellerinin veritabanlaryla nasl etkileim kurabileceini gsterir.

This project demonstrates a secure expense analysis application using Google OAuth authentication, FastMCP for tool management, and Gradio for the user interface. It connects to a Supabase database for storing and querying transaction data.

Reliable, hardcoded access to protocol system with backup management

This repository provides a collection of Multi-tool Control Protocol (MCP) servers for managing Oracle Cloud Infrastructure (OCI) resources. Each server exposes a set of tools for a specific OCI service, such as Autonomous Database (ADB), Compute, Identity, and Networking.

A scalable hub architecture for managing and orchestrating multiple Model Context Protocol (MCP) servers, designed to handle 50-100+ MCP servers with unified interfaces and intelligent workflows.

A Model Context Protocol (MCP) server that provides seamless access to Apple's Developer Documentation directly within your AI coding assistant.

A comprehensive Model Context Protocol (MCP) server platform with real-time notifications.

A Model Context Protocol server that provides programmatic access to the Windows terminal. This server enables AI models to interact with the Windows command line interface through a set of standardized tools.

Welcome to the OpenIMSDK Community contributing guide. We are excited about the prospect of you joining our community!

Dual Power BI integration for Claude Desktop - Local .pbix analysis + Live Azure API queries

A Model Context Protocol (MCP) server that acts as a companion to the Senechal project, providing health data from the Senechal API to LLM applications.

Automated (every 4 hours) pull of the public Model Context Protocol registry plus a generated daily trend chart and stats.

FastAPI-based wrapper that exposes any Model Context Protocol (MCP) server over plain HTTP/JSON.

Local Apache Druid development environment wired for MCP agents.

The openai-sdk-knowledge-org is a live example MCP server. It is built with Cloudflare Workers, Queues, D1, and the OpenAI Agents SDK. This application allows you to connect and use AI models in a user-friendly way. It is suitable for anyone interested in exploring AI technologies without needing programming skills.

This project implements a bridge between the Model Context Protocol (MCP) and MQTT. It allows external clients (e.g., LLM UIs) to interact with a set of tools that are dynamically discovered and exposed by the MCP server. The core business logic resides in independent modules that communicate with the MCP server via an MQTT broker.

An MCP (Model Context Protocol) server for the micro:bit that enables LLMs to interact with micro:bit devices.

This repository contains the official ToolPlex MCP server the npm package that enables AI agents to connect to the ToolPlex platform.

A Model Context Protocol (MCP) server that provides filesystem operations for Claude AI.

This package strives to be the most up-to-date database of all Model Context Protocol (MCP) clients and their capabilities, to enable MCP servers understand what features an MCP client supports and how to respond to it in order to provide the best user and agent experience. Unfortunately, the MCP protocol capability negotiation during the initial handshake is not sufficient for thatsee Background bellow for details.

This is a A Model Context Protocol server that provides read-only access to Iceberg tables via Apache Impala. This server enables LLMs to inspect database schemas and execute read-only queries.

MCP OpenAI Router MCP-, OpenAI. MCP, OpenAI (, gpt-4.1-mini) API.

Model Context Protocol (MCP) Server Collection for OceanBase Ecosystem

This repository contains examples and laboratories for exploring the Model Context Protocol (MCP).

This repository is the official implementation for our paper: Code2MCP: A Multi-Agent Framework for Automated Transformation of Code Repositories into Model Context Protocol Services [https://arxiv.org/pdf/2509.05941]

CAMARA SDK & MCP DEMO

MCP Server for the GitHub API, enabling file operations, repository management, search functionality, and more.

Model Context Protocol (MCP) server for Dokku, written in Go.

This repository demonstrates how to build intelligent web automation agents using Amazon Nova Act integrated with MCP (Model Context Protocol). MCP provides a standardized way to connect AI models to different data sources and tools - think of it like a "USB-C port for AI applications."

Managed Code Plugin (MCP) Cursor IDE, Atlassian: JIRA, Confluence BitBucket.

A Model Context Protocol (MCP) server implementation in Go that provides tea information through tools, resources, and prompts.

A Model Context Protocol (MCP) server implementation that exposes Composio tools and actions.

A comprehensive Model Context Protocol (MCP) platform providing standardized integrations between AI assistants and various services and APIs. This repository contains both JavaScript and Python implementations of MCP servers and clients for seamless service integration.

This is the documentation site for the ContextVM protocol. Built with Astro, and starlight theme.

Paper | Features | Installation | Usage | CLI | Development

The Anytype MCP Server is a Model Context Protocol (MCP) server enabling AI assistants to seamlessly interact with Anytype's API through natural language.

mcp-kubernetes-ro is a Model Context Protocol (MCP) server providing read-only access to Kubernetes clusters for AI assistants. It enables AI models to list resources, get resource details, retrieve pod logs, discover API resources, and perform base64 encoding/decoding operations - all while maintaining security through read-only access.

Microsoft Playwright MCP Model Context Protocol (MCP) . streamableHttp transport .

chrome-devtools-mcp lets your coding agent (such as Gemini, Claude, Cursor or Copilot) control and inspect a live Chrome browser. It acts as a Model-Context-Protocol (MCP) server, giving your AI coding assistant access to the full power of Chrome DevTools for reliable automation, in-depth debugging, and performance analysis.

A Model Context Protocol server for fetching rubygems metadata via rubygems.org API.

A Context7-compatible repository indexing and MCP server for internal private repositories. This application provides the same functionality as Context7 but for your own private repositories, using repomix as the CLI indexer and serving content through an MCP (Model Context Protocol) server.

A professional Model Context Protocol (MCP) server implementation for analyzing content against the official Microsoft Writing Style Guide. This tool provides seamless integration with VS Code, GitHub Copilot Chat, and other MCP-compatible AI tools to help content creators ensure their writing follows Microsoft's style principles: warm and relaxed, crisp and clear, and ready to help.

Minimal paid MCP server using Hono + x402 payments, with an example MCP client. It demonstrates how to expose tools over the Model Context Protocol (MCP) and gate specific tools behind on-chain payment using mcpay.

A Model Context Protocol (MCP) server for the SafetyCulture API. This project allows users to ask natural language questions about their SafetyCulture data after providing an API key.

A Model Context Protocol server that empowers AI assistants to create professional Microsoft Office documents on your behalf.

MCP (ModelContextProvider) server for querying Red Hat internal groups API using client certificate authentication.

Live Server: The server is running at https://mcp.nerdear.la/mcp

This is a Model Context Protocol (MCP) server that connects Fledge functionality to Cursor AI, allowing the AI to interact with Fledge instances via natural language commands.

Query OpenAI models directly from Claude using MCP protocol.

A Model Context Protocol (MCP) server built with the official MCP Python SDK that provides ability to control Piwik PRO Analytics resources.

Este repositorio contiene dos componentes clave para trabajar con Model Context Protocol (MCP):