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This project provides Model Context Protocol (MCP) for the Mifos X Ecosystem, enabling AI agents to access financial data and operations.

A MCP client for browser-use

MCP Server for Cocos Creator Editor

A Model Context Protocol (MCP) server that enables AI agents to interact with Azure Cosmos DB through natural language queries.

Remote MCP server with auth gated by Azure API Management

This project has and moved into . Please refer to the official repository for the latest updates: 👉 https://github.

MCPKit is a blueprint for building authenticated Model Context Protocol (MCP) servers that let you bring proprietary data, content, and systems into ChatGPT, via ChatGPT Dev Mode.

A Model Context Protocol (MCP) library for the Zig ecosystem.

MCPCorpus is a comprehensive dataset for analyzing the Model Context Protocol (MCP) ecosystem, containing ~14K MCP servers and 300 MCP clients with 20+ normalized metadata attributes.

Sample MCP Server and MCP client using Aspire.

tutorial for mcp server development

Build lightweight MCP servers in plain Java with annotations, generated schemas, and no Spring runtime

* streamlit_app.py - Main web interface with beautiful UI * streamlit_app_backup.py - Backup version for safety

A comprehensive Model Context Protocol (MCP) server for seamless integration with EspoCRM. This server enables AI assistants to interact with your EspoCRM instance through a standardized interface,...

A comprehensive Model Context Protocol (MCP) server for Android Debug Bridge (ADB) operations, providing complete Android device management capabilities.

It features a simple and easy-to-use API, allowing you to communicate without worrying about MC protocol details. It runs on various platforms, including Linux, Windows, and macOS.

A Model Context Protocol (MCP) tool that retrieves relevant information about Godot game engine from a local ChromaDB database.

🐉 The fast, PHP way to build MCP servers

Stardust is a desktop AI agent platform that combines a powerful chat interface with an extensible plugin system.

This repository contains a basic example of how to build an AI agent using the Model Context Protocol (MCP) with an open LLM (Meta Llama 3), OpenAI or Google Gemini, and a SQLite database.

mcp_dart is a dual-era Dart and Flutter SDK for MCP clients, servers, and AI hosts. It implements the complete core client/server wire surface of the locked MCP 2026-07-28 specification, retains the...

MCP Manager is an Electron-based desktop application for managing Model Context Protocol (MCP) servers.

for building AI-powered applications. Production-ready SDK with enterprise features including multi-transport support, connection pooling, and .

Lighthouse for MCP — score any MCP server 0–100.