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

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.

Omnigentx Jarvis — voice + chat AI assistant powered by Fast Agent (MCP) with Vue dashboard. Single-user, self-hosted, multi-skill orchestration.

Sample MCP Server and MCP client using Aspire.

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

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

* 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.

Elixir Model Context Protocol (MCP) SDK (hermes-mcp fork)

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

A complete PHP implementation of the Model Context Protocol (MCP) with server and client support, STDIO and HTTP transports, and framework integration

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.

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

Salesforce’s hosted MCP servers allow AI assistants like Claude, ChatGPT, and more connect securely to your Salesforce logic and assets using the Model Context Protocol.

An SDK implementing the MCP with Binder for LLM-to-app communication on Android.

A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in your MCP implementations.

is a comprehensive security auditing tool designed to detect vulnerabilities and misconfigurations in applications using the Model Context Protocol (MCP).

one go multi-agent system like manus using any MCP you want with configuration // 一个go语言编写的类似manus的多智能体系统,可以通过配置连接任何你想使用的MCP组件

A package manager to manage all your mcp servers across platforms

A Model Context Protocol (MCP) server that provides basic mathematical, statistical and trigonometric functions to Large Language Models (LLMs).