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tutorial for mcp server development
Build lightweight MCP servers in plain Java with annotations, generated schemas, and no Spring runtime
A desktop AI chat application built with Wails v2 (Go backend + Vue 3 frontend) that connects to OpenAI-compatible LLM APIs with MCP tool calling support.
A multi-agent collaborative screenplay storyboarding system that splits scripts in various formats into script units optimized for AI text-to-video generation durations.
Omnigentx Jarvis — voice + chat AI assistant powered by Fast Agent (MCP) with Vue dashboard. Single-user, self-hosted, multi-skill orchestration.
Connect the power of the Fabric AI framework to any Model Context Protocol (MCP) compatible application.
A Home Assistant conversation agent that uses MCP (Model Context Protocol) for efficient entity discovery, achieving compared to traditional methods. Works with LM Studio, llama.
This project provides Model Context Protocol (MCP) for the Mifos X Ecosystem, enabling AI agents to access financial data and operations.
Lighthouse for MCP — score any MCP server 0–100.
A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol) tool implementations using LLM-based scoring, .
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...
A Model Context Protocol (MCP) server that enables AI agents to interact with Azure Cosmos DB through natural language queries.
MCP Manager is an Electron-based desktop application for managing Model Context Protocol (MCP) servers.
Elixir Model Context Protocol (MCP) SDK (hermes-mcp fork)
A complete PHP implementation of the Model Context Protocol (MCP) with server and client support, STDIO and HTTP transports, and framework integration
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.
Sample MCP Server and MCP client using Aspire.
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
An SDK implementing the MCP with Binder for LLM-to-app communication on Android.
A package manager to manage all your mcp servers across platforms
* 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,...
Rust MCP Filesystem is a blazingly fast, asynchronous, and lightweight MCP (Model Context Protocol) server designed for efficient handling of various filesystem operations.