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v2 adds day-one support for the MCP 2026-07-28 spec revision; upgrading from v1 is covered by the Migration Guide. For the stable v1 code and documentation, see the 1.x branch.

— Security: removed child_process dependency entirely; debug endpoints now require auth; localhost guard on all LS RPC calls. See CHANGELOG.

Model Context Protocol (MCP) server implementation for DataForSEO, enabling AI assistants to interact with selected DataForSEO APIs and obtain SEO data through a standardized interface.

MCP for Ruby and RubyLLM, as easy as possible.

A collection of MCP (Model Context Protocol) servers for managing and integrating (LLM) various Large Language Model services.

MCPHub Desktop is Model Context Protocol (MCP) servers installer, manager, directory. It's a GUI. It support install node, uv dependencies with one click, and install/uninstall with one click.

This project implements a small team of coding agents using LangGraph and the Model Context Protocol (MCP). The agents use MCP servers to provide tools and capabilities through a unified gateway.

A that lets you chat with large language models and seamlessly plug in external tools. Spin up multiple FastMCP servers (Weather & Currency) alongside a Streamlit client, all orchestrated with Docker...

A distributed runtime system for federated AI services with edge computing capabilities.

Paper | Features | Installation | Usage | CLI | Development

A seamless integration between Prism and Model Context Protocol (MCP) servers that empowers your AI applications with powerful, external tool capabilities.

A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.

This is an LLM-powered application that allows users to execute terminal commands using simple English queries like:

This project shows how to implement an MCP (Model Context Protocol) server of Apache ECharts.

A TypeScript template for building remote Model Context Protocol (MCP) servers with modern tooling and best practices while leveraging the MCP TypeScript SDK.

A Model Context Protocol (MCP) server for automating iPhone tasks with Appium. Supports app control, UI interactions, and screenshot capture via streamable HTTP.

is a minimalist implementation of agents powered by LLMs and Model Context Protocol (MCP) tools.

A testing suite and reference implementation for the Model Context Protocol (MCP).

A production-ready template for developing Model Context Protocol (MCP) servers using Python and FastMCP.

We build reliable servers thoughtfully designed for MCP Client-powered workflows.

A Model Context Protocol server implementation for DataHub.

Criado para fins educacionais no canal Código Fonte TV, este projeto demonstra como construir um servidor MCP com integração a APIs externas e validação de dados.

🪐 ✨ AI Agents for JupyterLab with 🛠️ MCP tools - Chat interface for intelligent notebook interaction, code execution, and workspace management.

Welcome to ntfy-mcp, the MCP server that keeps you caffeinated and informed! 🚀☕️