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Create production-ready MCP servers in PHP with modern architecture, and flexible transport options.

This project demonstrates an Agent Development Kit (ADK) agent that interacts with a local SQLite database.

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.

Connect the power of the Fabric AI framework to any Model Context Protocol (MCP) compatible application.

An MCP (Model Context Protocol) server for AI voice synthesis with an inline audio player. Give your AI assistant a custom cloned voice!

将本地 MCP 服务器无缝接入各大网页版 AI 助手的浏览器扩展 本项目由 OPENCODE + Claude Opus 4.6 完成

This repository demonstrates for using CrewAI with MCP (Model Context Protocol) to interact with external tools and services through a standardized protocol.

OmniMCP provides rich UI context and interaction capabilities to AI models through Model Context Protocol (MCP) and microsoft/OmniParser.

An open framework for scoring how well an MCP tool definition communicates to an AI agent – the Tool Definition Quality Score (TDQS).

A lightweight, configurable reverse proxy for routing and load balancing MCP (Model Context Protocol) requests to appropriate backend services based on request content.

provides a secure and verifiable method to uniquely identify agents through open and decentralized techniques.

For new installs, use tellm instead. It is a small Rust Telegram assistant for Claude, GPT/Grok, Gemini, compatible endpoints, and local Ollama, with per-room model selection and keychain-backed...

Generation of Secure MCP (Model Context Protocol) Servers from API source code at Scale

An MCP server that hosts finite state machines as dynamic resources that multiple clients can subscribe to and be updated when their state changes.

Canvas MCP Client is an built around an infinite, zoomable, and pannable canvas. It provides a unified interface for interacting with multiple MCP (Model Context Protocol) servers through a flexible,...

LLM Gateway to call 100+ LLM APIs in OpenAI format with MCP supported.

A mcp server for fetching the Effect-ts documentation

A simple and clear example for implementation and understanding Anthropic MCP (on AWS Bedrock).

An Envoy-based gateway for Model Context Protocol (MCP) servers, enabling aggregation and routing of multiple MCP servers behind a single endpoint.

Command-line interface for any Model Context Protocol (MCP) server.

The is a professional-grade Python implementation of the . It provides a structured environment for Large Language Models (LLMs) to interact with external tools and knowledge bases through a...

The best way to monetize AI applications & MCP, using x402, CDP Smart Wallets & Paymaster

mcp-appium-visual is an AI-powered mobile automation platform with Model Context Protocol (MCP) integration.

This tool generates from OpenAPI specifications, creating Python packages that can be used by AI assistants to interact with APIs.