# Protocol Implementation

Laravel MCP is a Laravel package that implements the Model Context Protocol (MCP), providing a standardized communication interface between Laravel applications and AI assistants.

VectorMCP is a Ruby library for implementing the server-side functions of the Model Context Protocol (MCP), enabling large language models (LLMs) to discover and interact with external tools, resources, and prompt templates.

The Draw.io MCP Server is a tool that implements the Model Context Protocol, providing AI systems with the ability to integrate with the Draw.io chart tool and supporting the programmatic creation, modification, and analysis of charts.

This project demonstrates a Python-based implementation of the Model Context Protocol (MCP), which enables standardized communication between LLM agents and enterprise systems through JSON-RPC and HTTP protocols, including support for SSE real-time events.

Implementation of Mailgun's MCP Server, supporting interaction with AI clients such as Claude Desktop and providing email sending and statistics functions.

mcp-kafka is a Kafka server implementation based on the Model Context Protocol (MCP), supporting interaction with Kafka ecosystem tools, including Kafka Connect, Burrow, and Cruise Control.

This project provides a comprehensive guide for implementing a Model Context Protocol (MCP) server for Cursor AI, including basic concepts, implementation steps, code examples, and integration requirements, aiming to enhance the AI's capabilities through custom tools.

A Model Context Protocol (MCP) implementation in Haskell, supporting interaction with clients such as Claude through StdIO and JSON-RPC, and providing resource, tool, and prompt management functions.

The ModelContextProtocol (MCP) Java SDK is a standardized protocol implementation for communication between AI models and external tools or resources. It provides Java development toolkits for both clients and servers, supports synchronous and asynchronous operations, and includes functions such as resource management, tool invocation, and error handling.

A server that implements the Model Context Protocol (MCP), providing access to Exa.ai's search functionality and enabling AI agents to perform web searches through a standardized protocol.

Opik MCP Server is an implementation of the model context protocol for the Opik platform, supporting multiple transport mechanisms and providing a unified interface for IDE integration.

This project is a collection of reference implementations of the Model Context Protocol (MCP), including MCP server implementations for various tools and services, aiming to provide secure and controllable access to tools and data sources for large language models (LLMs).

Agent Construct is an implementation of an AI tool and context management server based on the Model Context Protocol (MCP) specification, providing a standardized interface for AI models to access tools and data.

Laravel MCP is a package for implementing the Model Context Protocol (MCP) in Laravel applications. It provides a standardized communication interface between AI models and Laravel applications, supporting multiple transmission methods and rich functional features.

A Model Context Protocol server implemented for the Axiom data platform, supporting AI agents to access data through the APL query language

MCP SERVERLY is a project that implements the Model Context Protocol (MCP) based on the official Anthropic SDK. The core service and client development have been completed, and the Docker image is being built.

An implementation of the MCP protocol by Selector AI, providing real-time interactive AI services

An unofficial JavaScript SDK for implementing the Model Context Protocol (MCP) server functions, supporting the definition of prompts, resources, and tools.

mcp-utils is a Python toolkit for building servers that comply with the MCP protocol. It provides functions such as synchronous implementation, SSE support, and Redis queues, simplifying the development process of MCP servers.

mcp-golang is an unofficial Go implementation of the Model Context Protocol library, supporting the rapid construction of MCP servers and clients, and providing features such as type safety, low code volume, modularity, and two-way communication.

This is a simplified JavaScript MCP server template for integrating with Claude Desktop. It provides basic tools and protocol implementation, making it easy for developers to quickly set up a custom MCP service.

An MCP server (Model Context Protocol) implemented in Rust, providing core service functions and flexible middleware support.

A note service system implementing the MCP protocol, providing note storage, summarization, and addition functions