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# MCML (MCP Protocol and Large Model Integration) - Practical Implementation of MCP Protocol and Large Model Integration

A bare minimum implementation of OAuth 2.1 for MCP which support DCR (Dynamic Client Registration)

LLM-first programming language (solo-built with an AI assistant). Compiler + runtime with ASK family, sessions/agents, MCP/Web/HTTP tooling, RAG/memory/indexing, multi-output + validation, async scheduler, telemetry/metrics, CLI, VS Code, and PyO3 bindings.

Clean Architecture MCP Server with .NET 8.0

Arrakis Theater is an interactive cinema infrastructure for hackerspaces, enabling epic collaborative expeditions.

A Tic-Tac-Toe MCP extension with interactive UI for gameplay.

A fast testing platform for MCP servers, leveraging AI and GPU for reliability.

A framework for orchestrating AI-powered development teams with specialized agents.

🎭 Transform natural language into browser automation with Selenium MCP Server. Write tests in plain English - no complex locators needed! Demo includes complete e-commerce flow automation.

面向K12全阶段学生的AI智能家教，支持全学科辅导、个性化讲解、互动提问及学习记录延续，兼容语音与图形多模态教学方式。

MCP Installer is an Electron app for managing MCP servers and configuring Claude Desktop.

Integrate GitHub Copilot with Claude AI in IntelliJ for context-aware automation.

An Azure Functions-based MCP Server for managing notes with cloud-native practices.

A .NET-based MCP Server for FIAP integration and management.

Project Chimera is a minimal MCP-style orchestration demo with an Orchestrator and three Agents.

EasyMCP builds production-ready MCP servers with dynamic OpenAPI integration.

The agentic way to build wordpress pages

demo for MCP testing

MCP_ABAP is a server for ABAP development, providing syntax validation, method testing, and metadata services.

CLI and MCP for the Lissto platform

AI-powered GitHub Assistant for code review and issue analysis.

MCP servers for structural engineering workflow automation (ETABS, Revit, Tekla)

Minimal API + MCP sample showcasing an onion-architecture todo app with shared domain logic exposed over HTTP and MCP tools.

Example website for Python Flask MCP AI/LLM/Workflow Automation & API Integration.

Nyro MCP is a secure server for LLMs to access local filesystem and system commands.

A Model Context Protocol (MCP) server that provides AI-powered development guidance and coding best practices. This server integrates with MCP-compatible clients (like Claude Desktop) to deliver context-aware coding assistance.

[This is a Chinese README. English translation is not available yet.] mcpサーバーを複数エージェントで管理するmmcpというサービスの基本セットアップサンプル

IRIS ObjectScript MCP Server for documentation access and development tools.

Provide a complete, automated, and intelligent debugging solution for Obsidian plugin developers.

MCP Registry is a TypeScript API server and web app for managing MCP servers.

Expose commands from any nix package as tools for your agent(s).

A toolkit for testing and debugging MCP servers with utilities and logging.

MCP-server-agenda is a FastAPI backend for Model Context Protocol, deployed on AWS EC2.

🤖 MCP Integration Platform - The simplest way to integrate AI agents into your applications. Features drag-and-drop integration builder, 50+ pre-built agent templates, and zero infrastructure setup.

AI-Automation-Agents-Building-with-MCP enables AI agents for web testing using MCP server.

MCP server implementation for Tetragon

A Spring Boot app for basic arithmetic with AI explanations using MCP.

MCP Server includes a FastAPI backend and a Streamlit frontend.

MCP Server helps developers write energy-efficient code using AI for optimizations.

Remote MCP server for Rendi FFmpeg API - run FFmpeg commands in the cloud

Autopilot Browser Workflows MCP Server

AWS Bedrock AgentCore Remote MCP offers two methods to build a Remote MCP server using AgentCore.

A Model Context Protocol (MCP) server for Pacemaker.

LmstudioPowershell Mcp

Simplicity MCP Server enables AI-driven development for Simplicity smart contracts.

MCP Provisioning Service: A Java microservice for managing telecom subscribers and accounts.

Automates installation and management of Google Gemini CLI on Linux.

AirMCP configures Gemini for local or hosted MCP server usage.

Datathon-2025