Agent-MCP provides infrastructure for orchestrating multiple specialized AI agents that collaborate on complex software projects. The framework uses the Model Context Protocol to enable agents to share context, manage tasks, and avoid conflicting work. It includes real-time visualization of agent activities and is designed to overcome limitations of single-agent AI coding tools such as context window overflows and knowledge loss between sessions.