ROS-MCP-Server implements the Model Context Protocol to connect AI models to ROS/ROS2 robots without modifying existing robot code. It works as an MCP server, exposing robot topics, services, actions, and parameters as tools and resources that LLMs can discover and use. The server supports bidirectional communication, allowing AI models to both control robots and observe sensor data and robot state in real time.