Exactly! With MCP, we’ve started to imagine a workflow where instead of digging through logs, you just ask “why isn’t the robot responding?” and get guided through the diagnostics. No need to memorize every ROS command.

This isn’t just a bridge between LLMs and robots, it can also be a bridge between non-developer operators and the ROS ecosystem.