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The ROS Troubleshooting skill acts as an expert companion for roboticists, providing a comprehensive framework for identifying and fixing common ROS-related obstacles. It helps users navigate complex issues ranging from master communication failures and topic resolution to transform (TF) errors and environment configuration, ensuring that robotic software stacks remain stable and operational during development and deployment.