MotionBits introduces a novel motion-based segmentation concept defining the smallest unit through kinematic spatial twist equivalence. We contribute the MoRiBo benchmark for rigid-body segmentation and a learning-free method that outperforms state-of-the-art embodied perception approaches by 37.3%.