Games like Groove Catch

If you finished Groove Catch, the closest matches are D4DJ Groovy Mix, Hole.io, Dancing Line, Orbeat: Pop Asteroids on Beat and Saxophight. All 7 share its arcade genre and are ranked by how closely their themes and modes overlap.