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Games like Synth Riders: Remastered Edition
If you finished Synth Riders: Remastered Edition, the closest matches are Spin Rhythm XD, Invector: Rhythm Galaxy, Lethal League Blaze, Synth Riders and Taiko no Tatsujin: Drum 'n' Fun!. All 10 share its arcade genre and are ranked by how closely their themes and modes overlap.
