Games like Rhythm Rush!
Games like Rhythm Rush! include Neon White, Geometry Dash, Beat Saber, A Dance of Fire and Ice, and BPM: BULLETS PER MINUTE. We matched them by the tags players give Rhythm Rush! on Steam (Action, Indie, Music, Rhythm, and Music-Based Procedural Generation): closest matches first, and among equally close ones the better-known games.

Neon White
Shared: Action · FPS · Parkour

Geometry Dash
Shared: Music · Rhythm · Singleplayer

Beat Saber
Shared: Music · Rhythm · Singleplayer

A Dance of Fire and Ice
Shared: Music · Rhythm · Indie

BPM: BULLETS PER MINUTE
Shared: Action · Rhythm · Indie

My Friend Pedro
Shared: Action · Indie · Parkour

Music Racer
Shared: Music · Indie · Rhythm

Metal: Hellsinger
Shared: Rhythm · Music · Action

Titanfall® 2
Shared: Action · Singleplayer · FPS

Rhythm Doctor
Shared: Music · Rhythm · Indie

KovaaK's
Shared: Action · Indie · Shooter

Hi-Fi RUSH
Shared: Action · Rhythm · Singleplayer

Bright Memory: Infinite
Shared: Action · Indie · Singleplayer

AudioSurf
Shared: Music · Indie · Rhythm

Ravenfield
Shared: Action · Singleplayer · FPS

SUPERHOT
Shared: Action · Indie · FPS

Muse Dash
Shared: Music · Rhythm · Singleplayer

Just Shapes & Beats
Shared: Rhythm · Music · Indie

Call of Duty®
Shared: Action · Singleplayer · FPS

Audiosurf 2
Shared: Music · Indie · Rhythm

Clustertruck
Shared: Action · Parkour · Indie

Hextech Mayhem: A League of Legends Story™
Shared: Music · Rhythm · Action

Beat Hazard
Shared: Rhythm · Music-Based Procedural Generation · Music

DJMAX RESPECT V
Shared: Music · Rhythm · Action