Games like Rhythm Animal Café
Games like Rhythm Animal Café include Muse Dash, Melatonin, Trombone Champ, Rhythm Doctor, and Passpartout: The Starving Artist. We matched them by the tags players give Rhythm Animal Café on Steam (Rhythm, Animals, Music, Hand-drawn, and Cartoon): closest matches first, and among equally close ones the better-known games.

Muse Dash
Shared: Rhythm · Music · Cute

Melatonin
Shared: Rhythm · Hand-drawn · Cute

Trombone Champ
Shared: Rhythm · Music · Cartoon

Rhythm Doctor
Shared: Rhythm · Music · Singleplayer

Passpartout: The Starving Artist
Shared: Hand-drawn · Singleplayer · Relaxing

DJMAX RESPECT V
Shared: Rhythm · Music · Cute

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

TOEM: A Photo Adventure
Shared: Cozy · Cute · Hand-drawn

Geometry Dash
Shared: Music · Rhythm · Singleplayer

AudioSurf
Shared: Rhythm · Music · Singleplayer

Bits & Bops
Shared: Rhythm · Music · Cartoon

Yunyun Syndrome!? Rhythm Psychosis
Shared: Rhythm · Music · Cute

Carto
Shared: Cute · Hand-drawn · Relaxing

Bear and Breakfast
Shared: Cartoon · Singleplayer · Relaxing

Rift of the NecroDancer
Shared: Rhythm · Music · Indie

Beat Saber
Shared: Rhythm · Music · Singleplayer

MUSYNX
Shared: Music · Rhythm · Singleplayer

Disaster Band
Shared: Rhythm · Music · Cartoon

Tiny Bookshop
Shared: Cozy · Hand-drawn · Relaxing

Hatsune Miku: Project DIVA Mega Mix+
Shared: Rhythm · Music · Cute

Incredibox
Shared: Rhythm · Music · Casual

Pilgrims
Shared: Hand-drawn · Cartoon · Singleplayer

Good Pizza, Great Pizza - Cooking Simulator Game
Shared: Cozy · Funny · Relaxing

EZ2ON REBOOT : R
Shared: Rhythm · Music · Singleplayer