Games like BeatShooter
Games like BeatShooter include Melody's Escape, Music Racer, A Dance of Fire and Ice, AudioSurf, and Rhythia. We matched them by the tags players give BeatShooter on Steam (Rhythm, Music-Based Procedural Generation, Colorful, First-Person, and Arcade): closest matches first, and among equally close ones the better-known games.

Melody's Escape
Shared: Rhythm · Music-Based Procedural Generation · Colorful

Music Racer
Shared: Rhythm · Music-Based Procedural Generation · Colorful

A Dance of Fire and Ice
Shared: Rhythm · Colorful · Arcade

AudioSurf
Shared: Rhythm · Music-Based Procedural Generation · Colorful

Rhythia
Shared: Rhythm · Arcade · First-Person

VHOLUME
Shared: First-Person · Runner · Parkour

Beat Saber
Shared: Rhythm · Music-Based Procedural Generation · First-Person

Neon White
Shared: FPS · Parkour · Platformer

Geometry Dash
Shared: Rhythm · Colorful · Platformer

Metal: Hellsinger
Shared: Rhythm · FPS · First-Person

Mirror's Edge™ Catalyst
Shared: First-Person · Runner · Parkour

BIT.TRIP RUNNER
Shared: Rhythm · Runner · Platformer

Sayonara Wild Hearts
Shared: Rhythm · Colorful · Arcade

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

Hatsune Miku: Project DIVA Mega Mix+
Shared: Rhythm · Arcade · 3D

Severed Steel
Shared: FPS · First-Person · Parkour

Pistol Whip
Shared: Rhythm · Arcade · Action

Rift of the NecroDancer
Shared: Rhythm · Arcade · Colorful

Mirror's Edge™
Shared: First-Person · Parkour · Colorful

Titanfall® 2
Shared: FPS · First-Person · Parkour

Anger Foot
Shared: Arcade · FPS · First-Person

ALTF4
Shared: Runner · Arcade · Colorful

Echo Point Nova
Shared: FPS · First-Person · 3D

Audiosurf 2
Shared: Rhythm · Music-Based Procedural Generation · Arcade