Games like Neon Beat Rider
Games like Neon Beat Rider include Music Racer, A Dance of Fire and Ice, AudioSurf, Sayonara Wild Hearts, and Spin Rhythm XD. We matched them by the tags players give Neon Beat Rider on Steam (Retro, Arcade, Music, Rhythm, and Music-Based Procedural Generation): closest matches first, and among equally close ones the better-known games.

Music Racer
Shared: Music · Rhythm · Retro

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

AudioSurf
Shared: Music · Rhythm · Arcade

Sayonara Wild Hearts
Shared: Music · Rhythm · Arcade

Spin Rhythm XD
Shared: Music · Rhythm · Arcade

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

DJMAX RESPECT V
Shared: Music · Rhythm · Action

Muse Dash
Shared: Music · Rhythm · Casual

EZ2ON REBOOT : R
Shared: Rhythm · Music · Action

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

Retrowave
Shared: Retro · Music · Indie

Geometry Dash
Shared: Music · Rhythm · Indie

Intralism
Shared: Music · Rhythm · Arcade

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

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

Rhythm Doctor
Shared: Music · Rhythm · Indie

Rift of the NecroDancer
Shared: Music · Rhythm · Arcade

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

BIT.TRIP BEAT
Shared: Music · Rhythm · Arcade

MUSYNX
Shared: Music · Rhythm · Arcade

Dead as Disco
Shared: Rhythm · Music · Arcade

Neon Drive
Shared: Rhythm · Music · Arcade

Super Hexagon
Shared: Arcade · Rhythm · Indie

Symphony
Shared: Music · Rhythm · Indie