24 games ranked by how much the tags Steam players vote on them overlap with Headbangers: Rhythm Royale's. A rare tag counts for far more than one that sits on half the store, and popularity never moves a game up.
What they share most: Rhythm, PvP, Music, Casual, Battle Royale, Comedy.

1·Taiko no Tatsujin: Rhythm Festival
83% match · Rhythm, PvP
84% of 1,671 reviews positive

2·BIT.TRIP CORE
79% match · Rhythm, Music
58% of 156 reviews positive

3·Who's Who?
79% match · Battle Royale, Comedy
75% of 432 reviews positive

4·Before the Echo
79% match · Rhythm, Music
86% of 1,456 reviews positive

5·Santa Rockstar
78% match · Rhythm, Music
83% of 349 reviews positive

6·Disaster Band
78% match · Rhythm, Music
82% of 718 reviews positive

7·Fall Guys
78% match · Battle Royale, Party Game
81% of 467,976 reviews positive · 397 playing

8·Bombergrounds: Reborn
78% match · Battle Royale, PvP
86% of 8,338 reviews positive

9·TAPSONIC BOLD
78% match · Rhythm, Music
75% of 1,197 reviews positive

10·Laserlife
78% match · Rhythm, Music
74% of 117 reviews positive

11·Ephemerid: A Musical Adventure
78% match · Rhythm, Music
92% of 222 reviews positive

12·Beat the Song
78% match · Rhythm, Music
89% of 100 reviews positive

13·DJMAX RESPECT V
77% match · Rhythm, Music
89% of 35,031 reviews positive

14·Frederic: Resurrection of Music Director's Cut
77% match · Rhythm, Music
82% of 362 reviews positive

15·Aaero
77% match · Rhythm, Music
82% of 1,062 reviews positive

16·Stumble Guys
77% match · Battle Royale, Party Game
85% of 138,997 reviews positive · 1,393 playing

17·Space Channel 5: Part 2
77% match · Rhythm, Music
89% of 1,870 reviews positive

18·AUDICA: Rhythm Shooter
77% match · Rhythm, Music
85% of 584 reviews positive

19·Melatonin
77% match · Rhythm, Music
94% of 8,229 reviews positive

20·Groove Coaster
77% match · Rhythm, Music
67% of 1,608 reviews positive

21·Project Rhombus
77% match · Rhythm, Music
93% of 1,400 reviews positive

22·Old School Musical
77% match · Rhythm, Music
92% of 970 reviews positive

23·Sound Slide
77% match · Rhythm, Music
78% of 513 reviews positive

24·Retro/Grade
77% match · Rhythm, Music
84% of 396 reviews positive
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The closest matches to Headbangers: Rhythm Royale on Steam are Taiko no Tatsujin: Rhythm Festival, BIT.TRIP CORE, Who's Who?, Before the Echo, Santa Rockstar. They rank highest because their Steam community tags overlap most with Headbangers: Rhythm Royale's, and shared tags include Rhythm, PvP, Music.
Every game is described by the tags Steam players vote on it. Rare, specific tags such as Rhythm, PvP, Music count far more than catch-all ones like "Indie" or "Singleplayer", and each game is scored on how closely its whole tag profile matches Headbangers: Rhythm Royale's. Popularity never affects the ranking.