Games like Rocket Panda Panic
Games like Rocket Panda Panic include Pizza Tower, Cuphead, Katana ZERO, SANABI, and Celeste. We matched them by the tags players give Rocket Panda Panic on Steam (Shoot 'Em Up, 2D Platformer, Platformer, Shooter, and 2D): closest matches first, and among equally close ones the better-known games.

Pizza Tower
Shared: 2D Platformer · Platformer · Cartoony

Cuphead
Shared: Platformer · Cartoon · 2D

Katana ZERO
Shared: Platformer · Action · 2D Platformer

SANABI
Shared: 2D Platformer · Action · 2D

Celeste
Shared: Platformer · 2D Platformer · 2D

Hollow Knight
Shared: Platformer · 2D · Singleplayer

Super Meat Boy
Shared: Platformer · 2D Platformer · 2D

Alex Jones: NWO Wars
Shared: 2D Platformer · Shoot 'Em Up · Shooter

Zombotron
Shared: 2D · Action · Shooter

ANTONBLAST
Shared: 2D Platformer · 2D · Action

Have a Nice Death
Shared: 2D · 2D Platformer · Action

Broforce
Shared: Action · 2D · Platformer

Intrusion 2
Shared: Platformer · Action · 2D

SHINOBI: Art of Vengeance
Shared: 2D Platformer · Platformer · Action

Strike Force Heroes
Shared: Shooter · Action · 2D

My Friend Pedro
Shared: Shooter · Action · Indie

Gravity Circuit
Shared: Platformer · Action · 2D Platformer

Skul: The Hero Slayer
Shared: Action · 2D · Platformer

BEEP
Shared: Platformer · 2D · Indie

Hollow Knight: Silksong
Shared: 2D · Platformer · Indie

Contra: Operation Galuga
Shared: Platformer · Shooter · 2D Platformer

Dust: An Elysian Tail
Shared: Platformer · Action · 2D

Guns, Gore & Cannoli
Shared: Action · 2D · Shoot 'Em Up

Mark of the Ninja
Shared: Platformer · 2D · Action