Games like Catch Up
Games like Catch Up include Celeste, Jump King, Geometry Dash, Super Meat Boy, and Pogostuck: Rage With Your Friends. We matched them by the tags players give Catch Up on Steam (Psychological Horror, Difficult, Precision Platformer, Cats, and Wholesome): closest matches first, and among equally close ones the better-known games.

Celeste
Shared: Difficult · Precision Platformer · Pixel Graphics

Jump King
Shared: Psychological Horror · Difficult · Precision Platformer

Geometry Dash
Shared: Difficult · Precision Platformer · Psychological Horror

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

Pogostuck: Rage With Your Friends
Shared: Psychological Horror · Difficult · Precision Platformer

Changed
Shared: Difficult · Psychological Horror · Cute

Getting Over It with Bennett Foddy
Shared: Psychological Horror · Difficult · Replay Value

NEEDY STREAMER OVERLOAD
Shared: Psychological Horror · Cute · Psychological

Rain World
Shared: Difficult · Pixel Graphics · Indie

A Difficult Game About Climbing
Shared: Psychological Horror · Difficult · Precision Platformer

The Binding of Isaac: Rebirth
Shared: Difficult · Replay Value · Pixel Graphics

Downwell
Shared: Precision Platformer · Difficult · Pixel Graphics

VVVVVV
Shared: Precision Platformer · Difficult · Pixel Graphics

Bread & Fred
Shared: Cute · Difficult · Precision Platformer

Stray
Shared: Cats · Cute · Atmospheric

OMORI
Shared: Psychological Horror · Pixel Graphics · Indie

Lobotomy Corporation | Monster Management Simulation
Shared: Difficult · Psychological Horror · Cute

Little Kitty, Big City
Shared: Cats · Cute · Wholesome

Cat Goes Fishing
Shared: Cats · Cute · Indie

Cat Bait
Shared: Psychological Horror · Cats · Cute

OneShot
Shared: Cute · Pixel Graphics · Indie

MiSide
Shared: Psychological Horror · Cute · Atmospheric

DISTRAINT: Deluxe Edition
Shared: Psychological Horror · Pixel Graphics · Indie

Kitsune Tails
Shared: Precision Platformer · Difficult · Pixel Graphics