Games like Project:Solace
Games like Project:Solace include SANABI, Momodora: Reverie Under The Moonlight, Touhou Luna Nights, Mina the Hollower, and Broforce. We matched them by the tags players give Project:Solace on Steam (Side Scroller, Exploration, Platformer, Action, and Pixel Graphics): closest matches first, and among equally close ones the better-known games.

SANABI
Shared: Pixel Graphics · Action · Platformer

Momodora: Reverie Under The Moonlight
Shared: Side Scroller · Exploration · Pixel Graphics

Touhou Luna Nights
Shared: Side Scroller · Exploration · Platformer

Mina the Hollower
Shared: Pixel Graphics · Action-Adventure · Platformer

Broforce
Shared: Action · Pixel Graphics · Platformer

Rabi-Ribi
Shared: Exploration · Pixel Graphics · Female Protagonist

Skul: The Hero Slayer
Shared: Action · Pixel Graphics · Platformer

Celeste
Shared: Pixel Graphics · Platformer · Female Protagonist

ANIMAL WELL
Shared: Exploration · Pixel Graphics · Platformer

Shovel Knight: Treasure Trove
Shared: Platformer · Pixel Graphics · Action

Afterimage
Shared: Side Scroller · Exploration · Female Protagonist

Momodora: Moonlit Farewell
Shared: Pixel Graphics · Side Scroller · Action-Adventure

Tomb Raider Game of the Year
Shared: Action · Female Protagonist · Exploration

BlazBlue Entropy Effect
Shared: Action · Platformer · Action-Adventure

Gato Roboto
Shared: Action · Pixel Graphics · Platformer

9 Years of Shadows
Shared: Side Scroller · Platformer · Pixel Graphics

Hollow Knight
Shared: Platformer · Exploration · 2D

Bloodstained: Ritual of the Night
Shared: Action · Side Scroller · Female Protagonist

Freedom Planet 2
Shared: Side Scroller · Platformer · Pixel Graphics

Katana ZERO
Shared: Action · Pixel Graphics · Platformer

Iconoclasts
Shared: Pixel Graphics · Action · Female Protagonist

Five Nights at Freddy's: Into the Pit
Shared: Pixel Graphics · Exploration · Horror

Prince of Persia The Lost Crown
Shared: Exploration · Side Scroller · Action

Bloodstained: Curse of the Moon
Shared: Action · Platformer · Pixel Graphics