Games like Recovery Phrase
Games like Recovery Phrase include Murders on the Yangtze River, The Room 4: Old Sins, The House of Da Vinci, The Room, and Return of the Obra Dinn. We matched them by the tags players give Recovery Phrase on Steam (Puzzle, Logic, First-Person, Detective, and Mystery): closest matches first, and among equally close ones the better-known games.

Murders on the Yangtze River
Shared: Puzzle · Detective · Mystery

The Room 4: Old Sins
Shared: Puzzle · Mystery · Hidden Object

The House of Da Vinci
Shared: Puzzle · Hidden Object · Mystery

The Room
Shared: Puzzle · Mystery · Hidden Object

Return of the Obra Dinn
Shared: Puzzle · Detective · Mystery

Blue Prince
Shared: Puzzle · Mystery · Exploration

Riven
Shared: Puzzle · First-Person · Exploration

Outer Wilds
Shared: Mystery · Exploration · Puzzle

Agent A: A puzzle in disguise
Shared: Puzzle · Logic · Mystery

The Witness
Shared: Puzzle · First-Person · Exploration

The Room Three
Shared: Puzzle · Mystery · Hidden Object

The Room Two
Shared: Puzzle · Mystery · Hidden Object

The House of Da Vinci 2
Shared: Puzzle · Mystery · Hidden Object

Escape Simulator
Shared: Puzzle · First-Person · Mystery

Poppy Playtime
Shared: Puzzle · First-Person · Mystery

Bendy and the Ink Machine
Shared: First-Person · Puzzle · Cartoony

The Painscreek Killings
Shared: Puzzle · Detective · Mystery

Boxes: Lost Fragments
Shared: Puzzle · Mystery · Hidden Object

Escape Simulator 2
Shared: Puzzle · First-Person · Detective

Chants of Sennaar
Shared: Puzzle · Detective · Indie

We Were Here Forever
Shared: Puzzle · Mystery · 3D

The House of Da Vinci 3
Shared: Puzzle · Mystery · Hidden Object

The Vanishing of Ethan Carter
Shared: Mystery · Detective · First-Person

What Remains of Edith Finch
Shared: First-Person · Mystery · Exploration