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These books are ranked using the setting labels extracted for Gates of Thread and Stone.
Setting labels used: dystopian fantasy, post-apocalyptic, city-state, slums, walled city, labyrinthine city, desert wasteland, magic-dominated society, ruined world
Focused on “desolate future” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
Separated by captivity and prison, Rachel and Logan must outlast ruthless enemies to save their world.
Why this is here
Setting labels: post-apocalyptic future · walled city-states · wasteland · desolate future · dystopian society · medieval-like setting · city-state politics · underground monsters
Semantic match: ranked by setting
Distance: 0.1163
A rebellious teen crosses a walled wasteland to find her missing father, guarded by the boy she once loved.
Why this is here
Setting labels: walled city · wasteland · post-apocalyptic world · dystopian society · fantasy world · medieval-like setting · futuristic setting · hybrid technology · closed society · forest · city-state
Semantic match: ranked by setting
Distance: 0.0988
Persecuted magic-wielding siblings face a new enemy, lost powers, and a city turning against them.
Why this is here
Setting labels: dystopian world · city under threat · totalitarian society · post-revolution · magic system · fantasy world · underworld · alternate reality
Semantic match: ranked by setting
Distance: 0.1005
A magebike courier ferries secret love letters through a magic wasteland, then joins a princess’s escape across danger.
Why this is here
Setting labels: climate-ravaged wasteland · post-apocalyptic world · domed cities · desert setting · isolated cities · dystopian society · magic-protected cities · second-world setting · ancient ruins · mana storms · fantasy desert
Semantic match: ranked by setting
Distance: 0.1027
A brainwashed teen enforcer must choose between loyalty to the system and the remnants of her former self.
Why this is here
Setting labels: dystopian city · post-apocalyptic world · controlled society · ruins · the wild · underground resistance · future society · new city
Semantic match: ranked by setting
Distance: 0.1079
![Cover of ガチアクタ 5 [Gachiakuta 5] by Kei Urana](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1675786985i/96005180.jpg)
A revenge-driven cleaner crew uncovers a dangerous new ally, a bizarre power, and a trauma-soaked mystery.
Why this is here
Setting labels: dystopian world · harsh world · toxic wasteland · desert zone · restricted zone · fantasy world
Semantic match: ranked by setting
Distance: 0.1082
A scavenging human crosses a wall into monster territory and discovers the real danger may be the lies keeping both sides apart.
Why this is here
Setting labels: post-apocalyptic · dystopian · walled city · slums · ruined city · monster territory · war-torn world · future
Semantic match: ranked by setting
Distance: 0.1111
A magic-stealing teen hunts her missing brother in an underground city where shadows, rebels, and secrets collide.
Why this is here
Setting labels: dystopian world · post-apocalyptic world · underground city · walled city · magical city · ruined cities · wilderness · shadow creatures · day-night transformation · steampunk-inflected setting
Semantic match: ranked by setting
Distance: 0.1137
A hidden Omega is claimed by a controlling Alpha in a dystopian world, forcing bond, secrecy, and family stakes.
Why this is here
Setting labels: dystopian world · slums · elite compound · poisonous air · class hierarchy · corrupt government · unstable society · crime-controlled city · fictional planet
Semantic match: ranked by setting
Distance: 0.1140
A young midwife turned leader must win refuge for her people while a ruthless regime weaponizes fertility and family.
Why this is here
Setting labels: post-apocalyptic · wasteland · walled city · ruins · future society · dystopian settlement
Semantic match: ranked by setting
Distance: 0.1155
A memory-stripped teen races to survive a virus-ravaged world while WICKED hunts him and the truth behind the trials.
Why this is here
Setting labels: dystopian world · post-apocalyptic world · virus-ravaged world · ruined cities · wasteland · experimental facility · maze setting · safe haven · futuristic science fiction
Semantic match: ranked by setting
Distance: 0.1173
A fierce scavenger from the ruins is pulled into tower politics, hidden powers, and a dangerous romance.
Why this is here
Setting labels: post-apocalyptic future · dystopian society · ruined cities · surface camps · towers · hierarchical world · survivalist wasteland
Semantic match: ranked by setting
Distance: 0.1173
