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These books are ranked using the setting labels extracted for M.A.Y.A.
Setting labels used: dystopian world, war-torn planet, hidden bunker, alternate dimensions, parallel universes, shifter world, wolf pack territory, post-apocalyptic future, inter-dimensional setting, resource-strapped world
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
An awakened queen and her undying king face revenge, war, and a dangerous love in a war-torn future.
Why this is here
Setting labels: dystopian world · post-apocalyptic world · war-torn world · future setting · time jump · global setting · political factions
Semantic match: ranked by setting
Distance: 0.1356
![Cover of 進撃の巨人 31 [Shingeki no Kyojin 31] by Hajime Isayama](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1583157769i/48722104.jpg)
As the world-ending Rumbling begins, former enemies and old allies scramble to stop a catastrophic plan and survive the fallout.
Why this is here
Setting labels: dystopian world · war-torn world · walled society · post-apocalyptic setting · military setting · outside world · global conflict · apocalyptic landscape
Semantic match: ranked by setting
Distance: 0.1417
A second-chance couple must bend time and reality to save both their relationship and a collapsing world.
Why this is here
Setting labels: dystopian future · post-apocalyptic world · present day · near future · alternate universe · parallel world · Denver · tropical beach · mountain cabin · secret underground facility · hidden city · burned-out city · modern world · global collapse
Semantic match: ranked by setting
Distance: 0.1452
Captain America is stranded in a hostile alternate dimension, where survival means protecting a child and enduring years of war.
Why this is here
Setting labels: alternate dimension · alien world · dystopian landscape · post-apocalyptic setting · hostile wasteland · science fiction setting · Earth flashbacks
Semantic match: ranked by setting
Distance: 0.1455
A Psy scientist on the run and a latent leopard sentinel are forced into alliance, attraction, and a fight for freedom.
Why this is here
Setting labels: futuristic world · paranormal world · shifter world · psychic society · urban setting · pack territory · scientific facility · dystopian control
Semantic match: ranked by setting
Distance: 0.1465
A captive queen must survive war, visions, and a secretive past to decide the fate of her kingdom.
Why this is here
Setting labels: dystopian world · medieval-style world · future earth · alternate reality · kingdoms at war · imprisonment · utopia · religious state
Semantic match: ranked by setting
Distance: 0.1477
A widowed mother is pulled into a hidden supernatural war and forced into a dangerous bargain to save her child.
Why this is here
Setting labels: alternate dimension · parallel universe · off-world · war-torn world · hidden supernatural society · Earth-adjacent reality · science-fantasy setting
Semantic match: ranked by setting
Distance: 0.1484
A time-bending YA fantasy sequel sends two allies into the past where war, secrets, and love collide.
Why this is here
Setting labels: dystopian future · past and future · alternate world · elemental worldbuilding · time-travel setting · war-torn world · futuristic world · multiple locations
Semantic match: ranked by setting
Distance: 0.1485
Reunited after months apart, Aria and Perry must fight tribal distrust, storm danger, and divided loyalties to survive.
Why this is here
Setting labels: post-apocalyptic world · dystopian world · tribal society · pods · domed society · outsider world · storm-ravaged landscape · alternate world
Semantic match: ranked by setting
Distance: 0.1490
Telepathic twins and a child army challenge a corrupt wall-bound regime to expose the truth and stop a war.
Why this is here
Setting labels: dystopian future · post-apocalyptic future · divided world · world behind walls · north and south · British Isles · forest side · ruined city · walled society · secret base · lush wilderness
Semantic match: ranked by setting
Distance: 0.1493
When two Marvel universes collide and die, survivors wake on Battleworld, ruled by god-like Doctor Doom.
Why this is here
Setting labels: multiverse · alternate Earths · Battleworld · post-apocalyptic world · patchwork planet · cosmic setting · dystopian world · fantasy realm · Marvel Universe
Semantic match: ranked by setting
Distance: 0.1494
A rebellious young woman returns to a controlled world and must face power, war, and a choice with devastating stakes.
Why this is here
Setting labels: dystopian future · two worlds · parallel worlds · controlled society · political unrest · war-torn world · futuristic city · enclosed institution
Semantic match: ranked by setting
Distance: 0.1499
