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These books are ranked using the setting labels extracted for Deliverance.
Setting labels used: post-apocalyptic future, walled city-states, wasteland, desolate future, dystopian society, medieval-like setting, city-state politics, underground monsters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
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: 0.0681
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: 0.0796
In a surveilled walled city where self-expression is outlawed, a teen uncovers a hidden underground and a fight for freedom.
Why this is here
Setting labels: walled city · post-apocalyptic · underground world · dystopian future · surveillance state · restricted society · city under control
Semantic match: ranked by setting
Distance: 0.0870
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: 0.0905
A disguised young girl in a post-war dystopia joins elite warriors and uncovers secrets about her people and world.
Why this is here
Setting labels: post-apocalyptic future · post-war world · dystopian society · ghettos · shield barrier · mountain setting · inhabitable enclave · toxic wasteland · medieval-tech contrast
Semantic match: ranked by setting
Distance: 0.0917
Humanity hides behind towering walls until a colossal Titan attack shatters its fragile safety and forces a fight for survival.
Why this is here
Setting labels: walled city · post-apocalyptic · dystopian future · military society · constrained enclave
Semantic match: ranked by setting
Distance: 0.0937
In a dystopian future, a fugitive young woman races to stop a looming catastrophe while uncovering devastating truths.
Why this is here
Setting labels: dystopian future · post-catastrophe · clan society · underground city · catacombs · wilderness · spheres · factional society · future world · speculative future
Semantic match: ranked by setting
Distance: 0.0943
A wrongfully sentenced prisoner in an underground dystopia must survive a brutal prison and a dangerous guard.
Why this is here
Setting labels: underground city · dystopian future · post-apocalyptic world · subterranean prison · domed elite city · radiation wasteland · controlled society · totalitarian state · post-collapse future · claustrophobic setting
Semantic match: ranked by setting
Distance: 0.0965
Exiled from a repressive city, a sheltered woman enters a gang-run world of danger, kink, and self-discovery.
Why this is here
Setting labels: post-apocalyptic future · solar storm aftermath · walled city · ruins outside the city · gang-controlled sectors · dystopian society · hedonistic enclave · theocratic enclave · dangerous urban wasteland · alternate reality
Semantic match: ranked by setting
Distance: 0.0965
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: 0.0978
An amnesiac girl must survive a brutal outpost, evade robotic law enforcers, and uncover who she was.
Why this is here
Setting labels: dystopian future · post-apocalyptic world · broken city · walled outpost · harsh urban wasteland · authoritarian society · robotic law enforcement · scarcity-driven society · future frontier
Semantic match: ranked by setting
Distance: 0.0981
In a war-torn future, rival factions, robots, and betrayed friends race to decide who gets freedom and who survives.
Why this is here
Setting labels: post-apocalyptic future · nuclear-blasted future · corporate-controlled society · wasteland · city-state conflict · near-future
Semantic match: ranked by setting
Distance: 0.0999
