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These books are ranked using the setting labels extracted for The Ones We're Meant to Find.
Setting labels used: abandoned island, eco-city, floating city, near future, post-apocalyptic, climate-ravaged world, ocean setting, dystopian future, science-fictional future
Focused on “post-apocalyptic Earth” 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.
In a flooded future, a beloved outcast on a floating garbage island uncovers secrets that upend everything she knows.
Why this is here
Setting labels: post-apocalyptic Earth · flooded world · floating trash island · garbage communities · near-future · oceanic setting · speculative future
Semantic match: ranked by setting
Distance: 0.1187
In a climate-ravaged future, Jenny searches for bee DNA aboard a roaming community to imagine a livable tomorrow.
Why this is here
Setting labels: far future · post-apocalyptic Earth · desertified world · mobile settlements · motorized village · monadic society · eco-dystopia · climate-ravaged world
Semantic match: ranked by setting
Distance: 0.1397
In a ruined future where children vanish at fourteen, escaped teens join a mysterious AI-led resistance.
Why this is here
Setting labels: futuristic city · urban wasteland · post-apocalyptic Earth · alternate Earth · dystopian future · near future · subterranean refuge
Semantic match: ranked by setting
Distance: 0.1423
Captured on a deadly island refuge, the Hell Divers must fight for freedom, home, and humanity’s future.
Why this is here
Setting labels: post-apocalyptic Earth · airships · surface world · ocean islands · habitable zone · radioactive wasteland · future Earth · war-torn world · sunny refuge
Semantic match: ranked by setting
Distance: 0.1437
A sheltered girl in a flooded future city uncovers family secrets, folklore, and a mysterious neighbor’s hidden life.
Why this is here
Setting labels: near future · post-apocalyptic · dystopian future · flooded city · partially submerged city · island city · apartment tower · high-rise building · climate catastrophe · urban decay · alternate world
Semantic match: ranked by setting
Distance: 0.1163
In a controlled future Earth, a young rebel must choose between saving loved ones and ending a system that runs humanity.
Why this is here
Setting labels: post-apocalyptic Earth · dystopian future · wilderness commune · closed society · controlled community · AI-controlled world · ecological setting · broken Earth
Semantic match: ranked by setting
Distance: 0.1482
In a flooded future, a reckless young sailor flees danger with her teacher, chasing secrets, survival, and a slow-burn spark.
Why this is here
Setting labels: future earth · post-pandemic · post-apocalyptic · flooded world · ocean setting · island setting · coastal cities · boat travel · nautical setting · isolated communities · waterworld · future tech · biotech · corporate world · black market · pirate haven · saline environment
Semantic match: ranked by setting
Distance: 0.1243
In a near-future extinction economy, two unlikely allies hunt a possibly intelligent fish after a cyberattack upends everything.
Why this is here
Setting labels: near future · 2030s · dystopian future · post-climate-crisis · totalitarian state · floating city · toxic wasteland · oceanic setting · Europe · global
Semantic match: ranked by setting
Distance: 0.1292
A misfit girl learns she was engineered to live underwater and must cross a dangerous ocean to reach safety.
Why this is here
Setting labels: futuristic Earth · undersea colony · ocean world · dystopian California · flooded coast · post-climate-change · authoritarian future · underwater setting
Semantic match: ranked by setting
Distance: 0.1299
A desperate teen flees a brutal regime to a supposedly safe island, only to find the refuge hides new dangers and secrets.
Why this is here
Setting labels: near future · post-apocalyptic world · war zone · mysterious island · jungle setting · deserted island · ocean setting · work camp · labor camp · futuristic world
Semantic match: ranked by setting
Distance: 0.1311
In a climate-ravaged future, nine teens face a brutal proving that decides who will lead, reproduce, and survive.
Why this is here
Setting labels: post-apocalyptic future · climate-collapse world · acidic ocean · resource-scarce settlement · isolated community · former Alaska · super greenhouse · dystopian society · toxic environment · remnant outlands
Semantic match: ranked by setting
Distance: 0.1314
In a shattered future, a fragmented consciousness flees to reunite with itself while enemies hunt the secret inside her.
Why this is here
Setting labels: undersea city · underwater metropolis · post-apocalyptic future · dystopian future · ravaged landscape · desert wasteland · post-climate apocalypse · nuclear aftermath · fractured polity · Southwest
Semantic match: ranked by setting
Distance: 0.1315
