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Combine common axes
These books are ranked using the plot structure labels extracted for Uglies, The Collector's Set.
Plot structure labels used: series arc, multiple transformations, character reset, open-ended ending, quest structure, action-driven, conspiracy reveal, multi-book arc
Focused on “quest narrative” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
A book-jumping duo enters a comic-book city to find a missing father and stop a shadowy villain.
Why this is here
Plot structure labels: series continuation · quest narrative · revelation driven · cliffhanger ending · chapter cliffhangers · plot twists · ramping conflict · multiple reveals · parallel backstories
Semantic match: ranked by plot structure
Distance: 0.1129
Two brothers cursed by forbidden alchemy hunt the Philosopher’s Stone to restore their bodies.
Why this is here
Plot structure labels: episodic opening · setup volume · worldbuilding first · quest narrative · character-introduction heavy · cliffhanger ending · serial reveal · arc-based · foreshadowing
Semantic match: ranked by plot structure
Distance: 0.1163
A nonverbal autistic outcast in a walled theocracy discovers the “demons” beyond the forest may be people.
Why this is here
Plot structure labels: mystery reveal · quest narrative · open ending · cliffhanger ending · multiple POV · slow build · twist reveals · series setup · intercut perspectives
Semantic match: ranked by plot structure
Distance: 0.1173
An anthropology professor hunts a vanished father’s clues to a hidden alien bridge while a cult races him to it.
Why this is here
Plot structure labels: series setup · quest narrative · clue trail · twist-driven · multiple reveals · set-up ending · partial conclusion · cliffhanger ending · parted structure
Semantic match: ranked by plot structure
Distance: 0.1174
Three women linked across eras unravel a future man’s secret while time travel pulls them toward love, danger, and apocalypse.
Why this is here
Plot structure labels: multi-timeline · back-and-forth chronology · quest narrative · mystery reveal · twists and turns · slow build · series continuation
Semantic match: ranked by plot structure
Distance: 0.1180
A Breton teen survivor follows a cryptic message, a family prophecy, and a deadly mission toward Paris after a virus wipes out most of humanity.
Why this is here
Plot structure labels: multi-book overlap · multiple viewpoints · shared timeline · interlocking narratives · open ending · cliffhanger · quest narrative · mystery reveal · foreshadowing · cross-series encounters
Semantic match: ranked by plot structure
Distance: 0.1184
A teen time-travel team deciphers an ancient code that sends them into medieval England, where legend and history collide.
Why this is here
Plot structure labels: mission-driven · quest arc · time-hopping · intercut timelines · mystery unraveling · cliffhanger ending · prophecy reveal · alternate history cascade · series arc setup
Semantic match: ranked by plot structure
Distance: 0.0905
Three separated teens navigate rebellion, a deadly plague, and tangled loyalties as their world begins to change.
Why this is here
Plot structure labels: multiple POVs · interwoven storylines · slow burn · gradual reveals · late acceleration · open-ended ending · series finale · reconverging arcs · quest narrative
Semantic match: ranked by plot structure
Distance: 0.1223
A folklore PhD student is swept onto a hidden planet where living fairy tales, secrets, and fate collide.
Why this is here
Plot structure labels: cliffhanger ending · series setup · duology setup · multiple quests · quest narrative · fast-paced · disjointed progression · open ending · reveal-driven · abrupt ending · episodic
Semantic match: ranked by plot structure
Distance: 0.1226
An asthmatic boy is pulled into a vast hidden House, where a magical key makes him heir to a cosmic struggle.
Why this is here
Plot structure labels: series setup · first-in-series · quest structure · episodic journey · action-driven · revelation midpoint · cliffhanger ending · progressive worldbuilding · cumulative series arc
Semantic match: ranked by plot structure
Distance: 0.0975
In a fallen realm where magic is outlawed, heirs of an old bloodline are sent on separate quests to save the world.
Why this is here
Plot structure labels: multi-book arc · interwoven storylines · parallel quests · setup volume · cliffhanger ending · slow build · gradual escalation · multiple revelations · quest convergence · unfinished resolution
Semantic match: ranked by plot structure
Distance: 0.0991
An outlaw crew takes on a train-bound kidnapping mission for the emperor, while secrets, loyalties, and romance collide.
Why this is here
Plot structure labels: mission arc · ensemble rotation · dual POV · book-long setup · mid-mission ending · cliffhanger ending · series arc · heist progression · interleaved character arc
Semantic match: ranked by plot structure
Distance: 0.1001
