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Combine common axes
These books are ranked using the plot structure labels extracted for Songs of the Dead.
Plot structure labels used: opening death, resurrection, quest narrative, race against time, info-dense opening, fast pace, episodic tasks, repeated action beats, twist ending, slow burn, battle climax, cliffhanger setup
Focused on “series setup” 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.
An amnesiac teen with a clue written on her hand must flee a controlled future and uncover who she is.
Why this is here
Plot structure labels: opening hook · immediate action · fast paced · quest narrative · escape-and-chase · repeated pursuit · gradual revelation · memory recovery · cliffhanger · series setup
Semantic match: ranked by plot structure
Distance: 0.1299
A drifting sharpshooter is pulled into alien pest-control duties, where money problems and space danger collide.
Why this is here
Plot structure labels: fast opening · episodic adventures · quest structure · training arc · side quests · recruitment ultimatum · cliffhanger ending · series setup · slow middle
Semantic match: ranked by plot structure
Distance: 0.1340
A Scottish time-travel romance follows a girl tied to a hidden magical timeline and the man destined to protect her.
Why this is here
Plot structure labels: race against time · cliffhanger ending · quest structure · dual timeline · fast-paced · instalove · exposition-heavy opening · info dump · reveal-driven
Semantic match: ranked by plot structure
Distance: 0.1047
A snarky psychokinetic government operative has 24 hours to clear her name after a murder points straight at her.
Why this is here
Plot structure labels: race against time · murder mystery · quest for culprit · twists and reveals · opening set-piece · alternating POVs · action-first pacing · cliffhanger ending · series setup · information reveals over time
Semantic match: ranked by plot structure
Distance: 0.1349
A journalist and researcher uncover a coded secret in the Great Pyramid, drawing governments and a shadowy society into conflict.
Why this is here
Plot structure labels: fast paced · slow start · gradual reveal · twists and turns · race against time · quest structure · investigation-driven · multiple factions · danger escalation · series setup
Semantic match: ranked by plot structure
Distance: 0.1352
A stranded hiker and his wife fight through a New Zealand apocalypse, trying to reunite while deadly Variants hunt them.
Why this is here
Plot structure labels: split timeline · alternating threads · parallel journeys · race against time · survival gauntlet · escape sequence · fast-paced escalation · continuous action · series setup · open-ended
Semantic match: ranked by plot structure
Distance: 0.1408
A coded message sends four kids and a father on a globe-spanning chase for relics tied to Copernicus and a deadly secret.
Why this is here
Plot structure labels: clue chain · quest structure · race against time · globetrotting episodes · parallel pursuit · slow start · fast-paced finish · cliffhanger ending · series setup · multiple reveals
Semantic match: ranked by plot structure
Distance: 0.1423
After a deadly green mist ravages the U.S., a group of women with new powers must survive and build a new world.
Why this is here
Plot structure labels: catastrophic opening · survival quest · journey narrative · episodic encounters · ensemble focus · cliffhanger ending · series setup · unresolved mystery · slow start · fast-paced action
Semantic match: ranked by plot structure
Distance: 0.1431
A homeschooled teen time-jumps to 1066 England and must fix history to survive and get home.
Why this is here
Plot structure labels: accidental displacement · quest structure · race against time · dual conflict · battle-climax · series setup · episodic adventure
Semantic match: ranked by plot structure
Distance: 0.1432
A coerced linguist boards a doomed derelict ship to recover immortality data before rival factions and monsters destroy him.
Why this is here
Plot structure labels: race against clock · multiple factions · locked-room setup · quest narrative · flashbacks · mini cliffhangers · reveal-driven · episodic action · parallel backstory
Semantic match: ranked by plot structure
Distance: 0.1211
Three kids are trapped in a futuristic game-world and must solve realms of history-themed challenges to get home.
Why this is here
Plot structure labels: race against time · level-based structure · quest structure · mission progression · riddle-solving · countdown tension · in medias res · episodic realms · twist reveal
Semantic match: ranked by plot structure
Distance: 0.1219
A teen multiverse traveler must recover her boyfriend’s shattered soul across dangerous alternate worlds.
Why this is here
Plot structure labels: quest structure · dimension-hopping · race against time · cliffhanger ending · fast-paced · action driven · recap opening
Semantic match: ranked by plot structure
Distance: 0.1227
