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Combine common axes
These books are ranked using the plot structure labels extracted for Risked.
Plot structure labels used: series installment, contained adventure, cliffhanger ending, twists and turns, high-stakes chase, historical reveal, persistent mystery, mid-series escalation
Focused on “new characters introduced” 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 boy with unstable powers must stop a revenge-driven villain from destroying realities before the universe collapses.
Why this is here
Plot structure labels: series installment · cliffhanger ending · rising stakes · quest structure · multiple reveals · open ending
Semantic match: ranked by plot structure
Distance: 0.1150
As the Variants evolve and the world fractures, Team Ghost races to stop extinction with science, grit, and firepower.
Why this is here
Plot structure labels: series continuation · cliffhanger ending · multiple storylines · intercut perspectives · escalating threat · new characters introduced · mission-based · high-stakes buildup · propulsive pacing · series bridge
Semantic match: ranked by plot structure
Distance: 0.1531
A teenage underground quest turns more dangerous as Will’s group falls deeper into a low-gravity hidden world.
Why this is here
Plot structure labels: cliffhanger ending · series continuation · deepening mystery · escalating danger · multiple reveals · intercut viewpoints · action-driven · quest progression
Semantic match: ranked by plot structure
Distance: 0.1303
A solar flare cripples modern life in a Texas town, forcing one mother, her old love, and their neighbors to survive.
Why this is here
Plot structure labels: series cliffhanger · continuing storyline · open ending · high-stakes escalation · multi-perspective · twists and turns · first installment setup
Semantic match: ranked by plot structure
Distance: 0.1311
A battered young navy and its officers race to expose a hidden enemy and survive political sabotage after a home-system attack.
Why this is here
Plot structure labels: continuation · series installment · multiple storylines · interwoven arcs · parallel missions · investigation · reveal-driven · battle-driven · open-ended ending · cliffhanger-like
Semantic match: ranked by plot structure
Distance: 0.1408
A rebellious immortal mercenary is sent to a luxurious alien trade world where corruption, revolt, and war erupt.
Why this is here
Plot structure labels: series installment · episodic adventure · ongoing meta-plot · fast-paced · page-turner · plot twists
Semantic match: ranked by plot structure
Distance: 0.1479
In a near-future utopia, the last librarian races to save physical books before a government-led purge hides the truth.
Why this is here
Plot structure labels: high-stakes countdown · cliffhanger ending · series continuation · slow burn · fast-paced finale · twists and reveals · multiple factions · withheld information · convoluted intrigue · quest structure
Semantic match: ranked by plot structure
Distance: 0.1480
A fearful hacker on a dangerous Earth becomes the target of a deadly conspiracy and the alien warrior assigned to protect her.
Why this is here
Plot structure labels: series installment · continuation · chronological entry · journey narrative · mission-driven · action-heavy · mystery reveal · open-ended feel · abrupt ending
Semantic match: ranked by plot structure
Distance: 0.1495
A reluctant girl and her brother discover their eccentric uncle’s time-travel secret and race across history for a mythic prize.
Why this is here
Plot structure labels: quest narrative · cliffhanger ending · fast-paced · layered reveals · mystery-driven · multiple adventures · episodic travel · setup then escalation · series continuation
Semantic match: ranked by plot structure
Distance: 0.1496
A teen fugitive and a dragon-like alien symbiote team up to clear his name and save both their peoples.
Why this is here
Plot structure labels: series setup · open-ended · cliffhanger ending · partial resolution · larger arc · ongoing mystery · quest segments · heist structure · fast-paced · twists and reveals · foreshadowing · interlocking conflicts · suspense-driven · contained first installment
Semantic match: ranked by plot structure
Distance: 0.1510
A sarcastic survivor leads his family through a zombie apocalypse while a deadly vampire closes in from every side.
Why this is here
Plot structure labels: series installment · continuing saga · cliffhanger · backstory interludes · revelations · multiple perspectives · journey narrative · escape sequence
Semantic match: ranked by plot structure
Distance: 0.1513
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: 0.1519
