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Cover of Rogue by Mark Frost
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Rogue

Mark Frost

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Similar in plot structure

These books are ranked using the plot structure labels extracted for Rogue.

Plot structure labels used: finale, series wrap-up, quest narrative, slow opening, action-heavy, fast paced, non-stop action, journey into other world, multiple reveals, abrupt ending, open ending, cliffhanger feel, rushed climax, loose ends, POV shifts

Focused on “action-driven” 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.

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Cover of Rebel Skies by Ann Sei Lin

Rebel Skies

Ann Sei Lin · 2024 · Rebel Skies

A servant girl with forbidden paper magic is swept into a skyship hunt, empire secrets, and a fight over what shikigami are.

Why this is here

Plot structure labels: series opener · cliffhanger ending · open ending · quest structure · fast-paced · action-driven · interwoven POVs · interludes · mystery reveals · withheld answers · training arc · coming-of-age arc · quest derailed by rebellion · multiple twists · late-game action surge

Semantic match: ranked by plot structure

Distance: 0.0983

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Cover of The Assassins of Altis by Jack Campbell

The Assassins of Altis

Jack Campbell · 2015 · The Pillars of Reality

A mechanic and a mage flee assassins across a guild-controlled world while uncovering their planet’s hidden past.

Why this is here

Plot structure labels: series installment · transitional volume · slow reveal · cliffhanger ending · road narrative · action-driven · quest chain · midseries reveal · travelogue structure · ongoing arc

Semantic match: ranked by plot structure

Distance: 0.0993

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Cover of The Red Queen by Isobelle Carmody

The Red Queen

Isobelle Carmody · 2015 · The Obernewtyn Chronicles

A long-awaited finale sends Elspeth into the Red Land to stop catastrophe and decide what freedom will cost.

Why this is here

Plot structure labels: series finale · quest narrative · travel journey · layered revelations · slow build · late climax · rushed ending · open-ended wrap-up · recap-heavy · exposition-heavy

Semantic match: ranked by plot structure

Distance: 0.0719

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Cover of Aurora: CV-01 by Ryk Brown

Aurora: CV-01

Ryk Brown · 2011 · The Frontiers Saga (Part 1): Discovery

A rookie crew on a prototype starship is thrust into deep-space conflict, secret tech, and command chaos.

Why this is here

Plot structure labels: episodic · serialized · slow start · action-driven · battle-heavy · setup-heavy · cliffhanger ending · abrupt ending · mid-scene POV shifts · journey arc · mission gone wrong · nonstop action · character introductions · series launch

Semantic match: ranked by plot structure

Distance: 0.1033

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Cover of The Rule of All by Ashley Saunders

The Rule of All

Ashley Saunders, Leslie Saunders · 2020 · The Rule of One

Twin rebel sisters race across a fractured future America to stop a fleeing tyrant before freedom is lost again.

Why this is here

Plot structure labels: series finale · fast pace · action build · multi-POV · multiple perspectives · journey narrative · quest structure · chase narrative · twists and turns · flash forward · wrap-up ending

Semantic match: ranked by plot structure

Distance: 0.0754

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Cover of Birthmarked by Caragh M. O'Brien

Birthmarked

Caragh M. O'Brien · 2010 · Birthmarked

A teen midwife in a harsh walled future risks everything to rescue her arrested parents and uncover her society’s secrets.

Why this is here

Plot structure labels: quest narrative · mystery unfolding · code breaking · secrets revealed gradually · escape and infiltration · open ending · cliffhanger · series setup · action-driven · slow build

Semantic match: ranked by plot structure

Distance: 0.1058

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Cover of Revelations by Paul Antony Jones

Revelations

Paul Antony Jones · 2014 · Extinction Point

A survivor faces the truth behind Earth’s alien makeover as a post-apocalyptic journey reaches its final reveal.

Why this is here

Plot structure labels: series continuation · quest narrative · travel narrative · answer-driven reveal · slow build · action-heavy ending · open ending · gradual explanation · withheld backstory

Semantic match: ranked by plot structure

Distance: 0.0834

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Cover of The Immortal Words by Jeff Wheeler

The Immortal Words

Jeff Wheeler · 2020 · The Grave Kingdom

A young warrior must cross into the land of the dead to learn powerful words and stop an immortal dragon tyrant.

Why this is here

Plot structure labels: series conclusion · journey narrative · quest structure · rising stakes · fast-paced finale · twists and turns · open ending · cliffhanger · loose ends · unanswered questions · backstory reveals · time jumps

Semantic match: ranked by plot structure

Distance: 0.0880

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Cover of Ice by Kevin Tinto

Ice

Kevin Tinto · 2016 · Dr. Leah Andrews and Jack Hobson Thrillers

An archaeologist’s cave discovery links New Mexico to Antarctica, igniting a globe-spanning race and a nuclear crisis.

Why this is here

Plot structure labels: cliffhanger ending · series setup · quest narrative · slow build · late twist · multiple subplots · cross-cutting POV · short chapters · chapter cliffhangers · rushed ending · open ending · reveal-driven

Semantic match: ranked by plot structure

Distance: 0.0890

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