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Cover of The Map of Tiny Perfect Things by Lev Grossman
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The Map of Tiny Perfect Things

Lev Grossman

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Similar in plot structure

These books are ranked using the plot structure labels extracted for The Map of Tiny Perfect Things.

Plot structure labels used: repeating day, day-in-a-loop, repetition, quest structure, map-making, mystery reveal, late twist, short-form arc

Focused on “open ending” 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 The Man Who Died Seven Times by Yasuhiko Nishizawa

The Man Who Died Seven Times

Yasuhiko Nishizawa · 2025

A teen trapped in a repeating day must solve—and maybe prevent—his grandfather’s death inside a greedy family feud.

Semantic match: ranked by plot structure

Distance: 0.1250

Cover of The Last Labyrinth by Gwendolyn Womack

The Last Labyrinth

Gwendolyn Womack · 2026

A gifted musician is pulled into 1829 by music and myth, where she must decode a diary and save the world.

Semantic match: ranked by plot structure

Distance: 0.1560

Cover of Doctor Who: The Pirate Loop by Simon Guerrier

Doctor Who: The Pirate Loop

Simon Guerrier · 2007 · Doctor Who: New Series Adventures

The Doctor and Martha investigate a vanished starship and get trapped in a time loop with space pirates.

Semantic match: ranked by plot structure

Distance: 0.1597

Cover of The City of Ember by Jeanne DuPrau

The City of Ember

Jeanne DuPrau · 2003 · Book of Ember

Two kids in a failing underground city uncover a lost message that may reveal how to survive—and escape.

Semantic match: ranked by plot structure

Distance: 0.1606

Cover of The Echo Room by Parker Peevyhouse

The Echo Room

Parker Peevyhouse · 2018

An amnesiac teen relives the same trapped day with a wary stranger while clues about their world and danger surface.

Semantic match: ranked by plot structure

Distance: 0.1470

Cover of All You Need Is Kill by Hiroshi Sakurazaka

All You Need Is Kill

Hiroshi Sakurazaka · 2009

A rookie soldier in a losing alien war keeps reliving the same battle day, learning fast enough to change his fate.

Semantic match: ranked by plot structure

Distance: 0.1483