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InvestiGators

John Patrick Green

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for InvestiGators. Books rank higher when they are close on every selected axis.

Characterization labels used: alligator detectives, bromance duo, silly-and-serious pair, undercover agents, wacky side characters, comedic villains, reluctant reader appeal, smart-but-goofy

Relationships labels used: partnership, friendship, teamwork, rivalry, family reveal, teacher-student cover, bullying, agency hierarchy

This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization + relationships embeddings are close.

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The Adventures of Ook and Gluk: Kung Fu Cavemen from the Future

Dav Pilkey · 2010

Two cavemen are swept into a time-travel showdown with a future corporation and must learn kung fu to save their home.

Why this is here

Characterization labels: best friends · mischievous kids · reluctant heroes · underdogs · cavemen protagonists · wise mentor · spunky sidekick · evil businessman · comedic villains · learning protagonists

Relationships labels: friendship · mentor-student · family conflict · villain rivalry · community defense · sibling bond · parent-child · romance subplot · power imbalance · rescue

Semantic match: ranked by characterization + relationships

Distance: 0.2263

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暗殺教室 17 [Ansatsu Kyōshitsu 17]

Yusei Matsui, 松井優征 · 2015 · 暗殺教室 [Ansatsu Kyōshitsu]

A divided class settles its biggest moral split through a paintball showdown, then races into space for the next mission.

Why this is here

Characterization labels: student ensemble · gifted students · assassin trainees · teacher figure · rival students · leadership duel · strategist characters

Relationships labels: teacher-student relationships · class loyalty · friendship rivalry · peer conflict · team loyalty · found family

Semantic match: ranked by characterization + relationships

Distance: 0.2324

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Felix, Net i Nika oraz Gang Niewidzialnych Ludzi

Rafał Kosik · 2009 · Felix, Net i Nika

Three Warsaw school friends uncover strange events, inventions, and a hidden mystery as their lives get more surreal.

Why this is here

Characterization labels: thirteen-year-olds · school-age protagonists · inventive kids · gifted teens · mature-for-age characters · high agency · flat characterization · stereotyped gender roles · humorous sidekick · rational boy · emotional girl

Relationships labels: friendship trio · peer dynamics · teacher-student relations · parent-child relations · romantic tension · classroom bullying · rivalry · protective friendship · group cohesion

Semantic match: ranked by characterization + relationships

Distance: 0.2361

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Darth Vader and Friends

Jeffrey Brown · 2015 · Star Wars: Darth Vader and Son

A collection of cute Star Wars gag cartoons reimagines iconic characters as friends, kids, and family in everyday comic moments.

Why this is here

Characterization labels: adorable · cute · playful · child versions · young characters · bounty hunters · villain as parent · ensemble cast · sarcastic humor · nerdy characterization

Relationships labels: friendship · fatherhood · parent-child · siblings · found family · school-friend dynamics · rivalry · community

Semantic match: ranked by characterization + relationships

Distance: 0.2394

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Stranger Things: One Way or Another

Caitlin Schneiderhan · 2025 · Stranger Things

Nancy Wheeler and Robin Buckley investigate a new Hawkins mystery in the gap between Stranger Things seasons 4 and 5.

Why this is here

Characterization labels: teen detective · girlboss · amateur sleuth · bossy protagonist · determined protagonist · bi-coded protagonist · nervous sidekick · friendship duo · older teens

Relationships labels: female friendship · duo · romantic tension · love triangle · friendship chemistry · family dynamics

Semantic match: ranked by characterization + relationships

Distance: 0.2406

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Battle Royale

Koushun Takami · 2003

A class of junior high students is stranded on an island and forced into a state-run fight to the death.

Why this is here

Characterization labels: teen ensemble · classmates · adolescent psychology · morally grey · psychopath · survivalist · naive protagonist · strong side characters · backstory-rich

Relationships labels: friendship · crushes · romance · betrayal · classmate conflict · school ties · trust and distrust · rivalry · alliance · loyalty · teacher-student power

Semantic match: ranked by characterization + relationships

Distance: 0.2432

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Bumi

Tere Liye · 2014 · Bumi

A 15-year-old girl who can disappear is pulled into a hidden world where her secret ties to larger clan conflicts.

Why this is here

Characterization labels: teen protagonist · genius friend · supportive friend · comic relief · secretive heroine · impulsive heroine · overpowered characters · idealized teens

Relationships labels: friendship trio · best friends · classmates · family bond · parent-child relationship · mentor figure · rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.2460

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Modelland

Tyra Banks · 2011

An awkward teen is swept into a bizarre fashion-school fantasy where beauty, power, and survival are all on trial.

Why this is here

Characterization labels: ugly duckling heroine · misfit girls · mean parents · cruel teachers · one-dimensional characters · supportive friend group · bullying victim · insecure teen · awkward protagonist · over-the-top villains

Relationships labels: friend group · parental abuse · romantic interest · rivalry · crush · female competition · school hierarchy

Semantic match: ranked by characterization + relationships

Distance: 0.2468

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The Superteacher Project: A Hilarious Middle Grade Story about an AI Robot Teacher

Gordon Korman · 2023

A rule-breaking seventh grader suspects his new teacher is hiding an impossible secret in this humorous school mystery.

Why this is here

Characterization labels: troublemaker · class clown · rule-wrecker · sidekick · overachiever · rule-follower · dedicated student · principal · administrator · teacher figure · robot protagonist · AI learning · empathetic machine · lovable outsider · student teacher

Relationships labels: friendship · teacher-student relationship · peer teamwork · student alliance · parent-teacher tension · faculty dependence · rivalry · community support · protective group · mentor role

Semantic match: ranked by characterization + relationships

Distance: 0.2471

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The Clockwork Ghost

Laura Ruby · 2019 · York

Twin code-breakers and their friend chase a deeper cipher through an alternate New York as new clues, POVs, and dangers emerge.

Why this is here

Characterization labels: twin protagonists · child detectives · brilliant kids · supportive friend · quirky adult mentor · villainous developer · eccentric side characters · animal characters · robot sidekick · strong female characters

Relationships labels: sibling bond · friendship trio · family support · parent-child tension · mentor-like aunt · protective friendship · trust and loyalty · teamwork · betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.2472

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暗殺教室 1 [Ansatsu Kyōshitsu 1]

Yusei Matsui, 松井優征 · 2012 · 暗殺教室 [Ansatsu Kyōshitsu]

A remedial class is tasked with assassinating their alien teacher before he destroys Earth.

Why this is here

Characterization labels: quirky cast · misfit students · troubled students · delinquent students · low-performing students · unlikely mentor · competent teacher · lovable antihero · snarky characters · individualized students

Relationships labels: teacher-student relationships · mentor-student bond · class solidarity · peer competition · student-teacher rivalry · student group · care and trust · bully dynamic · misfit community

Semantic match: ranked by characterization + relationships

Distance: 0.2481

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A Hole New World

Patrick Julianelle, Jennifer Flagg · 2018 · PopularMMOs

Two YouTube stars tumble into a zombie-filled underworld and must rescue a missing friend before they can get home.

Why this is here

Characterization labels: best friends · comic relief · clumsy heroine · curious protagonist · talking animal sidekick · evil twin · villainous duplicate · dimwitted captain · oblivious cat · unicorn companion · cheerful nonsense characters

Relationships labels: friendship · romantic tension · rivalry · love triangle · group teamwork · betrayal · rescue relationship

Semantic match: ranked by characterization + relationships

Distance: 0.2483

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