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Combine common axes
These books are ranked using the characterization labels extracted for Molly Moon Stops the World.
Characterization labels used: orphan protagonist, plucky heroine, child hero, friend sidekick, pug companion, power-hungry antagonist, billionaire villain, celebrity figures, supporting ensemble, strong-willed protagonist
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An orphaned kid tries to keep his found family together when a radio signal promises other survivors.
Why this is here
Characterization labels: orphan protagonist · reluctant leader · high-energy kid · inventive kid · loyal friend · supportive ensemble · vulnerable hero · humorous protagonist · monster allies
Semantic match: ranked by characterization
Distance: 0.1502
As Atherton’s layers collapse, Edgar and his friends race through floods, monsters, and hidden tunnels to save their world.
Why this is here
Characterization labels: orphan hero · child protagonist · youth protagonists · young leaders · brave protagonist · clever heroine · fierce female characters · knowledgeable mentor · mad scientist · ruling class
Semantic match: ranked by characterization
Distance: 0.1833
An orphan hypnotist and her pug are pulled into a tangled time-travel adventure in India with multiple versions of herself.
Why this is here
Characterization labels: strong female protagonist · young heroine · orphan · child hypnotist · clever protagonist · powerful but inexperienced · villainous ruler · animal sidekick · street orphan
Semantic match: ranked by characterization
Distance: 0.1842
A girl enters a magical hotel that fulfills dreams, only to uncover its secrets and the truth behind her sister’s change.
Why this is here
Characterization labels: orphan protagonist · sister-loyal · determined heroine · curious heroine · fierce heroine · plucky heroine · illusionist · caretaker · lonely characters · sweet love interest · cinnamon roll · likable characters · villainous figures
Semantic match: ranked by characterization
Distance: 0.1908
A bullied orphan is whisked into a secret world of superheroes, robots, and secrets, where his powers may save or doom all.
Why this is here
Characterization labels: reluctant hero · bullied protagonist · orphan protagonist · self-doubting · lonely child · outsider · mentor figure · android ally · cyborg ally · blue giant · villainous rival · wise elder
Semantic match: ranked by characterization
Distance: 0.1919
A gifted orphan’s path to becoming a mage unfolds amid a vast war of magic, kingdoms, and shifting worlds.
Why this is here
Characterization labels: orphan hero · magician · thief · wizard · princes · noble characters · supportive friend · capable ally · mentor figure · three-dimensional characters · character growth · strong characters
Semantic match: ranked by characterization
Distance: 0.1937
A new Reckoners team infiltrates a floating Texas city to topple a powerful Epic and save what’s left.
Why this is here
Characterization labels: orphan protagonist · trained soldier · assassin training · reckless hero · prodigy · motivated protagonist · mentor figure · ragtag team · superpowered antagonist · villain-focused
Semantic match: ranked by characterization
Distance: 0.1951
Two orphaned fugitives uncover hidden powers and a shadowy conspiracy in a sprawling steampunk fantasy world.
Why this is here
Characterization labels: orphan protagonists · special powers · flat characters · archetypal characters · young protagonists · rescued often · plucky heroine · sensitive misfit · rogue agents · supporting cast · shadowy authority
Semantic match: ranked by characterization
Distance: 0.1956
A naive, super-strong boy and a determined girl set out to gather magical Dragon Balls and chase adventure.
Why this is here
Characterization labels: naive protagonist · childlike protagonist · super-strong hero · ambitious heroine · pervert character · bumbling sidekick · shapeshifter · mentor figure · multiple distinct character types · comic characterization
Semantic match: ranked by characterization
Distance: 0.2004
An orphan with a supposedly bad talent joins a tiered ascension program and fights to turn a setback into power.
Why this is here
Characterization labels: hardworking · determined · compassionate · loyal · intelligent · rational · resourceful · rising prodigy · orphans · power fantasy protagonist · overpowered protagonist · supporting cast · likeable characters · broadly benevolent adults · smart characters · team-based
Semantic match: ranked by characterization
Distance: 0.2038
A lonely Earth spaceport worker falls for a beast-like alien, then vanishes into an alien-biology crisis and rescue.
Why this is here
Characterization labels: lonely orphan · small protagonist · big protector · beast-like alien · protective hero · sweet protagonist · teddy bear hero · alpha hero · strong underdog · chosen family
Semantic match: ranked by characterization
Distance: 0.2056
A teen alien hunter with reality-bending powers tracks deadly outlaws while carrying the loss of his family.
Why this is here
Characterization labels: orphan protagonist · teen hero · overpowered hero · sympathetic protagonist · quirky side characters · funny friends · villainous aliens · tragic backstory · wish-fulfillment hero
Semantic match: ranked by characterization
Distance: 0.2072
