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These books are ranked using the relationships labels extracted for Harry James Potter-Evans-Verres and the Methods of Rationality.
Relationships labels used: friendship, unlikely friendship, mentor-student tension, rivalry, family change, adoptive family, found family, student-teacher conflict, power imbalance, uncertain friendship
Focused on “mentor-student tension” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
A rebellious cadet in a corporate-run future must choose between career advancement, friends, and his ideals.
Why this is here
Relationships labels: friend group · found family · romance subplot · rivalry · friendship tested · loyalty conflict · mentor-student tension · betrayal · power imbalance · protective friendship
Semantic match: ranked by relationships
Distance: 0.1166
A time-shifted teen agent must repair a fractured timeline and stop a fascist empire from reshaping Europe.
Why this is here
Relationships labels: friendship · partnership · teamwork · unlikely allies · mentor-student · family tension · power struggle · rivalry · criminal alliance · betrayal · dependence
Semantic match: ranked by relationships
Distance: 0.0878
A talentless teen in a stranded space fleet gains strange powers and must survive monster-filled Titan raids to save his people.
Why this is here
Relationships labels: sibling bond · bereavement · rivalry · reluctant alliance · mentor-student · found family · family duty · power hierarchy · class tension · peer conflict
Semantic match: ranked by relationships
Distance: 0.0945
A teen mage trapped in a repeating month uses every reset to master magic, solve a mystery, and survive an invasion.
Why this is here
Relationships labels: family conflict · sibling relationship · mentor relationship · classmate dynamics · peer rivalry · teacher-student relationship · friendship growth · social isolation · complicated family · non-looping relationships
Semantic match: ranked by relationships
Distance: 0.0960
Cleo hunts ancient time tablets in an alien city as enemies attack, secrets surface, and her fate comes into focus.
Why this is here
Relationships labels: friendship · best friends · rivalry · mentor-student · teamwork · uneasy alliance · betrayal · family longing · chosen family · power dynamic
Semantic match: ranked by relationships
Distance: 0.0989
After an alien war, powered teens are gathered at an academy as new threats and rival factions emerge.
Why this is here
Relationships labels: found family · mentor-student · parent-child conflict · team dynamic · romance potential · friendship bonds · community tension · power imbalance
Semantic match: ranked by relationships
Distance: 0.1002
A sixth-grader discovers her substitute teacher is an alien and races to stop his secret plan.
Why this is here
Relationships labels: unlikely friends · student-teacher conflict · friendship duo · class rivalry · peer support · protective friendship
Semantic match: ranked by relationships
Distance: 0.1036
A Martian teen pilot hopeful is sent to elite school on Earth, where culture shock and strange accidents test her resolve.
Why this is here
Relationships labels: sibling rivalry · sibling loyalty · mother child conflict · found friends · peer prejudice · class tension · mentor tension · romance hint · family dependency · power imbalance
Semantic match: ranked by relationships
Distance: 0.1038
A feared academy student gains dangerous powers linked to the enemy and must survive school, secrets, and war.
Why this is here
Relationships labels: friendship · found family · romantic tension · slow burn romance · student-teacher conflict · peer hostility · protective friendship · loyalty · trust issues · classmate rivalry · enemy attraction
Semantic match: ranked by relationships
Distance: 0.1044
A future-school thief, a stolen sword, and a prophecy push Cleopatra into a fast-paced space quest.
Why this is here
Relationships labels: friendship · roommate relationship · school peer dynamics · student-teacher conflict · possible romance · rivalry · group teamwork · family-like friends · jealousy
Semantic match: ranked by relationships
Distance: 0.1061
A science-minded Harry Potter retools magic with logic and rationality in a sprawling alternate-universe first year.
Why this is here
Relationships labels: mentor-student · friendship · rivalry · romantic tension · parent-child · found family · power imbalance · manipulation
Semantic match: ranked by relationships
Distance: 0.1067
A trio joins a hyperspace race to find the legendary Planet X, but the mission soon collides with bigger galactic conflicts.
Why this is here
Relationships labels: friendship · found family · family bonds · parent-child · mentor-student · teamwork · ideological conflict · faction clash · peer dynamics
Semantic match: ranked by relationships
Distance: 0.1071
