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These books are ranked using the relationships labels extracted for Gregor the Overlander.
Relationships labels used: brother-sister bond, family separation, missing father, parent-child bond, sibling responsibility, loyalty, trust, betrayal, community bonds, human-animal alliance
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
In a near-future Britain, two siblings navigate surveillance, exclusion, and a strange horse while language itself becomes resistance.
Why this is here
Relationships labels: sibling bond · family separation · parental absence · found family · caregiving · protective sibling · community of outsiders · human-animal bond · trust under pressure
Semantic match: ranked by relationships
Distance: 0.0661
A reluctant boy returns to an underground world when his sister is taken and a deadly prophecy demands a quest.
Why this is here
Relationships labels: sibling bond · friendship · found family · human-animal bond · allies · betrayal · loyalty · rivalry
Semantic match: ranked by relationships
Distance: 0.0792
Three linked novellas revisit key characters from The Darkest Minds through emotional backstories and missing scenes.
Why this is here
Relationships labels: brother bond · sibling relationship · found family · loyalty · protective instinct · family separation · dependency · betrayal · friendship
Semantic match: ranked by relationships
Distance: 0.0895
On a near-empty post-apocalyptic Earth, a boy pursues the thief who stole his beloved dog.
Why this is here
Relationships labels: family bond · human-animal bond · dog companionship · sibling relationship · parent-child relationship · community ties · stranger danger · trust and betrayal · friendship · loyalty · surrogate family
Semantic match: ranked by relationships
Distance: 0.0907
A book-linked, multi-timeline novel follows outsiders across centuries as one ancient story binds their lives together.
Why this is here
Relationships labels: found family · parent-child bond · sibling bond · romantic bond · protective bond · mentor-student · community connection · human-animal bond · dependency
Semantic match: ranked by relationships
Distance: 0.0945
A bullied girl, her gifted brother, and a friend cross space-time to rescue a missing father from cosmic evil.
Why this is here
Relationships labels: sibling bond · parent-child bond · friendship · found family · romantic hint · loyalty · caregiving · community judgment · family separation · mentor guidance
Semantic match: ranked by relationships
Distance: 0.0977
A mixed anthology of McCaffrey short fiction, led by one Pern tale and branching into SF, fantasy, and Earthbound stories.
Why this is here
Relationships labels: family bonds · mother child · sibling bond · found family · human animal bond · caretaking · pursuit and flight · community pressure · power imbalance
Semantic match: ranked by relationships
Distance: 0.1006
A fugitive teen with wings and her flock head to Antarctica on a mission that turns into a battle over climate, control, and escape.
Why this is here
Relationships labels: found family · sibling-like group · romantic tension · jealousy · unresolved romance · parent-child bond · mentor-child bond · human-animal bond · group loyalty · betrayal · dependency · power imbalance
Semantic match: ranked by relationships
Distance: 0.1030
A hated outlaw with a death warrant is forced into a new life when rescuing a child leads him to love, family, and redemption.
Why this is here
Relationships labels: romantic partnership · found family · parent-child bond · sibling conflict · brother redemption · enemy-to-lover · family estrangement · protective mother · friendship bond · brother-like friendship · loyalty and trust · community belonging
Semantic match: ranked by relationships
Distance: 0.1042
A rancher on an off-world colony must defend his home when Earth gamers remotely turn the planet into a lethal invasion game.
Why this is here
Relationships labels: sibling bond · found family · friend group · community solidarity · mentor relationship · human-AI bond · rivalry with invaders · family duty · protective care · collective defense
Semantic match: ranked by relationships
Distance: 0.1066
A young space refugee’s harrowing flight through a pirate-haunted solar system shapes the future Tyrant of Jupiter.
Why this is here
Relationships labels: sibling bond · family exile · protective brother · parent-child bond · community under stress · power imbalance · predatory violence · betrayal · dependency · family survival · fraternal loyalty · hostile strangers
Semantic match: ranked by relationships
Distance: 0.1069
![Cover of 約束のネバーランド 1 [Yakusoku no Neverland 1] by Kaiu Shirai](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1515164562i/34106559.jpg)
Three orphaned kids uncover the horrifying truth behind their perfect home and race to escape before time runs out.
Why this is here
Relationships labels: Sibling bond · Found family · Maternal bond · Foster family · Caretaker dynamic · Betrayal · Trust issues · Teamwork · Protective loyalty · Cat-and-mouse rivalry · Sibling-like community · Unequal power
Semantic match: ranked by relationships
Distance: 0.1072
