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Combine common axes
These books are ranked using the characterization labels extracted for Exo-Hunter.
Characterization labels used: marine team, special forces, elite soldiers, commando, Black protagonist, Latinx character, Soviet soldier, flawed characters, relatable characters, sarcastic characters, wisecracking heroes, badass hero, soft-hearted hero, fish out of water, team camaraderie, well-developed characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A human спец-ops team boards an ancient alien battleship and discovers a sentient pacifist ally amid an interstellar war.
Why this is here
Characterization labels: military team · spec-ops team · competent team · camaraderie · banter-heavy team · likable main character · strong leadership · mischievous ship AI · pacifist character
Semantic match: ranked by characterization
Distance: 0.1362
Humanity’s first deep-space contact turns a promising colonization push into a fight for survival and interstellar power.
Why this is here
Characterization labels: military officers · admirals · captains · soldier POV · leadership focus · distinct characters · relatable characters · likable characters
Semantic match: ranked by characterization
Distance: 0.1647
A special forces team lands on a secret island to investigate a lost mission and finds a deadly, inhuman threat.
Why this is here
Characterization labels: special forces team · Marine captain · elite soldier · cool-headed leader · tactical genius · survivalist · strong female teammate · loyal lieutenant · hard-edged command team · black-and-white villains · overmatched heroes · lucky hero
Semantic match: ranked by characterization
Distance: 0.1678
A stranded astronaut becomes a reluctant space captain, assembling a misfit crew to face a galactic plot.
Why this is here
Characterization labels: Lone human · Fish out of water · Smartass hero · Sarcastic protagonist · Cocky protagonist · Lonely protagonist · Misfit crew · Alien crew · Robot companion · Cohesive team · Reluctant hero · Good-hearted rogue · Redemptive arc
Semantic match: ranked by characterization
Distance: 0.1706
A metahuman strike team captain and a sniper fight terrorists and forbidden attraction in a hot, high-stakes future.
Why this is here
Characterization labels: military leaders · sniper · commanding officer · elite team members · metahuman soldiers · strong alpha male · dominant character · submissive character · snarky character · loyal character · protective character · team captain · found family · badass women · supporting cast · adoptive brother · wealthy family conflict · politically connected family
Semantic match: ranked by characterization
Distance: 0.1712
An elite squad races through Vietnam to stop a weaponized deadly disease and uncover the secret behind the cure.
Why this is here
Characterization labels: elite operatives · special forces · scientist · CDC detective · strong ensemble · distinct voices · character development · flawed heroes · ruthless heroes · heroic team · badass protagonists · temporary team member · mysterious commander · mysterious identity
Semantic match: ranked by characterization
Distance: 0.1734
Two connected-in-theme 1950s space adventure novels follow human soldiers and rangers navigating alien rule, survival, and decline.
Why this is here
Characterization labels: rookie soldier · mercenary · patroller · telepath · survivor · novice hero · competent teammate · moral leader · youthful protagonist · honorable protagonists · sinister villains · likeable characters
Semantic match: ranked by characterization
Distance: 0.1738
A secret mission to protect Earth’s location collides with insurgents, Spartans, and Covenant forces in deep space.
Why this is here
Characterization labels: soldier protagonist · Spartan squad · elite warrior · ruthless commander · insurrectionist refugee · navy officer · AI companion · misfit team · honor-bound warrior
Semantic match: ranked by characterization
Distance: 0.1743
A black-ops colonel wakes from stasis on humanity’s first colony world and becomes vital to its survival.
Why this is here
Characterization labels: special ops leader · black ops soldier · colonel · elite military · competent protagonist · reluctant hero · fish out of water · tactical thinker
Semantic match: ranked by characterization
Distance: 0.1753
A Ranger unit is hurled into a far-future ruin and must fight through mythic horrors with modern firepower.
Why this is here
Characterization labels: elite soldiers · Rangers · special forces · linguist protagonist · unlikely soldier · outsider narrator · hardcore warriors · camaraderie · brotherhood · heroic men · stoic commanders · anti-heroic pragmatism · character growth · fish out of water · witty protagonist · love interest
Semantic match: ranked by characterization
Distance: 0.1758
A cryosleep colony mission reaches a hostile alien world and finds the old war waiting for them.
Why this is here
Characterization labels: Army Rangers · soldier archetype · civilian liaison · brilliant scientist · AI character · super soldier · enhanced human · stock characters · camaraderie · martial ethos
Semantic match: ranked by characterization
Distance: 0.1776
A fugitive warship seeks peace in neutral space as alien powers, Fleet politics, and ancient AI threats close in.
Why this is here
Characterization labels: crew ensemble · captain · marines · spacer crew · leadership arc · moral compass · complex characters · character growth · strong chemistry · competent commander · inner conflict · loyal crew · new POV characters · secondary characters shine
Semantic match: ranked by characterization
Distance: 0.1780
