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The Empire of Ashes

Anthony Ryan

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Similar in characterization

These books are ranked using the characterization labels extracted for The Empire of Ashes.

Characterization labels used: female agent, secret agent, unregistered outcast, rogue, captain, explorer, former thief, Blood-blessed, antagonist, military leader, spy, revolutionary, complex characters, strong female lead

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

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Velocity Weapon

Megan E. O'Keefe · 2019 · The Protectorate

A stranded gunnery sergeant wakes on an enemy AI ship centuries later while her brother hunts her across a fractured star empire.

Why this is here

Characterization labels: strong female lead · military officer · gunnery sergeant · younger brother · Keeper · sentient AI · rogue AI · spy · smuggler · thief · criminal · disabled protagonist · amputee · snarky protagonist · competent protagonist · reckless protagonist · political character

Semantic match: ranked by characterization

Distance: 0.1286

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Null States

Malka Ann Older · 2017 · Centenal Cycle

In a near-future world of microdemocracy and total information, a local assassination exposes a wider threat to global order.

Why this is here

Characterization labels: strong female characters · female-centric · competent women · spy · operative · analyst · undercover agent · badass heroine · supporting-character-turned-lead · political operative · freelance operative

Semantic match: ranked by characterization

Distance: 0.1408

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We Have Contact

Michael Anderle · 2016 · The Kurtherian Gambit

A fast-moving first-contact installment mixes alien discovery, Earth politics, and space combat with Bethany Anne’s crew.

Why this is here

Characterization labels: strong female lead · female commander · antiheroic lead · loyal team · strong side characters · AI characters · military leadership · hacker · shapeshifter · alien beings

Semantic match: ranked by characterization

Distance: 0.1547

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Alien: Prototype

Tim Waggoner · 2019 · Aliens / Predator / Prometheus Universe

A corporate theft unleashes a mutated xenomorph on an isolated colony, forcing a battle-hardened trainer to stop it.

Why this is here

Characterization labels: strong female lead · ex-Colonial Marine · corporate spy · corporate scientist · mad scientist · synth · security trainer · rookies · cannon fodder · morally ambiguous character · greedy villains

Semantic match: ranked by characterization

Distance: 0.1558

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Friday

Robert A. Heinlein · 1997 · Friday

A bioengineered courier crosses a fractured near-future world while confronting prejudice, desire, and her own identity.

Why this is here

Characterization labels: strong heroine · female action hero · secret agent · combat courier · artificial person · enhanced human · supercompetent · resourceful · socially isolated · outcast · sexually confident · emotionally guarded · loner · misfit

Semantic match: ranked by characterization

Distance: 0.1595

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Catalyst Gate

Megan E. O'Keefe · 2021 · The Protectorate

A crew of allies races to stop an ancient alien intelligence and unravel the gate mystery before humanity is destroyed.

Why this is here

Characterization labels: strong female lead · commanding hero · sarcastic protagonist · misfit crew · sentient ship · AI character · moral grayness · political leader · spy · wildcard character · competent team · queer characters · supporting cast

Semantic match: ranked by characterization

Distance: 0.1624

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Pariah

Dan Abnett · 2012 · Bequin

A young blank Inquisitorial agent in a secretive city is pulled into a shadow war between rival powers and hidden identities.

Why this is here

Characterization labels: female protagonist · blank · spy · inquisitorial agent · orphan · trained operative · resourceful heroine · pawn · enigmatic protagonist · smart heroine · young lead

Semantic match: ranked by characterization

Distance: 0.1642

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City of Stairs

Robert Jackson Bennett · 2014 · The Divine Cities

A spy posing as a diplomat investigates a murder in a conquered city where erased gods and buried history may still be alive.

Why this is here

Characterization labels: female lead · strong heroine · intelligent protagonist · spy protagonist · investigator · bodyguard · operative · diplomat cover · competent adults · middle-aged woman · disabled protagonist · flawed characters · complex motivations · morally gray · capable sidekick · terrifying enforcer · retired general · resourceful heroine · bookish heroine

Semantic match: ranked by characterization

Distance: 0.1649

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Black Rain

Graham Brown · 2010 · Hawker & Laidlaw

A covert Amazon expedition hunts a lost Mayan city, only to uncover a deadly secret, rival teams, and monstrous threats.

Why this is here

Characterization labels: female operative · ex-CIA agent · mercenary · professor character · scientist characters · team leader · protective specialist · ruthless villain · greedy businessman · competing expedition

Semantic match: ranked by characterization

Distance: 0.1712

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Deception Point

Dan Brown · 2002

A NASA discovery in the Arctic ignites a presidential-election conspiracy, forcing one analyst to uncover the truth.

Why this is here

Characterization labels: strong female lead · brilliant protagonist · career woman · intelligence analyst · charismatic scholar · oceanographer · politician · senator · president · civilian experts · assassins · mysterious villain · corrupt official · mentor figure · comic relief character · undercover operative

Semantic match: ranked by characterization

Distance: 0.1718

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Foundryside

Robert Jackson Bennett · 2018 · The Founders Trilogy

A gifted thief steals a strange artifact in a city ruled by magic, merchants, and class violence—then becomes hunted.

Why this is here

Characterization labels: female thief · resourceful protagonist · mysterious past · outcast · skilled rogue · special abilities · moral courage · witty protagonist · reluctant hero · soldier-heir · noble cop · genius scriver · sentient object · quirky allies · strong female lead · underclass protagonist · traumatized protagonist

Semantic match: ranked by characterization

Distance: 0.1726

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Mass Effect, Volume 1: Redemption

Mac Walters, John Jackson Miller · 2010 · Mass Effect (Dark Horse Comics)

A missing-hero mystery sends Liara T’Soni into Omega’s criminal underworld to recover Shepard before rival forces do.

Why this is here

Characterization labels: female lead · shy scientist · aggressive lead · impulsive · brash · naive · spy-like · gutsy · rogue · loyal · triple agent · double agent · shady ally · fan-favorite character · capable fighter

Semantic match: ranked by characterization

Distance: 0.1727

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