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Combine common axes
These books are ranked using the plot structure labels extracted for Fullmetal Alchemist, Vol. 4.
Plot structure labels used: aftermath, breather volume, foreshadowing, slow burn, rising jeopardy, major death, mystery reveal, interpersonal conflict, plot-heavy, balance of humor and drama
Focused on “tragic ending” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
A teen influencer-queen in 3070 uncovers surveillance and unrest behind Versailles while her arranged marriage turns real.
Why this is here
Plot structure labels: slow burn · escalating tension · mystery reveal · dual trajectory · leadup to revolution · midbook pick-up · tragic ending · epilogue
Semantic match: ranked by plot structure
Distance: 0.2066
A nonhuman mushroom enters a human base to recover his lost spore in a brutal post-apocalyptic world.
Why this is here
Plot structure labels: slow burn · rising tension · plot twists · revelations · high-stakes survival · exposition heavy · gradual romance · final hopeful turn
Semantic match: ranked by plot structure
Distance: 0.1838
Teenage original X-Men stay in the present, where their future selves and a mutant crisis force new loyalties and choices.
Why this is here
Plot structure labels: slow burn · set-up volume · character-driven · cliffhanger ending · episodic beats · rising tension · ensemble storyline
Semantic match: ranked by plot structure
Distance: 0.1866
In a collapsing dystopian America, industrialists and a railroad leader fight state control, missing innovators, and a growing mystery.
Why this is here
Plot structure labels: slow burn · philosophical monologues · rising tension · mystery-driven · conspiracy reveal · interlocking storylines · open ending
Semantic match: ranked by plot structure
Distance: 0.1919
On Mars, Elma York helps build humanity’s next home while a buried disaster and mission secrets threaten the fragile colony.
Why this is here
Plot structure labels: mystery overlay · slow burn · procedural detail · multiple reveals · off-page disaster aftermath · episodic progression · pressure-cooker tension · investigation-driven · climax delayed
Semantic match: ranked by plot structure
Distance: 0.1938
A reluctant community-college coder discovers magic, channels it through AI, and gets blamed when monsters and deaths follow.
Why this is here
Plot structure labels: slow burn · high-stakes ending · plot twists · cliffhanger ending · open ending · late reveal · mystery escalation · building tension
Semantic match: ranked by plot structure
Distance: 0.1940
An ex-cop PI inherits a Providence bookstore and is pulled into a bizarre, reality-bending mystery tied to Lovecraftian mythos.
Why this is here
Plot structure labels: slow burn · mystery buildup · investigation-driven · twist ending · cliffhanger ending · series setup · gradual escalation · reveal-heavy
Semantic match: ranked by plot structure
Distance: 0.1958
A discredited Captain America navigates post-takeover America, conspiracies, and a new threat to his symbol.
Why this is here
Plot structure labels: setup volume · aftermath-driven · slow burn · expository · cliffhanger ending · foreshadowing · multi-threaded · continuity-heavy · revelation-driven · interlude-heavy
Semantic match: ranked by plot structure
Distance: 0.1974
A former regime poster girl, imprisoned after a revolution, must solve a missing-child case to win her freedom.
Why this is here
Plot structure labels: aftermath narrative · slow burn · mystery-driven · page-turner · gradual reveals · twists · epilogue
Semantic match: ranked by plot structure
Distance: 0.1975
As communities rebuild after war, a teen mistake and a ruthless new enemy ignite a terrifying new crisis.
Why this is here
Plot structure labels: setup volume · cliffhanger ending · slow burn · escalating tension · interwoven storylines · teases future conflict · shock ending · domestic interlude
Semantic match: ranked by plot structure
Distance: 0.1977
A skeptical archaeologist digs a Roswell crash site and uncovers bodies, secrets, and a danger no one can explain.
Why this is here
Plot structure labels: slow burn · fast-paced · action-heavy · investigation threads · multiple viewpoints · parallel inquiries · late escalation · twists and turns · abrupt shift · big climax · satisfying reveal
Semantic match: ranked by plot structure
Distance: 0.1978
The final Osten Ard volume closes centuries of conflict with battles, revelations, reunions, and an extended aftermath.
Why this is here
Plot structure labels: slow burn · large cast · multiple POVs · interwoven plotlines · mystery payoff · revelation-driven · battle climax · extended denouement · loose threads
Semantic match: ranked by plot structure
Distance: 0.1992
