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feat(tagging+archetypes): add Pillowfort/Politics/Midrange/Toolbox tagging and unify archetype presence skip logic
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matt
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47 changed files with 21133 additions and 839 deletions
16
config/themes/description_fallback_history.jsonl
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16
config/themes/description_fallback_history.jsonl
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184
config/themes/description_mapping.yml
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184
config/themes/description_mapping.yml
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#######################################################################
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# External mapping rules for theme auto-descriptions (FULL MIGRATION) #
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# Each list item:
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# triggers: [ list of lowercase substrings ]
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# description: string; may contain {SYNERGIES} placeholder
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# Order matters: first matching trigger wins.
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# {SYNERGIES} expands to: " Synergies like X and Y reinforce the plan." (2 examples)
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# If {SYNERGIES} absent, clause is appended automatically (unless no synergies).
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#######################################################################
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- mapping_version: "2025-09-18-v1"
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- triggers: ["aristocrats", "aristocrat"]
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description: "Sacrifices expendable creatures and tokens to trigger death payoffs, recursion, and incremental drain.{SYNERGIES}"
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- triggers: ["sacrifice"]
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description: "Leverages sacrifice outlets and death triggers to grind incremental value and drain opponents.{SYNERGIES}"
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- triggers: ["spellslinger", "spells matter", "magecraft", "prowess"]
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description: "Chains cheap instants & sorceries for velocity—converting triggers into scalable damage or card advantage before a finisher."
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- triggers: ["voltron"]
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description: "Stacks auras, equipment, and protection on a single threat to push commander damage with layered resilience."
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- triggers: ["group hug"]
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description: "Accelerates the whole table (cards / mana / tokens) to shape politics, then pivots that shared growth into asymmetric advantage."
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- triggers: ["pillowfort"]
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description: "Deploys deterrents and taxation effects to deflect aggression while assembling a protected win route."
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- triggers: ["stax"]
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description: "Applies asymmetric resource denial (tax, tap, sacrifice, lock pieces) to throttle opponents while advancing a resilient engine."
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- triggers: ["aggro","burn"]
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description: "Applies early pressure and combat tempo to close the game before slower value engines stabilize."
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- triggers: ["control"]
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description: "Trades efficiently, accrues card advantage, and wins via inevitability once the board is stabilized."
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- triggers: ["midrange"]
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description: "Uses flexible value threats & interaction, pivoting between pressure and attrition based on table texture."
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- triggers: ["ramp","big mana"]
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description: "Accelerates mana ahead of curve, then converts surplus into oversized threats or multi-spell bursts."
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- triggers: ["combo"]
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description: "Assembles compact piece interactions to generate infinite or overwhelming advantage, protected by tutors & stack interaction."
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- triggers: ["storm"]
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description: "Builds storm count with cheap spells & mana bursts, converting it into a lethal payoff turn."
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- triggers: ["wheel","wheels"]
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description: "Loops mass draw/discard effects to refill, disrupt sculpted hands, and weaponize symmetrical replacement triggers."
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- triggers: ["mill"]
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description: "Attacks libraries as a resource—looping self-mill or opponent mill into recursion and payoff engines."
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- triggers: ["reanimate","graveyard","dredge"]
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description: "Loads high-impact cards into the graveyard early and reanimates them for explosive tempo or combo loops."
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- triggers: ["blink","flicker"]
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description: "Recycles enter-the-battlefield triggers through blink/flicker loops for compounding value and soft locks."
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- triggers: ["landfall","lands matter","lands-matter"]
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description: "Abuses extra land drops and recursion to chain Landfall triggers and scale permanent-based payoffs."
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- triggers: ["artifact tokens"]
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description: "Generates artifact tokens as modular resources—fueling sacrifice, draw, and cost-reduction engines.{SYNERGIES}"
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- triggers: ["artifact"]
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description: "Leverages dense artifact counts for cost reduction, recursion, and modular scaling payoffs.{SYNERGIES}"
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- triggers: ["equipment"]
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description: "Tutors and reuses equipment to stack stats/keywords onto resilient bodies for persistent pressure.{SYNERGIES}"
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- triggers: ["constellation"]
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description: "Chains enchantment drops to trigger constellation loops in draw, drain, or scaling effects.{SYNERGIES}"
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- triggers: ["enchant"]
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description: "Stacks enchantment-based engines (cost reduction, constellation, aura recursion) for relentless value accrual.{SYNERGIES}"
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- triggers: ["shrines"]
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description: "Accumulates Shrines whose upkeep triggers scale multiplicatively into inevitability."
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- triggers: ["token"]
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description: "Goes wide with creature tokens then converts mass into damage, draw, drain, or sacrifice engines.{SYNERGIES}"
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- triggers: ["treasure"]
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description: "Produces Treasure tokens as flexible ramp & combo fuel enabling explosive payoff turns.{SYNERGIES}"
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- triggers: ["clue","investigate"]
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description: "Banks Clue tokens for delayed card draw while fueling artifact & token synergies.{SYNERGIES}"
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- triggers: ["food"]
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description: "Creates Food tokens for life padding and sacrifice loops that translate into drain, draw, or recursion.{SYNERGIES}"
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- triggers: ["blood"]
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description: "Uses Blood tokens to loot, set up graveyard recursion, and trigger discard/madness payoffs.{SYNERGIES}"
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- triggers: ["map token","map tokens","map "]
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description: "Generates Map tokens to surveil repeatedly, sculpting draws and fueling artifact/token synergies.{SYNERGIES}"
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- triggers: ["incubate","incubator"]
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description: "Banks Incubator tokens then transforms them into delayed board presence & artifact synergy triggers.{SYNERGIES}"
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- triggers: ["powerstone"]
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description: "Creates Powerstones for non-creature ramp powering large artifacts and activation-heavy engines.{SYNERGIES}"
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- triggers: ["role token","role tokens","role "]
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description: "Applies Role tokens as stackable mini-auras that generate incremental buffs or sacrifice fodder.{SYNERGIES}"
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- triggers: ["energy"]
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description: "Accumulates Energy counters as a parallel resource spent for tempo spikes, draw, or scalable removal.{SYNERGIES}"
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- triggers: ["poison","infect","toxic"]
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description: "Leverages Infect/Toxic pressure and proliferate to accelerate poison win thresholds.{SYNERGIES}"
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- triggers: ["proliferate"]
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description: "Multiplies diverse counters (e.g., +1/+1, loyalty, poison) to escalate board state and inevitability.{SYNERGIES}"
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- triggers: ["+1/+1 counters","counters matter","counters-matter"]
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description: "+1/+1 counters build across the board then get doubled, proliferated, or redistributed for exponential scaling.{SYNERGIES}"
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- triggers: ["-1/-1 counters"]
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description: "Spreads -1/-1 counters for removal, attrition, and loop engines leveraging death & sacrifice triggers.{SYNERGIES}"
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- triggers: ["experience"]
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description: "Builds experience counters to scale commander-centric engines into exponential payoffs.{SYNERGIES}"
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- triggers: ["loyalty","superfriends","planeswalker"]
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description: "Protects and reuses planeswalkers—amplifying loyalty via proliferate and recursion for inevitability.{SYNERGIES}"
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- triggers: ["shield counter"]
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description: "Applies shield counters to insulate threats and create lopsided removal trades.{SYNERGIES}"
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- triggers: ["sagas matter","sagas"]
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description: "Loops and resets Sagas to repeatedly harvest chapter-based value sequences.{SYNERGIES}"
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- triggers: ["lifegain","life gain","life-matters"]
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description: "Turns repeat lifegain triggers into card draw, scaling bodies, or drain-based win pressure.{SYNERGIES}"
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- triggers: ["lifeloss","life loss"]
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description: "Channels symmetrical life loss into card flow, recursion, and inevitability drains.{SYNERGIES}"
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- triggers: ["theft","steal"]
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description: "Acquires opponents’ permanents temporarily or permanently to convert their resources into board control.{SYNERGIES}"
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- triggers: ["devotion"]
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description: "Concentrates colored pips to unlock Devotion payoffs and scalable static advantages.{SYNERGIES}"
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- triggers: ["domain"]
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description: "Assembles multiple basic land types rapidly to scale Domain-based effects.{SYNERGIES}"
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- triggers: ["metalcraft"]
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description: "Maintains ≥3 artifacts to turn on Metalcraft efficiencies and scaling bonuses.{SYNERGIES}"
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- triggers: ["affinity"]
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description: "Reduces spell costs via board resource counts (Affinity) enabling explosive early multi-spell turns.{SYNERGIES}"
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- triggers: ["improvise"]
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description: "Taps artifacts as pseudo-mana (Improvise) to deploy oversized non-artifact spells ahead of curve.{SYNERGIES}"
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- triggers: ["convoke"]
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description: "Converts creature presence into mana (Convoke) accelerating large or off-color spells.{SYNERGIES}"
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- triggers: ["cascade"]
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description: "Chains cascade triggers to convert single casts into multi-spell value bursts.{SYNERGIES}"
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- triggers: ["mutate"]
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description: "Stacks mutate layers to reuse mutate triggers and build a resilient evolving threat.{SYNERGIES}"
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- triggers: ["evolve"]
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description: "Sequentially upgrades creatures with Evolve counters, then leverages accumulated stats or counter synergies.{SYNERGIES}"
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- triggers: ["delirium"]
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description: "Diversifies graveyard card types to unlock Delirium power thresholds.{SYNERGIES}"
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- triggers: ["threshold"]
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description: "Fills the graveyard quickly to meet Threshold counts and upgrade spell/creature efficiencies.{SYNERGIES}"
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- triggers: ["vehicles","crew "]
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description: "Leverages efficient Vehicles and crew bodies to field evasive, sweep-resilient threats.{SYNERGIES}"
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- triggers: ["goad"]
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description: "Redirects combat outward by goading opponents’ creatures, destabilizing defenses while you build advantage.{SYNERGIES}"
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- triggers: ["monarch"]
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description: "Claims and defends the Monarch for sustained card draw with evasion & deterrents.{SYNERGIES}"
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- triggers: ["surveil"]
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description: "Continuously filters with Surveil to sculpt draws, fuel recursion, and enable graveyard synergies.{SYNERGIES}"
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- triggers: ["explore"]
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description: "Uses Explore triggers to smooth draws, grow creatures, and feed graveyard-adjacent engines.{SYNERGIES}"
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- triggers: ["exploit"]
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description: "Sacrifices creatures on ETB (Exploit) converting fodder into removal, draw, or recursion leverage.{SYNERGIES}"
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- triggers: ["venture"]
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description: "Repeats Venture into the Dungeon steps to layer incremental room rewards into compounding advantage.{SYNERGIES}"
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- triggers: ["dungeon"]
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description: "Progresses through dungeons repeatedly to chain room value and synergize with venture payoffs.{SYNERGIES}"
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- triggers: ["initiative"]
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description: "Claims the Initiative, advancing the Undercity while defending control of the progression track.{SYNERGIES}"
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- triggers: ["backgrounds matter","background"]
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description: "Pairs a Commander with Backgrounds for modular static buffs & class-style customization.{SYNERGIES}"
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- triggers: ["connive"]
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description: "Uses Connive looting + counters to sculpt hands, grow threats, and feed recursion lines.{SYNERGIES}"
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- triggers: ["discover"]
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description: "Leverages Discover to cheat spell mana values, chaining free cascade-like board development.{SYNERGIES}"
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- triggers: ["craft"]
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description: "Transforms / upgrades permanents via Craft, banking latent value until a timing pivot.{SYNERGIES}"
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- triggers: ["learn"]
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description: "Uses Learn to toolbox from side selections (or discard/draw) enhancing adaptability & consistency.{SYNERGIES}"
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- triggers: ["escape"]
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description: "Escapes threats from the graveyard by exiling spent resources, generating recursive inevitability.{SYNERGIES}"
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- triggers: ["flashback"]
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description: "Replays instants & sorceries from the graveyard (Flashback) for incremental spell velocity.{SYNERGIES}"
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- triggers: ["aftermath"]
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description: "Extracts two-phase value from split Aftermath spells, maximizing flexible sequencing.{SYNERGIES}"
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- triggers: ["adventure"]
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description: "Casts Adventure spell sides first to stack value before committing creature bodies to board.{SYNERGIES}"
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- triggers: ["foretell"]
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description: "Foretells spells early to smooth curve, conceal information, and discount impactful future turns.{SYNERGIES}"
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- triggers: ["miracle"]
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description: "Manipulates topdecks / draw timing to exploit Miracle cost reductions on splashy spells.{SYNERGIES}"
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- triggers: ["kicker","multikicker"]
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description: "Kicker / Multikicker spells scale flexibly—paying extra mana for amplified late-game impact.{SYNERGIES}"
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- triggers: ["buyback"]
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description: "Loops Buyback spells to convert excess mana into repeatable effects & inevitability.{SYNERGIES}"
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- triggers: ["suspend"]
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description: "Suspends spells early to pay off delayed powerful effects at discounted timing.{SYNERGIES}"
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- triggers: ["retrace"]
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description: "Turns dead land draws into fuel by recasting Retrace spells for attrition resilience.{SYNERGIES}"
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- triggers: ["rebound"]
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description: "Uses Rebound to double-cast value spells, banking a delayed second resolution.{SYNERGIES}"
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- triggers: ["escalate"]
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description: "Selects multiple modes on Escalate spells, trading mana/cards for flexible stacked effects.{SYNERGIES}"
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- triggers: ["overload"]
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description: "Overloads modal spells into one-sided board impacts or mass disruption swings.{SYNERGIES}"
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- triggers: ["prowl"]
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description: "Enables Prowl cost reductions via tribe-based combat connections, accelerating tempo sequencing.{SYNERGIES}"
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- triggers: ["delve"]
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description: "Exiles graveyard cards to pay for Delve spells, converting stocked yard into mana efficiency.{SYNERGIES}"
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- triggers: ["madness"]
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description: "Turns discard into mana-efficient Madness casts, leveraging looting & Blood token filtering.{SYNERGIES}"
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48
config/themes/synergy_pairs.yml
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48
config/themes/synergy_pairs.yml
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# Curated synergy pair baseline (externalized)
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# Only applied for a theme if its per-theme YAML lacks curated_synergies.
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# Keys: theme display_name; Values: list of synergy theme names.
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# Keep list concise (<=8) and focused on high-signal relationships.
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synergy_pairs:
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Tokens:
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- Treasure
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- Sacrifice
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- Aristocrats
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- Proliferate
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Treasure:
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- Artifact Tokens
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- Sacrifice
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- Combo
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- Tokens
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Proliferate:
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- +1/+1 Counters
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- Poison
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- Planeswalker Loyalty
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- Tokens
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Aristocrats:
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- Sacrifice
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- Tokens
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- Treasure
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Sacrifice:
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- Aristocrats
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- Tokens
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- Treasure
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Landfall:
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- Ramp
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- Graveyard
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- Tokens
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Graveyard:
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- Reanimate
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- Delve
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- Escape
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Reanimate:
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- Graveyard
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- Sacrifice
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- Aristocrats
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Spellslinger:
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- Prowess
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- Storm
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- Card Draw
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Storm:
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- Spellslinger
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- Rituals
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- Copy Spells
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95
config/themes/theme_clusters.yml
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config/themes/theme_clusters.yml
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# Theme clusters (for future filtering / analytics)
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# Each cluster: id, name, themes (list of display_name values)
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clusters:
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- id: tokens
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name: Tokens & Resource Generation
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themes:
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- Tokens
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- Treasure
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- Clue Tokens
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- Food Tokens
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- Blood Tokens
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- Map Tokens
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- Incubator Tokens
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- Powerstone Tokens
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- Role Tokens
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- id: counters
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name: Counters & Proliferation
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themes:
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- +1/+1 Counters
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- -1/-1 Counters
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- Proliferate
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- Experience Counters
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- Shield Counters
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- Poison
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- id: graveyard
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name: Graveyard & Recursion
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themes:
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- Graveyard
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- Reanimate
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- Dredge
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- Delirium
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- Escape
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- Flashback
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- Aftermath
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- Madness
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- Threshold
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- Retrace
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- id: spells
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name: Spells & Velocity
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themes:
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- Spellslinger
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- Storm
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- Prowess
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- Magecraft
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- Cascade
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- Convoke
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- Improvise
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- Kicker
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- Buyback
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- Foretell
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- Miracle
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- Overload
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- id: artifacts
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name: Artifacts & Crafting
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themes:
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- Artifacts
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- Artifact Tokens
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- Equipment
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- Improvise
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- Metalcraft
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- Affinity
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- Craft
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- id: enchantments
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name: Enchantments & Auras
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themes:
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- Enchantments
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- Constellation
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- Shrines
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- Sagas
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- Role Tokens
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- id: politics
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name: Politics & Table Dynamics
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themes:
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- Group Hug
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- Goad
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- Monarch
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- Initiative
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- Pillowfort
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- Stax
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- id: planeswalkers
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name: Planeswalkers & Loyalty
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themes:
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- Superfriends
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- Planeswalkers
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- Loyalty
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- Proliferate
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- id: combat
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name: Combat & Pressure
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themes:
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- Voltron
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- Aggro
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- Midrange
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- Extra Combat
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- Tokens
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- Vehicles
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File diff suppressed because it is too large
Load diff
11
config/themes/theme_popularity_metrics.json
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config/themes/theme_popularity_metrics.json
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{
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"generated_at": "2025-09-18T11:59:36",
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"bucket_counts": {
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"Very Common": 61,
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"Rare": 485,
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"Common": 38,
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"Niche": 100,
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"Uncommon": 49
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},
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"total_themes": 733
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}
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