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Aberrant Researcher // Perfected Form

Card details, tags, similarity scores, and printings.

Aberrant Researcher // Perfected Form

Creature — Human Insect // Creature — Insect Horror

Flying At the beginning of your upkeep, mill a card. If an instant or sorcery card was milled this way, transform this creature. (To mill a card, put the top card of your library into your graveyard.) // Flying

$0.18

Commander: LegalModern: Legal

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Tags and classifications

Card attributes are distinct from inferred themes. AI themes and predicted tags are suggestions, not rules text; check the card before relying on a surprising classification.

Ability tags

Passive Static

Mana costs

Colorless cost

Creature kinds

HorrorHumanInsect

Color identity

U

Keyword tags

FlyingMillTransform

Mana value

Mana value 4

Timing tags

Timing Sorcery

Type tags

Creature

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These rankings describe text and metadata resemblance, not synergy, win rates, or claims that a card counters yours.

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Score 0.836unitless formula ranking

Creature — Incarnation · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.926
Tags and themes
0.400
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.835unitless formula ranking

Creature — Human Spellshaper · Mana cost: · Color identity: U

Shared traits: Creature, Human, Flying · Same color identity · Matching mana cost

Score details
Text (embedding)
0.907
Tags and themes
0.455
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureHumanFlyingPassive StaticTiming Sorcery

Biting Remark

Score 0.828unitless formula ranking

Creature — Elemental · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.913
Tags and themes
0.400
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.826unitless formula ranking

Creature — Moonfolk Wizard · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Mill · Same color identity · Matching mana cost

Score details
Text (embedding)
0.892
Tags and themes
0.455
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingMillPassive StaticTiming Sorcery

Galedrifter // Waildrifter

Score 0.823unitless formula ranking

Creature — Hippogriff // Creature — Hippogriff Spirit · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Transform · Same color identity · Matching mana cost

Score details
Text (embedding)
0.899
Tags and themes
0.417
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingTransformPassive StaticTiming Sorcery

Stitchwing Skaab

Score 0.820unitless formula ranking

Creature — Zombie Horror · Mana cost: · Color identity: U

Shared traits: Creature, Horror, Flying · Same color identity · Matching mana cost

Score details
Text (embedding)
0.894
Tags and themes
0.417
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureHorrorFlyingPassive StaticTiming Sorcery

Ethereal Whiskergill

Score 0.818unitless formula ranking

Creature — Elemental · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.896
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0.400
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

Beetle, Legacy Criminal

Score 0.817unitless formula ranking

Legendary Creature — Human Rogue Villain · Mana cost: · Color identity: U

Shared traits: Creature, Human, Flying · Same color identity · Matching mana cost

Score details
Text (embedding)
0.900
Tags and themes
0.385
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureHumanFlyingPassive StaticTiming Sorcery

Phantom Monster

Score 0.815unitless formula ranking

Creature — Illusion · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.892
Tags and themes
0.400
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

Vantress Paladin

Score 0.815unitless formula ranking

Creature — Human Knight · Mana cost: · Color identity: U

Shared traits: Creature, Human, Flying · Same color identity · Matching mana cost

Score details
Text (embedding)
0.873
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Color identity
1.000
Mana cost
1.000

Shared tags

CreatureHumanFlyingPassive StaticTiming Sorcery

Aven Fleetwing

Score 0.815unitless formula ranking

Creature — Bird Soldier · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.913
Tags and themes
0.333
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.814unitless formula ranking

Creature — Elemental Beast · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.912
Tags and themes
0.333
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.813unitless formula ranking

Creature — Spirit · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.889
Tags and themes
0.400
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.813unitless formula ranking

Creature — Faerie · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.889
Tags and themes
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Color identity
1.000
Mana cost
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Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.813unitless formula ranking

Creature — Bird Wizard · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.901
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0.364
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.813unitless formula ranking

Creature — Drake · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.888
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1.000
Mana cost
1.000

Shared tags

CreatureFlyingPassive StaticTiming Sorcery

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Score 0.813unitless formula ranking

Creature — Zombie Horror · Mana cost: · Color identity: U

Shared traits: Creature, Horror, Mill · Same color identity · Matching mana cost

Score details
Text (embedding)
0.900
Tags and themes
0.364
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureHorrorMillTiming Sorcery

Talas Air Ship

Score 0.813unitless formula ranking

Creature — Human Pirate · Mana cost: · Color identity: U

Shared traits: Creature, Human, Flying · Same color identity · Matching mana cost

Score details
Text (embedding)
0.854
Tags and themes
0.500
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureHumanFlyingPassive StaticTiming Sorcery

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Score 0.812unitless formula ranking

Creature — Illusion · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Timing Sorcery · Same color identity · Matching mana cost

Score details
Text (embedding)
0.930
Tags and themes
0.273
Color identity
1.000
Mana cost
1.000

Shared tags

CreatureFlyingTiming Sorcery

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Score 0.811unitless formula ranking

Creature — Djinn · Mana cost: · Color identity: U

Shared traits: Creature, Flying, Passive Static · Same color identity · Matching mana cost

Score details
Text (embedding)
0.897
Tags and themes
0.364
Color identity
1.000
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How ranking works

Balanced: 0.60*text + 0.20*tags + 0.10*color + 0.10*cost. Outputs are unitless rankings, not percentages or probabilities. Most similar shows the highest scores; Typical overlap is nearest the catalog median (0.586); Least similar shows the lowest scores.

Text uses cosine resemblance (−1 to 1) between 384-number embeddings when available, or lexical fallback otherwise. Tags use Jaccard overlap of approved tags and AI themes, excluding predicted tags and separately scored color/cost tags. Color compares W/U/B/R/G identity. Mana cost combines mana-value proximity, 1 / (1 + the difference), with mana-symbol overlap. Tags, color, and cost range from 0 to 1.

Model: bge-small-en-v1.5. 34,605 of 34,605 catalog cards currently have embeddings.

Potential relationships

1,031 of 34,605 canonical cards have AI-derived resource labels. Label model: gpt-5.6-luna.

This card is missing AI-derived resource labels, so potential synergies and answers are unavailable. No text or predicted-tag inference is used.

About relationship labels

These labels are AI-derived resource matches, not reviewed or rules-validated interactions. Check deck legality, color identity, costs, timing, restrictions, and the cards themselves.

Printings
SetLanguageCollectorReleasedRarityPrice
Innistrad Remastereden4542025-01-24uncommon$0.14
Innistrad Remastereden522025-01-24uncommon$0.18
Shadows over Innistradzhs492016-04-08uncommon—
Shadows over Innistradpt492016-04-08uncommon—
Shadows over Innistradja492016-04-08uncommon—
Shadows over Innistradzht492016-04-08uncommon—
Shadows over Innistradko492016-04-08uncommon—
Shadows over Innistradfr492016-04-08uncommon—
Shadows over Innistradru492016-04-08uncommon—
Shadows over Innistradde492016-04-08uncommon—
Shadows over Innistraden492016-04-08uncommon$0.07
Shadows over Innistrades492016-04-08uncommon—
Shadows over Innistradit492016-04-08uncommon—