Magic the Clustering

Guess today's secret Magic card by similarity.

# Card Cost Similarity Rank
About this game

How to play

How similarity works

Each card is represented as a vector (a list of numbers) combining two sources of information:

Similarity is cosine similarity between these combined vectors. Two cards are "similar" if they share mechanics, mana cost shape, color identity, and card type — not just superficial properties like name or art.

Flavor text and keywords (Flying, Trample, etc.) are excluded as explicit features — keyword text already appears in the oracle text and is captured by the embedding.

The current card pool covers Modern-legal cards (~22,000 cards). Commander-legal coverage is planned once this version has been tested.