Overview
Normalizes free-form graded card text into a canonical card object. Takes any descriptive string ('2018 Topps Update Juan Soto RC PSA 9', '1999 Pokemon Base Set Charizard Holo PSA 10', 'MTG Black Lotus Alpha BGS 8.5') and returns sport_or_tcg, year, set, player_or_card_name, parallel, grade, grader, and cert_number, plus a confidence score and a stable search_key suitable for downstream cache coherence. Structured extraction from the text you provide, with no external data lookups. The clean glu
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