protein-qc

Installation
SKILL.md

Protein Design Quality Control

Critical Limitation

Individual metrics have weak predictive power for binding. Research shows:

  • Individual metric ROC AUC: 0.64-0.66 (slightly better than random)
  • Metrics are pre-screening filters, not affinity predictors
  • Composite scoring is essential for meaningful ranking

These thresholds filter out poor designs but do NOT predict binding affinity.

QC Organization

QC is organized by purpose and level:

Related skills
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First Seen
Jan 21, 2026