Recurring repo-health and scientific-rigor audit for autonomous cQED studies. Use when: auditing recent studies, checking whether reports and notebooks are trustworthy, reviewing AGENTS.md or skills for drift, verifying reproducibility and artifact traceability, or assessing autonomous-agent readiness after major studies, refactors, or workflow changes.