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skills/brycewang-stanford/Auto-Empirical-Research-Skills/29-quarcs-lab-project20xxy-dot-claude-skills-freeze-check

29-quarcs-lab-project20xxy-dot-claude-skills-freeze-check

1
brycewang-stanford/Auto-Empirical-Research-Skills·Data Science Tools·Audit pending·Snapshot 89a49d84d859

Summary

This source did not publish a separate summary. Review SKILL.md before using the skill.

SKILL.md

Check Notebook Execution Freshness

Verify that all registered notebooks have been executed and their outputs are current.

Steps

  1. Read _quarto.yml and extract all notebook paths from manuscript.notebooks.

  2. For each registered notebook, check:

    • Has outputs: Open the .ipynb JSON and check if any code cells have non-empty outputs arrays
    • Last modified: File modification timestamp of the .ipynb
    • Outputs age: Check execution metadata timestamps in cell metadata (if present) to determine when outputs were last generated
    • Freeze cache: Check if _freeze/notebooks/<name>/ directory exists and contains cached output
  3. Determine freshness status for each notebook:

    • Current: has outputs and the .ipynb has not been modified since outputs were generated
    • Stale: has outputs but the .ipynb source cells have been modified more recently than the outputs
    • Unexecuted: no outputs in any code cell
    • Freeze only: no cell outputs but a _freeze/ cache exists (Quarto will use the cache)
  4. Report a summary table:

    Notebook              Has Outputs   Last Modified        Status
    ─────────────────────────────────────────────────────────────────
    notebook-01.ipynb     Yes           2026-02-28 14:30     Current
    notebook-02.ipynb     Yes           2026-03-01 09:15     Stale
    notebook-03.ipynb     No            2026-02-25 11:00     Unexecuted
    
  5. If any notebooks are stale or unexecuted, flag them and offer to run /project:execute to re-execute all notebooks.

  • If all notebooks are current, report "All notebooks are up to date."

  • Error handling

    • If _quarto.yml has no notebooks registered, report "No notebooks found in _quarto.yml" and stop.
    • If a registered notebook file does not exist on disk, flag it as missing.

    Related skills

    r-reproducibility-guideAnswering Research QuestionsBuilding Paper Screening RubricsChina-CF-StudyCleaning Up Research Sessions