Use freeze-check to check the execution freshness of every notebook registered in `_quarto.yml` and provide a status table identifying any stale, unexecuted, missing, or freeze-only notebooks.
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SKILL.md
name: freeze-checkdescription: Checks whether registered notebooks have current, stale, or missing outputs. Use before rendering or to verify freshness.allowed-tools: Bash, Read, Glob, Grep
Check Notebook Execution Freshness
Verify that all registered notebooks have been executed and their outputs are current.
Steps
Read _quarto.yml and extract all notebook paths from manuscript.notebooks.
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
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)
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
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.