Check Notebook Execution Freshness
SkillMediaChecks whether registered notebooks have current, stale, or missing outputs. Use before rendering or to verify freshness.
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the Check Notebook Execution Freshness skill
What this skill tells your AI
The instructions your AI receives, as published by brycewang-stanford/auto-empirical-research-skills in skills/29-quarcs-lab-project20XXy/dot-claude/skills/freeze-check/SKILL.md and read by ahel’s review.
Verify that all registered notebooks have been executed and their outputs are current.
Steps
-
Read
_quarto.ymland extract all notebook paths frommanuscript.notebooks. -
For each registered notebook, check:
- Has outputs: Open the
.ipynbJSON and check if any code cells have non-emptyoutputsarrays - Last modified: File modification timestamp of the
.ipynb - Outputs age: Check
executionmetadata 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
- Has outputs: Open the
-
Determine freshness status for each notebook:
- Current: has outputs and the
.ipynbhas not been modified since outputs were generated - Stale: has outputs but the
.ipynbsource 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)
- Current: has outputs and the
-
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:executeto re-execute all notebooks. -
If all notebooks are current, report "All notebooks are up to date."
Error handling
- If
_quarto.ymlhas 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.
Signals
- GitHub stars
- 4k
- Forks
- 531
- Last commit
- Sep 2026
Advanced
- Item type
- skill
- Key
freeze-check- Source
- github.com/brycewang-stanford/auto-empirical-research-skills