skills/29-quarcs-lab-project20XXy/dot-claude/skills/freeze-check/SKILL.md
Checks whether registered notebooks have current, stale, or missing outputs. Use before rendering or to verify freshness.
npx skillsauth add brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research freeze-checkInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
Verify that all registered notebooks have been executed and their outputs are current.
Read _quarto.yml and extract all notebook paths from manuscript.notebooks.
For each registered notebook, check:
.ipynb JSON and check if any code cells have non-empty outputs arrays.ipynbexecution metadata timestamps in cell metadata (if present) to determine when outputs were last generated_freeze/notebooks/<name>/ directory exists and contains cached outputDetermine freshness status for each notebook:
.ipynb has not been modified since outputs were generated.ipynb source cells have been modified more recently than the outputs_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."
_quarto.yml has no notebooks registered, report "No notebooks found in _quarto.yml" and stop.tools
Show mcp-stata identity, connected tools, and status. Use when the user asks if mcp-stata is available, asks about access to the toolkit, or asks what Stata tools are connected.
tools
Activate when users mention Stata commands, .do files, regressions, econometrics, stored results, graphs, dataset inspection, replication, or Stata errors. Route the task through mcp-stata tools and the specialized research skills instead of treating it as plain text coding.
development
Build and review paper-ready regression, balance, and summary tables from Stata outputs. Use when the user needs a clean table for a draft, appendix, or coauthor share-out.
tools
Install, configure, update, or verify mcp-stata across Claude Code, Codex, Gemini CLI, Cursor, Windsurf, and VS Code. Activate when users ask to set up the Stata toolkit or troubleshoot the installation.