القائمة
Audit Jupyter notebooks for hidden state, stale outputs, execution order issues, and non-determinism. Produces a report with findings, confidence labels, and suggested fixes.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Explore datasets in Jupyter notebooks by inspecting dataframes, summarizing schemas, checking data quality, and proposing EDA cells. Use when asked to analyze data or add exploratory analysis.
Diagnose and minimally fix failing notebook cells. Reads the failing cell, inspects the error output, checks dependencies, applies the smallest fix, and reruns only what is needed.
Make Jupyter notebooks easier to read and share. Identifies duplicated cells, improves structure, adds markdown documentation, and prepares notebooks for collaboration.
Explain what a Jupyter notebook does by inspecting structure, summarizing workflow, and reading only key cells. Use when asked to walk through, summarize, or understand a notebook.
Audit Jupyter notebooks for hidden state, stale outputs, execution order issues, and non-determinism. Produces a report with findings, confidence labels, and suggested fixes.
Improve or debug plots in Jupyter notebooks. Finds plotting cells, critiques visualizations, applies minimal fixes, and reruns only the affected cells.
| name | reproducibility-audit |
| description | Audit Jupyter notebooks for hidden state, stale outputs, execution order issues, and non-determinism. Produces a report with findings, confidence labels, and suggested fixes. |
| license | MIT |
| compatibility | opencode |
| metadata | {"audience":"data-scientists","workflow":"quality"} |
I audit Jupyter notebooks for reproducibility issues. I:
notebook-tools check-reproducibility --notebook <path> --pretty
This flags:
For each flagged cell:
notebook-tools read-cells --notebook <path> --index <N> --pretty
notebook-tools get-dependencies --notebook <path> --index <N> --mode full --pretty
If the user approves, validate with a restart-and-run:
notebook-tools restart-kernel --notebook <path> --confirmation-token <token>
notebook-tools run-cells --notebook <path> --all --pretty
Report:
observed, derived, heuristic, unverified)Ask before:
Requires notebook-tools CLI. Live validation requires ipykernel and jupyter_client.