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Papermill Parameterized Notebook Starter

ASecurity

Use this skill to execute a tiny parameterized notebook with Papermill and capture a deterministic summary plus the rendered output notebook.

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  • Added September 8, 2026
ai-agentspythonbash

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Scanned September 8, 2026

npx -y skills add ma-compbio-lab/SkillFoundry --skill papermill-parameterized-notebook-starter --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
# Papermill Parameterized Notebook Starter

Use this skill to execute a tiny parameterized notebook with Papermill and capture a deterministic summary plus the rendered output notebook.

## What This Skill Does

- runs a toy notebook with injected parameters
- materializes an executed `.ipynb`
- extracts the final JSON result from notebook cell outputs

## When To Use It

- when you need a runnable `reproducible-notebooks` starter
- when you want a lightweight parameterized notebook pattern before scaling to a real analysis notebook
- when you need a local smoke path for notebook execution

## Run

```bash
./slurm/envs/reporting/bin/python skills/reproducible-workflows/papermill-parameterized-notebook-starter/scripts/run_papermill_parameterized_notebook.py --input skills/reproducible-workflows/papermill-parameterized-notebook-starter/examples/toy_parameters.ipynb --output-notebook scratch/papermill/toy_parameters_executed.ipynb --summary-out scratch/papermill/toy_parameters_summary.json --x 5 --y 7
```

## Notes

- The example notebook stays intentionally small and arithmetic-only so execution remains stable on a generic `python3` kernel.
- Replace the toy notebook after the starter passes locally and in the repository test surface.

Files in this skill

  • SKILL.md1.2 KB
  • assets/toy_parameters_executed.ipynb3.7 KB
  • assets/toy_parameters_summary.json491 B
  • examples/toy_parameters.ipynb1.1 KB
  • metadata.yaml1.5 KB
  • refs.md253 B
  • scripts/run_papermill_parameterized_notebook.py3.7 KB
  • tests/test_run_papermill_parameterized_notebook.py2.5 KB

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