# Papermill

> Papermill parameterized Jupyter notebook execution reference. Run notebooks with different parameters for batch experiments, scheduled reports, and ML sweeps. Covers CLI, YAML params, cloud storage (S3/GCS), Python API, scrapbook result collection, and Airflow/cron scheduling.

- Skill: `bytesagain/papermill` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add bytesagain/papermill`
- Raw SKILL.md: https://api.skillmd.com/api/skills/bytesagain/papermill/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: DevOps & Infra
- Author: bytesagain (https://skillmd.com/u/bytesagain)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/bytesagain/papermill

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# Papermill Reference

Parameterized notebook execution.

## Commands

| Command | Description |
|---------|-------------|
| `intro` | Overview, workflow |
| `usage` | CLI, batch, cloud storage |
| `python` | API, scrapbook, scheduling |