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.
Scanned 9/7/2026
Install to Claude Code
Skills Directorynpx -y skills add bytesagain/ai-skills --skill papermill --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: papermill
version: 1.0.0
description: >
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.
author: BytesAgain
homepage: https://bytesagain.com
source: https://github.com/bytesagain/ai-skills
tags: [papermill, jupyter, notebook, automation, batch, ml]
---
# Papermill Reference
Parameterized notebook execution.
## Commands
| Command | Description |
|---------|-------------|
| `intro` | Overview, workflow |
| `usage` | CLI, batch, cloud storage |
| `python` | API, scrapbook, scheduling |
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