# Parameterize and execute notebooks as repeatable runs

> Use Papermill when an agent needs to treat a Jupyter notebook like a reusable job instead of a one-off interactive document. The skill injects parameters, runs the notebook end to end, and preserves the executed output as an artifact for review or handoff.

- Skill: `agentskillexchange/parameterize-and-execute-notebooks-as-repeatable-runs` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/parameterize-and-execute-notebooks-as-repeatable-runs`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/parameterize-and-execute-notebooks-as-repeatable-runs/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/parameterize-and-execute-notebooks-as-repeatable-runs

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# Parameterize and execute notebooks as repeatable runs

Use Papermill when an agent needs to treat a Jupyter notebook like a reusable job instead of a one-off interactive document. The skill injects parameters, runs the notebook end to end, and preserves the executed output as an artifact for review or handoff.

## Installation

Use the upstream install or setup path that matches your environment:
- pip install papermill
- pip install papermill[all]

Requirements and caveats from upstream:
- [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/papermill)](https://pypi.org/project/papermill/)
- [![papermill](https://snyk.io/advisor/python/papermill/badge.svg)](https://snyk.io/advisor/python/papermill)
- like s3, or azure -- or use all. To use Black to format parameters you can add as an extra requires ['black'].

Basic usage or getting-started notes:
- example:
- Perhaps you have a financial report that you wish to run with
- Do you want to run a notebook and depending on its results, choose a

- Source: https://github.com/nteract/papermill
- Extracted from upstream docs: https://raw.githubusercontent.com/nteract/papermill/HEAD/README.md

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/parameterize-and-execute-notebooks-as-repeatable-runs/)