---
title: "Parameterize and execute notebooks as repeatable runs"
description: "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."
verification: "security_reviewed"
source: "https://github.com/nteract/papermill"
category:
  - "Templates & Workflows"
framework:
  - "Multi-Framework"
tool_ecosystem:
  github_repo: "nteract/papermill"
  github_stars: 6429
---

# 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

Choose whichever fits your setup:

1. Copy this skill folder into your local skills directory.
2. Clone the repo and symlink or copy the skill into your agent workspace.
3. Add the repo as a git submodule if you manage shared skills centrally.
4. Install it through your internal provisioning or packaging workflow.
5. Download the folder directly from GitHub and place it in your skills collection.

## Source

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