nteract/papermill
📚 Parameterize, execute, and analyze notebooks observed · 2026-08-28
Health v2 · maintenance only
73/100
- Activity 91
- Release rhythm 35
- Longevity 100
Flags: no_releases
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 3345
- days_rel: n/a
- days_push: 58
- n_releases_24m: 0
Adoption not part of the score
6477 stars · 462 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded
Papermill is a Python library and CLI tool for parameterizing, executing, and analyzing Jupyter notebooks. It enables running notebooks programmatically with different parameter sets, making notebooks usable as building blocks in data pipelines.
Use cases
- run jupyter notebooks with different parameters programmatically
- execute notebooks as part of a data pipeline
- generate reports from a notebook template with varying inputs
- schedule parameterized notebook runs
- chain notebooks into workflows based on results
- batch-execute notebooks for multiple scenarios
When to choose
- you want to treat notebooks as reusable, parameterized pipeline steps
- you need to run the same analysis notebook with many different inputs
- you want programmatic notebook execution from Python or the CLI
When to avoid
- you need interactive notebook editing or a notebook UI
- your workload is plain Python scripts that don't need notebooks
- you need distributed notebook orchestration with scheduling built in
Facets
library · maturity active
developer-tools workflow-automation etl data-science developer-tools python cli cross-platform jupyter notebooks parameterization notebook-execution data-pipelines automation
2 sources
- readme: https://github.com/nteract/papermill · fetched 2026-08-28 · e7ad03902095
- registry_pypi: https://pypi.org/pypi/papermill/json · fetched 2026-08-29 · b6e260c740ad
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| nteract/papermill | main | 73 |
For agents
markdown · JSON · MCP: product_card(name="nteract/papermill")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem