Ross ROSS = Recommend OSS · open-source software intelligence for agents

8080labs/pyforest

pyforest - feel the bliss of automated imports observed · 2026-08-28

github.com/8080labs/pyforest · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • 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 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2578
  • days_rel: n/a
  • days_push: 778
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1119 stars · 189 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

pyforest is a Python library that automatically imports popular data science libraries like pandas, numpy, and sklearn on demand in Jupyter notebooks. When you use a library without importing it, pyforest lazily imports it and writes the import statement into the first notebook cell, keeping notebooks reproducible.

Use cases

  • stop writing the same imports in every jupyter notebook
  • automatically import pandas numpy matplotlib in python notebooks
  • make jupyter notebooks reproducible without manual import statements
  • speed up exploratory data analysis workflow in notebooks
  • avoid looking up exact import statements like matplotlib.pyplot as plt

When to choose

  • you work in Jupyter notebooks daily and start many new notebooks
  • you want lazy imports of common data science libraries without boilerplate
  • you want import statements saved into the notebook for shareability

When to avoid

  • you work in scripts or production code where explicit imports are best practice
  • you need libraries not covered by pyforest's predefined import list
  • you use IDEs or tools that auto-manage imports already

Facets

library · maturity maintenance

developer-tools data-science data-science developer-tools python cross-platform auto-imports jupyter lazy-import notebook-productivity

2 sources

Member repositories

RepositoryRoleHealth v2
8080labs/pyforestmain32

For agents

markdown · JSON · MCP: product_card(name="8080labs/pyforest")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem