Good shape overall. A few tweaks would push it into the top tier.

Algorithms for Privacy-Preserving Machine Learning in JAX

Documentation

70

Install and run instructions9pt45

README documents how to install the project.

README12pt70

README is present.

Contributing guide5pt80

Contributing guide is detailed and thorough.

License6pt100

Licensed under Apache-2.0.

Engineering

84

Issue and PR templates6pt0

No issue or PR templates found (−100 pts).

Add .github/ISSUE_TEMPLATE/ with bug_report.md and feature_request.md to guide contributors. It dramatically improves issue quality.

Reproducibility6pt70

Lockfile present (docs/requirements.txt). Installs are reproducible.

Tests18pt100

Test files detected (tests).

CI/CD14pt100

CI is configured (.github/workflows/ci.yml).

Linting and formatting5pt100

Linter or formatter configured (.flake8).

Project health

100

Dependency manifest6pt100

Dependency manifest found (pyproject.toml).

Repository metadata5pt100

Repository has a description.

Activity5pt100

Actively maintained (pushed within the last month).

Housekeeping3pt100

.gitignore present.

Repository health signals

Activity, community, and responsiveness at scan time

Activity

  • Commits (30d / 90d)
  • 55
    Forks
  • 1
    Releaseslatest 11mo ago

Community

  • Community health
  • authors own >50% of commits
  • 177
    Watchers

Responsiveness

  • 3d 24h
    Median issue response
  • 5h
    Median PR merge time
  • 18
    Open issues
Repository files16 root entries
  • .github
    Good: CI is configured (.github/workflows/ci.yml).
  • bibtex
  • docs
    Good: Lockfile present (docs/requirements.txt). Installs are reproducible.
  • examples
  • jax_privacy
  • tests
    Good: Test files detected (tests).
  • .flake8
    Good: Linter or formatter configured (.flake8).
  • .gitignore
    Good: .gitignore present.
  • .pylintrc
  • .readthedocs.yaml
  • CHANGELOG.md
  • CITATION.cff
  • CONTRIBUTING.md
    Good: Contributing guide is detailed and thorough.
    Issue: Contributing guide lacks a setup section (−12 pts).Fix: Show new contributors how to get a local dev environment running.
    Good: Contributing guide describes code style expectations.
    Issue: Contributing guide lacks a testing section (−8 pts).Fix: Show contributors how to run the test suite (e.g. npm test, pytest, cargo test).
    Good: Contributing guide describes the PR/review workflow.
    Good: Contributing guide includes code examples.
  • LICENSE
    Good: Licensed under Apache-2.0.
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Issue: No screenshots or images in the README (−20 pts).Fix: Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.
    Good: README has code examples.
    Good: README links to a live demo or deployed app.
    Issue: No status badges in the README (−10 pts).Fix: Add CI/build status badges from shields.io or your CI provider to signal project health.
    Good: README documents how to install the project.
    Issue: No run or usage instructions found (−45 pts).Fix: Add a section showing how to start or use the project.