google-deepmind/jax_privacy
Grade a repo

0

/ 100

GradeB

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

Top 26% of 5,156 graded repos

Algorithms for Privacy-Preserving Machine Learning in JAX

Documentation70
Engineering84
Health100
Python177Apache-2.01mo ago

Top fixes

Highest-impact changes first, ranked by point weight

11 to address
  1. 1
    README12pt

    Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.

  2. 2
    README12pt

    Add CI/build status badges from shields.io or your CI provider to signal project health.

  3. 3
    Install and run instructions9pt

    Add a section showing how to start or use the project.

  4. 4
    Install and run instructions9pt

    Add a .env.example listing all required environment variables so contributors know what to set up.

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Scorecard

Every check, grouped by category and sorted worst-first

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 1y 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.
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