Good shape overall. A few tweaks would push it into the top tier.
Algorithms for Privacy-Preserving Machine Learning in JAX
Documentation
70
README documents how to install the project.
README is present.
Contributing guide is detailed and thorough.
Licensed under Apache-2.0.
Engineering
84
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.
Lockfile present (docs/requirements.txt). Installs are reproducible.
Test files detected (tests).
CI is configured (.github/workflows/ci.yml).
Linter or formatter configured (.flake8).
Project health
100
Dependency manifest found (pyproject.toml).
Repository has a description.
Actively maintained (pushed within the last month).
.gitignore present.
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- —Commits (30d / 90d)
- 55Forks
- 1Releaseslatest 11mo ago
Community
- —Community health
- —authors own >50% of commits
- 177Watchers
Responsiveness
- 3d 24hMedian issue response
- 5hMedian PR merge time
- 18Open issues
Repository files16 root entries
- .githubGood: CI is configured (.github/workflows/ci.yml).
- bibtex
- docsGood: Lockfile present (docs/requirements.txt). Installs are reproducible.
- examples
- jax_privacy
- testsGood: Test files detected (tests).
- .flake8Good: Linter or formatter configured (.flake8).
- .gitignoreGood: .gitignore present.
- .pylintrc
- .readthedocs.yaml
- CHANGELOG.md
- CITATION.cff
- CONTRIBUTING.mdGood: 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.
- LICENSEGood: Licensed under Apache-2.0.
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README.mdGood: 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.