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

An easy-to-use framework for large scale recommendation algorithms.

Documentation

73

Contributing guide5pt25

Contributing guidance is in the README, not a dedicated CONTRIBUTING.md (−20 pts).

Moving it to a CONTRIBUTING.md makes it easier to find and keeps the README focused. A dedicated file earns +47 pts base.

Install and run instructions9pt45

No install instructions found in the README (−45 pts).

Add a section showing how to install dependencies.

README12pt100

README is present.

License6pt100

Licensed under Apache-2.0.

Engineering

70

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.

CI/CD14pt72

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

Tests18pt80

Test files detected (data/test).

Reproducibility6pt80

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

Linting and formatting5pt100

Linter or formatter configured (.ruff.toml).

Project health

100

Dependency manifest6pt100

Dependency manifest found (requirements.txt).

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)
  • 74
    Forks
  • 7
    Releaseslatest 1mo ago

Community

  • Community health
  • authors own >50% of commits
  • 399
    Watchers

Responsiveness

  • 18h
    Median issue response
  • 17h
    Median PR merge time
  • 14
    Open issues
Repository files24 root entries
  • .claude
  • .github
    Good: CI is configured (.github/workflows/buildtest_ci.yml).
  • data
    Good: Test files detected (data/test).
  • docker
    Good: Environment pinned via docker/Dockerfile.
  • docs
  • examples
  • requirements
  • scripts
  • tzrec
  • .gitignore
    Good: .gitignore present.
  • .pre-commit-config.yaml
  • .pyre_configuration
  • .readthedocs.yaml
  • .ruff.toml
    Good: Linter or formatter configured (.ruff.toml).
  • LICENSE
    Good: Licensed under Apache-2.0.
  • MANIFEST.in
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Good: README includes screenshots or visuals. Great for first impressions.
    Good: README has code examples.
    Good: README links to a live demo or deployed app.
    Good: README includes status badges.
    Issue: No install instructions found in the README (−45 pts).Fix: Add a section showing how to install dependencies.
    Good: README documents how to run the project.
  • requirements-cpu.txt
  • requirements-cu126.txt
  • requirements-cu129.txt
  • requirements-gpu.txt
  • requirements.txt
    Good: Lockfile present (requirements.txt). Installs are reproducible.
    Good: Dependency manifest found (requirements.txt).
  • setup.cfg
  • setup.py