Popular for its size, but the engineering basics lag behind the interest.

pymetaheuristic: A Python Library for Metaheuristic Optimization and Collaborative Search

Documentation

82

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.

README12pt90

README is present.

Install and run instructions9pt90

README documents how to install the project.

License6pt100

Licensed under Other.

Engineering

29

CI/CD14pt0

No CI configuration detected in this repository.

If your CI lives elsewhere (a private repo that builds this one) or this project is itself a CI/CD tool, mark this check Not Applicable. Otherwise add a GitHub Actions workflow that runs tests on each push. It takes 15 minutes and reassures contributors their changes won't break things.

Linting and formatting5pt0

No linter or formatter config found.

Add a linter config such as .eslintrc.json, .prettierrc, ruff.toml, or .golangci.yml to enforce consistent code style.

Reproducibility6pt0

No dependency lockfile found (−70 pts).

Commit poetry.lock, uv.lock, pdm.lock, Pipfile.lock, conda-lock.yml, or another lockfile for your Python dependency manager.

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.

Tests18pt80

Test files detected (pymetaheuristic/src/test_functions.py).

Project health

91

Housekeeping3pt40

No .gitignore found (−60 pts).

Add a .gitignore to keep build output, node_modules, and secrets out of version control.

Dependency manifest6pt100

Dependency manifest found (setup.py).

Repository metadata5pt100

Repository has a description.

Activity5pt100

Actively maintained (pushed within the last month).

Repository health signals

Activity, community, and responsiveness at scan time

Activity

  • Commits (30d / 90d)
  • 80
    Forks
  • 0
    Releases

Community

  • Community health
  • authors own >50% of commits
  • 396
    Watchers

Responsiveness

  • 16h
    Median issue response
  • 5h
    Median PR merge time
  • 0
    Open issues
Repository files9 root entries
  • pymetaheuristic
    Good: Test files detected (pymetaheuristic/src/test_functions.py).
  • __init__.py
  • gitignore.txt
  • legacy-v.1.9.5.zip
  • legacy-v1.9.5.md
  • LICENSE
    Good: Licensed under Other.
  • 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.
    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.
    Good: README documents how to run the project.
  • setup.py
    Good: Dependency manifest found (setup.py).