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Popular for its size, but the engineering basics lag behind the interest.
pymetaheuristic: A Python Library for Metaheuristic Optimization and Collaborative Search
A low grade is a to-do list, not a judgment of your code
Most gaps here are documentation, tests, and setup, not the code itself. Closing your top 3 gaps alone would lift this repo to C (77).
See your top fixesTop fixes
Highest-impact changes first, ranked by point weight
- 1Tests18pt
Wire your tests to a documented command (e.g. a test script in your build config) so the suite is reproducible.
- 2CI/CD14pt
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.
- 3README12pt
Add CI/build status badges from shields.io or your CI provider to signal project health.
- 4Install and run instructions9pt
Add a .env.example listing all required environment variables so contributors know what to set up.
Working through the fixes? Let every push regrade itself.
The free GitHub App rescans this repo on every push and posts the grade as a commit check, so the score climbs without coming back to rescan by hand.
Scorecard
Every check, grouped by category and sorted worst-first
Documentation
82
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.
README is present.
README documents how to install the project.
Licensed under Other.
Engineering
29
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.
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.
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.
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.
Test files detected (pymetaheuristic/src/test_functions.py).
Project health
91
No .gitignore found (−60 pts).
→ Add a .gitignore to keep build output, node_modules, and secrets out of version control.
Dependency manifest found (setup.py).
Repository has a description.
Actively maintained (pushed within the last month).
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- -Commits (30d / 90d)
- 80Forks
- 0Releases
Community
- -Community health
- -authors own >50% of commits
- 396Watchers
Responsiveness
- 16hMedian issue response
- 5hMedian PR merge time
- 0Open issues
Repository files9 root entries
- pymetaheuristicGood: Test files detected (pymetaheuristic/src/test_functions.py).
- __init__.py
- gitignore.txt
- legacy-v.1.9.5.zip
- legacy-v1.9.5.md
- LICENSEGood: Licensed under Other.
- MANIFEST.in
- README.mdGood: 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.pyGood: Dependency manifest found (setup.py).
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