microsoft/qlib vs vinta/awesome-python
microsoft/qlib shows stronger signals overall
As of June 2026, qlib shows healthier maintenance signals than awesome-python. qlib rates Healthy overall while awesome-python rates Mixed. qlib last saw a commit 2 months ago with 33+ active contributors, while awesome-python was committed to 3 days ago with 26+ active contributors. qlib is MIT-licensed while awesome-python is Other-licensed. Neither has known critical or high-severity CVEs in its dependency tree.
Informational only. RepoPilot summarises public signals at the time of analysis. Not professional, security, or legal advice.
microsoft/qlib →
Healthy across the board
Permissive license, no critical CVEs, actively maintained — safe to depend on.
Has a license, tests, and CI — clean foundation to fork and modify.
Documented and popular — useful reference codebase to read through.
No critical CVEs, sane security posture — runnable as-is.
- ✓Last commit 2w ago
- ✓33+ active contributors
- ✓Distributed ownership (top contributor 48% of recent commits)
- ✓MIT licensed
- ✓CI configured
- ✓Tests present
Computed from maintenance signals — commit recency, contributor breadth, bus factor, license, CI, tests
vinta/awesome-python →
Mixed signals — read the receipts
non-standard license (Other)
Has a license, tests, and CI — clean foundation to fork and modify.
Documented and popular — useful reference codebase to read through.
No critical CVEs, sane security posture — runnable as-is.
- ⚠Concentrated ownership — top contributor handles 60% of recent commits
- ⚠Non-standard license (Other) — review terms
- ✓Last commit 1d ago
- ✓26+ active contributors
- ✓Other licensed
- ✓CI configured
- ✓Tests present
What would improve this?
- →Use as dependency Concerns → Mixed if: clarify license terms
Computed from maintenance signals — commit recency, contributor breadth, bus factor, license, CI, tests, cross-checked against OpenSSF Scorecard
Signal-by-signal breakdown
| qlib | awesome-python | |
|---|---|---|
| Stars | 42,293 | 304,706 |
| Last commit | 2mo ago | 3d ago |
| License | MIT | Other |
| Open issues | 389 | 19 |
| Has tests | ✓ | ✓ |
| Has CI | ✓ | ✓ |
| Test coverage | 1% | 100% |
| Dependency CVEs | No CVEs | No CVEs |
| Architecture grade | — | — |
| Cycles | — | — |
| Bottom-line | Healthy signals | Mixed signals |
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