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binary-husky/gpt_academic vs scikit-learn/scikit-learn

scikit-learn/scikit-learn shows stronger signals overall

Informational only. RepoPilot summarises public signals at the time of analysis. Not professional, security, or legal advice.

binary-husky/gpt_academic

Mixed

Slowing — last commit 3mo ago

worst of 4 axes
Use as dependencyConcerns

copyleft license (GPL-3.0) — review compatibility

Fork & modifyHealthy

Has a license, tests, and CI — clean foundation to fork and modify.

Learn fromHealthy

Documented and popular — useful reference codebase to read through.

Deploy as-isHealthy

No critical CVEs, sane security posture — runnable as-is.

  • Last commit 3mo ago
  • 15 active contributors
  • GPL-3.0 licensed
Show 5 more →
  • CI configured
  • Tests present
  • Slowing — last commit 3mo ago
  • Single-maintainer risk — top contributor 80% of recent commits
  • GPL-3.0 is copyleft — check downstream compatibility
What would change the summary?
  • Use as dependency ConcernsMixed if: relicense under MIT/Apache-2.0 (rare for established libs)

Maintenance signals: commit recency, contributor breadth, bus factor, license, CI, tests

scikit-learn/scikit-learn

Healthy

Healthy across the board

Use as dependencyHealthy

Permissive license, no critical CVEs, actively maintained — safe to depend on.

Fork & modifyHealthy

Has a license, tests, and CI — clean foundation to fork and modify.

Learn fromHealthy

Documented and popular — useful reference codebase to read through.

Deploy as-isHealthy

No critical CVEs, sane security posture — runnable as-is.

  • Last commit 1d ago
  • 33+ active contributors
  • Distributed ownership (top contributor 17% of recent commits)
Show 3 more →
  • BSD-3-Clause licensed
  • CI configured
  • Tests present

Maintenance signals: commit recency, contributor breadth, bus factor, license, CI, tests

Signal-by-signal breakdown

gpt_academicscikit-learn
Stars70,59666,009
Last commit3mo ago6d ago
LicenseGPL-3.0BSD-3-Clause
Open issues3232,020
Has tests
Has CI
Test coverage9%48%
Dependency CVEsNo CVEsNo CVEs
Architecture grade
Cycles
Bottom-lineMixed signalsHealthy signals

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