RepoPilot

ebookfoundation/free-programming-books vs pandas-dev/pandas

pandas-dev/pandas shows stronger signals overall

As of June 2026, pandas shows healthier maintenance signals than free-programming-books. pandas rates Healthy overall while free-programming-books rates Mixed. free-programming-books was committed to 3 days ago with 80+ active contributors, while pandas was committed to today with 23+ active contributors. free-programming-books is CC-BY-4.0-licensed while pandas is BSD-3-Clause-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.

ebookfoundation/free-programming-books

Mixed

Mixed signals — read the receipts

ConcernsDependency

non-standard license (CC-BY-4.0); no tests detected

HealthyFork & modify

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

HealthyLearn from

Documented and popular — useful reference codebase to read through.

HealthyDeploy as-is

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

  • Non-standard license (CC-BY-4.0) — review terms
  • No test directory detected
  • Last commit today
  • 80+ active contributors
  • Distributed ownership (top contributor 5% of recent commits)
  • CC-BY-4.0 licensed
  • CI configured

What would improve this?

  • Use as dependency ConcernsMixed if: clarify license terms

Computed from maintenance signals — commit recency, contributor breadth, bus factor, license, CI, tests, cross-checked against OpenSSF Scorecard

pandas-dev/pandas

Healthy

Healthy across the board

HealthyDependency

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

HealthyFork & modify

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

HealthyLearn from

Documented and popular — useful reference codebase to read through.

HealthyDeploy as-is

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

  • Concentrated ownership — top contributor handles 71% of recent commits
  • Last commit today
  • 23+ active contributors
  • BSD-3-Clause licensed
  • CI configured
  • Tests present

Computed from maintenance signals — commit recency, contributor breadth, bus factor, license, CI, tests, cross-checked against OpenSSF Scorecard

Signal-by-signal breakdown

free-programming-bookspandas
Stars390,76249,088
Last commit3d agotoday
LicenseCC-BY-4.0BSD-3-Clause
Open issues783,049
Has tests
Has CI
Test coverage0%1%
Dependency CVEsNo CVEsNo CVEs
Architecture grade
Cycles
Bottom-lineMixed signalsHealthy signals

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