RepoPilot

eriklindernoren/ml-from-scratch vs karpathy/autoresearch

Both showing Mixed signals — pick on fit, not health

As of June 2026, ml-from-scratch and autoresearch both show mixed maintenance signals. ml-from-scratch last saw a commit 2 years ago with 9+ active contributors, while autoresearch last saw a commit 3 months ago with 9+ active contributors. 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.

eriklindernoren/ml-from-scratch

Mixed

Stale — last commit 3y ago

ConcernsDependency

last commit was 3y ago; top contributor handles 91% of recent commits…

MixedFork & modify

no tests detected; no CI workflows detected…

HealthyLearn from

Documented and popular — useful reference codebase to read through.

MixedDeploy as-is

last commit was 3y ago; no CI workflows detected

  • Stale — last commit 3y ago
  • Single-maintainer risk — top contributor 91% of recent commits
  • No CI workflows detected
  • No test directory detected
  • 9 active contributors
  • MIT licensed

What would improve this?

  • Use as dependency ConcernsMixed if: 1 commit in the last 365 days
  • Fork & modify MixedHealthy if: add a test suite
  • Deploy as-is MixedHealthy if: 1 commit in the last 180 days

Computed from maintenance signals — commit recency, contributor breadth, bus factor, license, CI, tests

karpathy/autoresearch

Mixed

Missing license — unclear to depend on

ConcernsDependency

no license — legally unclear; no tests detected…

ConcernsFork & modify

no license — can't legally use code; no tests detected…

HealthyLearn from

Documented and popular — useful reference codebase to read through.

ConcernsDeploy as-is

no license — can't legally use code; no CI workflows detected

  • Concentrated ownership — top contributor handles 78% of recent commits
  • No license — legally unclear to depend on
  • No CI workflows detected
  • No test directory detected
  • Last commit 6w ago
  • 9 active contributors

What would improve this?

  • Use as dependency ConcernsMixed if: publish a permissive license (MIT, Apache-2.0, etc.)
  • Fork & modify ConcernsMixed if: add a LICENSE file
  • Deploy as-is ConcernsMixed if: add a LICENSE file

Computed from maintenance signals — commit recency, contributor breadth, bus factor, license, CI, tests

Signal-by-signal breakdown

ml-from-scratchautoresearch
Stars31,43679,838
Last commit2y ago3mo ago
LicenseMIT
Open issues73186
Has tests
Has CI
Test coverage0%0%
Dependency CVEsNo CVEsNo CVEs
Architecture grade
Cycles
Bottom-lineMixed signalsMixed signals

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