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multica-ai/andrej-karpathy-skills

Saturatedrank #199

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

217.9k+13.3k · 7d 22k 514est. NOASSERTIONUnknownpushed 6mo ago

Composite

58

conf 65%

Momentum

74

conf 60%

Vitality (PVI)

46

conf 67%

Community

71

conf 60%

Security & maint.

26

conf 85%

Ecosystem influence

63

conf 60%

Opportunity

55

conf 60%

Breakout · 7d

40%

conf 71%

Executive summary

andrej-karpathy-skills is currently classified as saturated with a composite score of 58/100. Momentum (74) and vitality (46) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 13,259 stars against a 217.9k-star base. Risk is assessed as high; the interpretable model puts its probability of entering the top trend cohort within 7 days at 40%.

90-day trajectory

+67.3k · 30d
2026-07-132026-10-10

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%100
Star accelerationest.15%42
Fork velocityest.10%100
Contributor growthest.10%100
Issue activity growthest.10%58
PR activity growthest.10%68
External mention velocityest.10%58
Release event impactest.5%26
Trending-rank persistenceest.5%60

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%0
Release cadenceest.15%34
PR responsivenessest.15%42
Issue responsivenessest.15%62
Contributor diversityest.10%100
Maintainer continuityest.10%50
Documentation qualityest.5%80
Dependency freshnessest.5%77
Security hygieneest.5%49

Model tn-interpretable-1.0.0 · confidence 67% · coverage 92% · missing: licenseClarity

Security & maintenance

Release recency25%0
License clarity20%30
Maintenance status25%0
Dependency stalenessest.15%51
Bus factorest.15%85

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%100
Quality-weighted dependentsest.20%76
Documentation citationsest.15%43
Contributor overlapest.15%26
Registry adoptionest.10%56
Topic centralityest.10%14

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption