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rohitg00/ai-engineering-from-scratch

Breakoutrank #46

Learn it. Build it. Ship it for others.

58.7k+4.9k · 7d 10.2k 268est. MITPythonpushed 13m ago
Compare View on GitHub

Composite

75

conf 65%

Momentum

77

conf 60%

Vitality (PVI)

72

conf 67%

Community

61

conf 60%

Security & maint.

88

conf 85%

Ecosystem influence

75

conf 60%

Opportunity

58

conf 60%

Breakout · 7d

80%

conf 71%

Executive summary

ai-engineering-from-scratch is currently classified as breakout with a composite score of 75/100. Momentum (77) and vitality (72) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 4,918 stars against a 58.7k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 80%.

90-day trajectory

+16.6k · 30d
2026-06-302026-09-27

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%56
Fork velocityest.10%99
Contributor growthest.10%77
Issue activity growthest.10%34
PR activity growthest.10%82
External mention velocityest.10%72
Release event impactest.5%83
Trending-rank persistenceest.5%55

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%68
PR responsivenessest.15%41
Issue responsivenessest.15%62
Contributor diversityest.10%90
Maintainer continuityest.10%61
Documentation qualityest.5%73
Dependency freshnessest.5%68
Security hygieneest.5%82

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%51
Bus factorest.15%80

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

Ecosystem influence

Dependent repositoriesest.30%96
Quality-weighted dependentsest.20%83
Documentation citationsest.15%46
Contributor overlapest.15%57
Registry adoptionest.10%38
Topic centralityest.10%100

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