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mattpocock/skills

Breakoutrank #3

Skills for Real Engineers. Straight from my .agents directory.

270.5k+33.8k · 7d 22.8k 476est. MITShellpushed 3d ago

Composite

78

conf 65%

Momentum

87

conf 60%

Vitality (PVI)

75

conf 67%

Community

63

conf 60%

Security & maint.

86

conf 85%

Ecosystem influence

76

conf 60%

Opportunity

69

conf 60%

Breakout · 7d

84%

conf 71%

Executive summary

skills is currently classified as breakout with a composite score of 78/100. Momentum (87) and vitality (75) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 33,833 stars against a 270.5k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 84%.

Analyst note

AI-drafted · numbers from tracked data

The momentum-vs-vitality relationship indicates that a project with high vitality (75%) and moderate momentum (87/100) is likely to experience significant growth in the next 7 days. This suggests that adopting or building on this project could be a good decision, as it has potential for substantial increases in visibility and engagement. However, the relatively low security-maintenance score of 86/100 may indicate some concerns about ongoing support and updates.

Video breakdown

@gptaiclips on YouTube

90-day trajectory

+128.9k · 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%100
Contributor growthest.10%100
Issue activity growthest.10%63
PR activity growthest.10%83
External mention velocityest.10%100
Release event impactest.5%86
Trending-rank persistenceest.5%82

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

Project Vitality Index

Commit consistency20%89
Release cadenceest.15%63
PR responsivenessest.15%86
Issue responsivenessest.15%54
Contributor diversityest.10%99
Maintainer continuityest.10%47
Documentation qualityest.5%78
Dependency freshnessest.5%88
Security hygieneest.5%72

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

Security & maintenance

Release recency25%92
License clarity20%92
Maintenance status25%89
Dependency stalenessest.15%50
Bus factorest.15%100

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

Ecosystem influence

Dependent repositoriesest.30%100
Quality-weighted dependentsest.20%91
Documentation citationsest.15%76
Contributor overlapest.15%52
Registry adoptionest.10%79
Topic centralityest.10%4

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