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kunchenguid/firstmate

Establishedrank #121

Talk to one agent. Ship with a crew.

8.4k+509 · 7d 2.7k 126est. MITShellpushed 43m ago

Composite

71

conf 65%

Momentum

66

conf 60%

Vitality (PVI)

72

conf 67%

Community

62

conf 60%

Security & maint.

93

conf 85%

Ecosystem influence

63

conf 60%

Opportunity

65

conf 60%

Breakout · 7d

34%

conf 71%

Executive summary

firstmate is currently classified as established with a composite score of 71/100. Momentum (66) and vitality (72) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 509 stars against a 8.4k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 34%.

90-day trajectory

+2.7k · 30d
2026-08-032026-10-31

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%75
Star accelerationest.15%41
Fork velocityest.10%68
Contributor growthest.10%78
Issue activity growthest.10%78
PR activity growthest.10%59
External mention velocityest.10%58
Release event impactest.5%74
Trending-rank persistenceest.5%64

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%81
PR responsivenessest.15%68
Issue responsivenessest.15%35
Contributor diversityest.10%78
Maintainer continuityest.10%67
Documentation qualityest.5%66
Dependency freshnessest.5%70
Security hygieneest.5%59

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%75
Bus factorest.15%91

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

Ecosystem influence

Dependent repositoriesest.30%84
Quality-weighted dependentsest.20%64
Documentation citationsest.15%44
Contributor overlapest.15%74
Registry adoptionest.10%64
Topic centralityest.10%12

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