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JustVugg/colibri

Breakoutrank #93

Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦

45.1k+7.8k · 7d 5.1k 266est. Apache-2.0Cpushed 1h ago

Composite

79

conf 65%

Momentum

84

conf 60%

Vitality (PVI)

81

conf 67%

Community

66

conf 60%

Security & maint.

93

conf 85%

Ecosystem influence

61

conf 60%

Opportunity

68

conf 60%

Breakout · 7d

89%

conf 71%

Executive summary

colibri is currently classified as breakout with a composite score of 79/100. Momentum (84) and vitality (81) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 7,811 stars against a 45.1k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 89%.

90-day trajectory

+28.1k · 30d
2026-08-022026-10-30

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%60
Fork velocityest.10%100
Contributor growthest.10%86
Issue activity growthest.10%65
PR activity growthest.10%77
External mention velocityest.10%100
Release event impactest.5%66
Trending-rank persistenceest.5%84

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%94
PR responsivenessest.15%90
Issue responsivenessest.15%61
Contributor diversityest.10%90
Maintainer continuityest.10%53
Documentation qualityest.5%59
Dependency freshnessest.5%88
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%63
Bus factorest.15%99

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

Ecosystem influence

Dependent repositoriesest.30%90
Quality-weighted dependentsest.20%81
Documentation citationsest.15%52
Contributor overlapest.15%35
Registry adoptionest.10%33
Topic centralityest.10%10

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