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voxel51/fiftyone

Coolingrank #211

Refine high-quality datasets and visual AI models

11k+44 · 7d 810 75est. Apache-2.0TypeScriptpushed 29m ago
Compare View on GitHub

Composite

64

conf 65%

Momentum

44

conf 60%

Vitality (PVI)

79

conf 67%

Community

56

conf 60%

Security & maint.

87

conf 85%

Ecosystem influence

66

conf 60%

Opportunity

63

conf 60%

Breakout · 7d

17%

conf 71%

Executive summary

fiftyone is currently classified as cooling with a composite score of 64/100. Momentum (44) and vitality (79) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 44 stars against a 11k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 17%.

90-day trajectory

+256 · 30d
2026-05-172026-08-14

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%46
Star accelerationest.15%37
Fork velocityest.10%28
Contributor growthest.10%53
Issue activity growthest.10%56
PR activity growthest.10%75
External mention velocityest.10%4
Release event impactest.5%69
Trending-rank persistenceest.5%45

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%85
PR responsivenessest.15%93
Issue responsivenessest.15%47
Contributor diversityest.10%70
Maintainer continuityest.10%90
Documentation qualityest.5%64
Dependency freshnessest.5%61
Security hygieneest.5%53

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%45
Bus factorest.15%78

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

Ecosystem influence

Dependent repositoriesest.30%73
Quality-weighted dependentsest.20%60
Documentation citationsest.15%77
Contributor overlapest.15%38
Registry adoptionest.10%45
Topic centralityest.10%100

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