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ray-project/ray

Establishedrank #182

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

44.2k+62 · 7d 8.2k 371est. Apache-2.0Pythonpushed 2h ago
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Composite

68

conf 65%

Momentum

53

conf 60%

Vitality (PVI)

69

conf 67%

Community

64

conf 60%

Security & maint.

89

conf 85%

Ecosystem influence

76

conf 60%

Opportunity

62

conf 60%

Breakout · 7d

6%

conf 71%

Executive summary

ray is currently classified as established with a composite score of 68/100. Momentum (53) and vitality (69) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 62 stars against a 44.2k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 6%.

90-day trajectory

+470 · 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%50
Star accelerationest.15%28
Fork velocityest.10%37
Contributor growthest.10%73
Issue activity growthest.10%99
PR activity growthest.10%75
External mention velocityest.10%1
Release event impactest.5%68
Trending-rank persistenceest.5%83

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%64
PR responsivenessest.15%60
Issue responsivenessest.15%30
Contributor diversityest.10%95
Maintainer continuityest.10%86
Documentation qualityest.5%62
Dependency freshnessest.5%49
Security hygieneest.5%47

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%57
Bus factorest.15%80

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

Ecosystem influence

Dependent repositoriesest.30%95
Quality-weighted dependentsest.20%81
Documentation citationsest.15%48
Contributor overlapest.15%49
Registry adoptionest.10%71
Topic centralityest.10%100

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