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Project-MONAI/MONAI

Establishedrank #116

AI Toolkit for Healthcare Imaging

8.8k+67 · 7d 1.7k 87est. Apache-2.0Pythonpushed 1h ago
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Composite

70

conf 65%

Momentum

57

conf 60%

Vitality (PVI)

78

conf 67%

Community

65

conf 60%

Security & maint.

87

conf 85%

Ecosystem influence

68

conf 60%

Opportunity

54

conf 60%

Breakout · 7d

59%

conf 71%

Executive summary

MONAI is currently classified as established with a composite score of 70/100. Momentum (57) and vitality (78) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 67 stars against a 8.8k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 59%.

90-day trajectory

+252 · 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%51
Star accelerationest.15%57
Fork velocityest.10%32
Contributor growthest.10%78
Issue activity growthest.10%98
PR activity growthest.10%85
External mention velocityest.10%7
Release event impactest.5%72
Trending-rank persistenceest.5%33

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%80
PR responsivenessest.15%95
Issue responsivenessest.15%52
Contributor diversityest.10%72
Maintainer continuityest.10%81
Documentation qualityest.5%62
Dependency freshnessest.5%67
Security hygieneest.5%51

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%52
Bus factorest.15%71

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

Ecosystem influence

Dependent repositoriesest.30%80
Quality-weighted dependentsest.20%52
Documentation citationsest.15%73
Contributor overlapest.15%52
Registry adoptionest.10%45
Topic centralityest.10%100

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