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Comfy-Org/ComfyUI

Saturatedrank #47

The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface. The fastest local inference engine in the world.

139.2k+5.9k · 7d 16.5k 395est. GPL-3.0Pythonpushed 3h ago
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Composite

75

conf 65%

Momentum

68

conf 60%

Vitality (PVI)

78

conf 67%

Community

68

conf 60%

Security & maint.

92

conf 85%

Ecosystem influence

75

conf 60%

Opportunity

63

conf 60%

Breakout · 7d

38%

conf 71%

Executive summary

ComfyUI is currently classified as saturated with a composite score of 75/100. Momentum (68) and vitality (78) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 5,864 stars against a 139.2k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 38%.

90-day trajectory

+19.2k · 30d
2026-07-222026-10-19

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%90
Star accelerationest.15%43
Fork velocityest.10%82
Contributor growthest.10%68
Issue activity growthest.10%99
PR activity growthest.10%75
External mention velocityest.10%11
Release event impactest.5%72
Trending-rank persistenceest.5%44

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%64
PR responsivenessest.15%94
Issue responsivenessest.15%33
Contributor diversityest.10%96
Maintainer continuityest.10%78
Documentation qualityest.5%89
Dependency freshnessest.5%78
Security hygieneest.5%79

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%83
Bus factorest.15%76

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

Ecosystem influence

Dependent repositoriesest.30%100
Quality-weighted dependentsest.20%76
Documentation citationsest.15%36
Contributor overlapest.15%71
Registry adoptionest.10%32
Topic centralityest.10%100

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