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FlashML-org/FreeToken

Establishedrank #70

FreeToken brings datacenter-scale model serving to your desktop. Run massive models locally, fast and efficiently.

15.1k+1.4k · 7d 1.5k 118est. Apache-2.0Pythonpushed 2d ago
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Composite

74

conf 65%

Momentum

75

conf 60%

Vitality (PVI)

70

conf 67%

Community

62

conf 60%

Security & maint.

86

conf 85%

Ecosystem influence

77

conf 60%

Opportunity

61

conf 60%

Breakout · 7d

49%

conf 71%

Executive summary

FreeToken is currently classified as established with a composite score of 74/100. Momentum (75) and vitality (70) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 1,396 stars against a 15.1k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 49%.

90-day trajectory

+6.3k · 30d
2026-08-042026-11-01

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%87
Star accelerationest.15%47
Fork velocityest.10%87
Contributor growthest.10%75
Issue activity growthest.10%79
PR activity growthest.10%57
External mention velocityest.10%92
Release event impactest.5%81
Trending-rank persistenceest.5%67

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

Project Vitality Index

Commit consistency20%93
Release cadenceest.15%58
PR responsivenessest.15%62
Issue responsivenessest.15%50
Contributor diversityest.10%77
Maintainer continuityest.10%56
Documentation qualityest.5%88
Dependency freshnessest.5%89
Security hygieneest.5%70

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

Security & maintenance

Release recency25%95
License clarity20%92
Maintenance status25%93
Dependency stalenessest.15%46
Bus factorest.15%90

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

Ecosystem influence

Dependent repositoriesest.30%79
Quality-weighted dependentsest.20%79
Documentation citationsest.15%78
Contributor overlapest.15%55
Registry adoptionest.10%73
Topic centralityest.10%100

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