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unslothai/unsloth

Establishedrank #133

Finetune LLMs 2-5x faster with 80% less memory.

38k+763 · 7d 3k 135est. Apache-2.0Pythonpushed 22h ago
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Composite

70

conf 65%

Momentum

66

conf 60%

Vitality (PVI)

72

conf 67%

Community

57

conf 60%

Security & maint.

92

conf 85%

Ecosystem influence

66

conf 60%

Opportunity

64

conf 60%

Breakout · 7d

54%

conf 71%

Executive summary

unsloth is currently classified as established with a composite score of 70/100. Momentum (66) and vitality (72) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 763 stars against a 38k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 54%.

90-day trajectory

+3.1k · 30d
2026-07-172026-10-14

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%80
Star accelerationest.15%52
Fork velocityest.10%68
Contributor growthest.10%69
Issue activity growthest.10%100
PR activity growthest.10%41
External mention velocityest.10%18
Release event impactest.5%78
Trending-rank persistenceest.5%84

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

Project Vitality Index

Commit consistency20%97
Release cadenceest.15%64
PR responsivenessest.15%60
Issue responsivenessest.15%42
Contributor diversityest.10%79
Maintainer continuityest.10%80
Documentation qualityest.5%72
Dependency freshnessest.5%84
Security hygieneest.5%79

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

Security & maintenance

Release recency25%98
License clarity20%92
Maintenance status25%97
Dependency stalenessest.15%82
Bus factorest.15%83

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

Ecosystem influence

Dependent repositoriesest.30%85
Quality-weighted dependentsest.20%74
Documentation citationsest.15%49
Contributor overlapest.15%34
Registry adoptionest.10%49
Topic centralityest.10%81

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