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microsoft/BitNet

Establishedrank #192

Official inference framework for 1-bit LLMs

40.8k+1.1k · 7d 3.8k 177est. MITC++pushed 3mo ago
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Composite

54

conf 65%

Momentum

61

conf 60%

Vitality (PVI)

50

conf 67%

Community

55

conf 60%

Security & maint.

40

conf 85%

Ecosystem influence

59

conf 60%

Opportunity

67

conf 60%

Breakout · 7d

51%

conf 71%

Executive summary

BitNet is currently classified as established with a composite score of 54/100. Momentum (61) and vitality (50) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 1,131 stars against a 40.8k-star base. Risk is assessed as elevated; the interpretable model puts its probability of entering the top trend cohort within 7 days at 51%.

90-day trajectory

+4.1k · 30d
2026-07-152026-10-12

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%83
Star accelerationest.15%52
Fork velocityest.10%69
Contributor growthest.10%74
Issue activity growthest.10%69
PR activity growthest.10%44
External mention velocityest.10%22
Release event impactest.5%28
Trending-rank persistenceest.5%57

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

Project Vitality Index

Commit consistency20%0
Release cadenceest.15%46
PR responsivenessest.15%58
Issue responsivenessest.15%51
Contributor diversityest.10%83
Maintainer continuityest.10%81
Documentation qualityest.5%81
Dependency freshnessest.5%70
Security hygieneest.5%64

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

Security & maintenance

Release recency25%0
License clarity20%92
Maintenance status25%0
Dependency stalenessest.15%61
Bus factorest.15%84

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

Ecosystem influence

Dependent repositoriesest.30%88
Quality-weighted dependentsest.20%63
Documentation citationsest.15%51
Contributor overlapest.15%50
Registry adoptionest.10%29
Topic centralityest.10%15

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