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lightseekorg/tokenspeed

Establishedrank #169

TokenSpeed is a speed-of-light LLM inference engine.

2.3k+145 · 7d 331 48est. MITPythonpushed 1h ago
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Composite

68

conf 65%

Momentum

54

conf 60%

Vitality (PVI)

76

conf 67%

Community

65

conf 60%

Security & maint.

89

conf 85%

Ecosystem influence

63

conf 60%

Opportunity

47

conf 60%

Breakout · 7d

24%

conf 71%

Executive summary

tokenspeed is currently classified as established with a composite score of 68/100. Momentum (54) and vitality (76) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 145 stars against a 2.3k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 24%.

90-day trajectory

+623 · 30d
2026-07-182026-10-15

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%57
Star accelerationest.15%39
Fork velocityest.10%36
Contributor growthest.10%61
Issue activity growthest.10%71
PR activity growthest.10%52
External mention velocityest.10%47
Release event impactest.5%70
Trending-rank persistenceest.5%66

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%65
PR responsivenessest.15%93
Issue responsivenessest.15%63
Contributor diversityest.10%63
Maintainer continuityest.10%55
Documentation qualityest.5%68
Dependency freshnessest.5%90
Security hygieneest.5%66

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%84
Bus factorest.15%57

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

Ecosystem influence

Dependent repositoriesest.30%65
Quality-weighted dependentsest.20%61
Documentation citationsest.15%69
Contributor overlapest.15%34
Registry adoptionest.10%58
Topic centralityest.10%100

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