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Signals
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lightpanda-io/browser

Coolingrank #163

Lightpanda: the headless browser designed for AI and automation

35.7k+151 · 7d 1.7k 118est. AGPL-3.0Zigpushed 6m ago

Composite

69

conf 65%

Momentum

52

conf 60%

Vitality (PVI)

79

conf 67%

Community

58

conf 60%

Security & maint.

90

conf 85%

Ecosystem influence

74

conf 60%

Opportunity

50

conf 60%

Breakout · 7d

27%

conf 71%

Executive summary

browser is currently classified as cooling with a composite score of 69/100. Momentum (52) and vitality (79) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 151 stars against a 35.7k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 27%.

Video breakdown

@gptaiclips on YouTube

90-day trajectory

+800 · 30d
2026-07-052026-10-02

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%61
Star accelerationest.15%40
Fork velocityest.10%47
Contributor growthest.10%60
Issue activity growthest.10%50
PR activity growthest.10%85
External mention velocityest.10%4
Release event impactest.5%68
Trending-rank persistenceest.5%48

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%72
PR responsivenessest.15%83
Issue responsivenessest.15%57
Contributor diversityest.10%77
Maintainer continuityest.10%90
Documentation qualityest.5%66
Dependency freshnessest.5%88
Security hygieneest.5%64

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%80
Bus factorest.15%65

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

Ecosystem influence

Dependent repositoriesest.30%80
Quality-weighted dependentsest.20%69
Documentation citationsest.15%75
Contributor overlapest.15%66
Registry adoptionest.10%49
Topic centralityest.10%100

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