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Panniantong/Agent-Reach

Breakoutrank #2

Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

70k+12.2k · 7d 5.9k 294est. MITPythonpushed 4d ago
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Composite

78

conf 65%

Momentum

77

conf 60%

Vitality (PVI)

75

conf 67%

Community

76

conf 60%

Security & maint.

89

conf 85%

Ecosystem influence

79

conf 60%

Opportunity

68

conf 60%

Breakout · 7d

76%

conf 71%

Executive summary

Agent-Reach is currently classified as breakout with a composite score of 78/100. Momentum (77) and vitality (75) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 12,242 stars against a 70k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 76%.

90-day trajectory

+48.4k · 30d
2026-05-132026-08-10

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%100
Star accelerationest.15%54
Fork velocityest.10%100
Contributor growthest.10%82
Issue activity growthest.10%47
PR activity growthest.10%45
External mention velocityest.10%100
Release event impactest.5%69
Trending-rank persistenceest.5%62

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

Project Vitality Index

Commit consistency20%88
Release cadenceest.15%64
PR responsivenessest.15%81
Issue responsivenessest.15%62
Contributor diversityest.10%91
Maintainer continuityest.10%66
Documentation qualityest.5%74
Dependency freshnessest.5%60
Security hygieneest.5%71

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

Security & maintenance

Release recency25%91
License clarity20%92
Maintenance status25%88
Dependency stalenessest.15%90
Bus factorest.15%86

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

Ecosystem influence

Dependent repositoriesest.30%92
Quality-weighted dependentsest.20%84
Documentation citationsest.15%50
Contributor overlapest.15%64
Registry adoptionest.10%71
Topic centralityest.10%100

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