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Robbyant/lingbot-map

Emergingrank #85

[ECCV 2026 Best Paper Award Candidate] LingBot-Map: Geometric Context Transformer for Streaming 3D Reconstruction

17.6k+1.7k · 7d 1.9k 116est. Apache-2.0Pythonpushed 3d ago
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Composite

73

conf 65%

Momentum

72

conf 60%

Vitality (PVI)

76

conf 67%

Community

63

conf 60%

Security & maint.

88

conf 85%

Ecosystem influence

65

conf 60%

Opportunity

64

conf 60%

Breakout · 7d

69%

conf 71%

Executive summary

lingbot-map is currently classified as emerging with a composite score of 73/100. Momentum (72) and vitality (76) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 1,688 stars against a 17.6k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 69%.

90-day trajectory

+6.7k · 30d
2026-07-122026-10-09

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%90
Star accelerationest.15%54
Fork velocityest.10%82
Contributor growthest.10%85
Issue activity growthest.10%37
PR activity growthest.10%43
External mention velocityest.10%96
Release event impactest.5%71
Trending-rank persistenceest.5%62

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

Project Vitality Index

Commit consistency20%90
Release cadenceest.15%78
PR responsivenessest.15%87
Issue responsivenessest.15%60
Contributor diversityest.10%77
Maintainer continuityest.10%67
Documentation qualityest.5%70
Dependency freshnessest.5%61
Security hygieneest.5%66

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

Security & maintenance

Release recency25%92
License clarity20%92
Maintenance status25%90
Dependency stalenessest.15%80
Bus factorest.15%77

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

Ecosystem influence

Dependent repositoriesest.30%81
Quality-weighted dependentsest.20%57
Documentation citationsest.15%75
Contributor overlapest.15%72
Registry adoptionest.10%53
Topic centralityest.10%14

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