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LAMDA-NeSy/Research-Starter-Kit

Emergingrank #205

从0开始，掌握做科研、写论文的基本流程。

4.4k+2k · 7d 160 30est. NOASSERTIONUnknownpushed 1mo ago
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Composite

51

conf 65%

Momentum

65

conf 60%

Vitality (PVI)

46

conf 67%

Community

53

conf 60%

Security & maint.

26

conf 85%

Ecosystem influence

57

conf 60%

Opportunity

55

conf 60%

Breakout · 7d

64%

conf 71%

Executive summary

Research-Starter-Kit is currently classified as emerging with a composite score of 51/100. Momentum (65) and vitality (46) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 1,959 stars against a 4.4k-star base. Risk is assessed as high; the interpretable model puts its probability of entering the top trend cohort within 7 days at 64%.

90-day trajectory

+7.9k · 30d
2026-07-092026-10-06

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%91
Star accelerationest.15%53
Fork velocityest.10%93
Contributor growthest.10%45
Issue activity growthest.10%16
PR activity growthest.10%48
External mention velocityest.10%100
Release event impactest.5%33
Trending-rank persistenceest.5%50

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

Project Vitality Index

Commit consistency20%0
Release cadenceest.15%40
PR responsivenessest.15%58
Issue responsivenessest.15%82
Contributor diversityest.10%55
Maintainer continuityest.10%53
Documentation qualityest.5%56
Dependency freshnessest.5%69
Security hygieneest.5%42

Model tn-interpretable-1.0.0 · confidence 67% · coverage 92% · missing: licenseClarity

Security & maintenance

Release recency25%16
License clarity20%30
Maintenance status25%0
Dependency stalenessest.15%54
Bus factorest.15%52

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

Ecosystem influence

Dependent repositoriesest.30%59
Quality-weighted dependentsest.20%64
Documentation citationsest.15%58
Contributor overlapest.15%30
Registry adoptionest.10%34
Topic centralityest.10%97

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