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python/cpython

Establishedrank #169

The Python programming language

77.7k+315 · 7d 38.6k 828est. NOASSERTIONPythonpushed 6m ago
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Composite

68

conf 65%

Momentum

61

conf 60%

Vitality (PVI)

71

conf 67%

Community

73

conf 60%

Security & maint.

77

conf 85%

Ecosystem influence

61

conf 60%

Opportunity

67

conf 60%

Breakout · 7d

33%

conf 71%

Executive summary

cpython is currently classified as established with a composite score of 68/100. Momentum (61) and vitality (71) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 315 stars against a 77.7k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 33%.

90-day trajectory

+1.6k · 30d
2026-07-212026-10-18

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%69
Star accelerationest.15%42
Fork velocityest.10%61
Contributor growthest.10%100
Issue activity growthest.10%100
PR activity growthest.10%51
External mention velocityest.10%4
Release event impactest.5%74
Trending-rank persistenceest.5%36

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%85
PR responsivenessest.15%36
Issue responsivenessest.15%38
Contributor diversityest.10%100
Maintainer continuityest.10%80
Documentation qualityest.5%63
Dependency freshnessest.5%50
Security hygieneest.5%63

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

Security & maintenance

Release recency25%100
License clarity20%30
Maintenance status25%100
Dependency stalenessest.15%45
Bus factorest.15%93

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

Ecosystem influence

Dependent repositoriesest.30%100
Quality-weighted dependentsest.20%65
Documentation citationsest.15%48
Contributor overlapest.15%39
Registry adoptionest.10%39
Topic centralityest.10%9

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