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EthicalML/awesome-production-machine-learning

Establishedrank #178

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

21k+113 · 7d 2.6k 159est. MITUnknownpushed 6m ago
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Composite

66

conf 65%

Momentum

51

conf 60%

Vitality (PVI)

78

conf 67%

Community

56

conf 60%

Security & maint.

90

conf 85%

Ecosystem influence

66

conf 60%

Opportunity

61

conf 60%

Breakout · 7d

49%

conf 71%

Executive summary

awesome-production-machine-learning is currently classified as established with a composite score of 66/100. Momentum (51) and vitality (78) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 113 stars against a 21k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 49%.

90-day trajectory

+458 · 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%57
Star accelerationest.15%53
Fork velocityest.10%46
Contributor growthest.10%80
Issue activity growthest.10%33
PR activity growthest.10%59
External mention velocityest.10%5
Release event impactest.5%82
Trending-rank persistenceest.5%44

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%61
PR responsivenessest.15%82
Issue responsivenessest.15%72
Contributor diversityest.10%82
Maintainer continuityest.10%66
Documentation qualityest.5%90
Dependency freshnessest.5%75
Security hygieneest.5%46

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%47
Bus factorest.15%100

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

Ecosystem influence

Dependent repositoriesest.30%84
Quality-weighted dependentsest.20%73
Documentation citationsest.15%39
Contributor overlapest.15%26
Registry adoptionest.10%61
Topic centralityest.10%100

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