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comet-ml/opik

Establishedrank #167

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

22.7k+354 · 7d 1.9k 140est. Apache-2.0Pythonpushed 6m ago
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Composite

67

conf 65%

Momentum

57

conf 60%

Vitality (PVI)

69

conf 67%

Community

63

conf 60%

Security & maint.

86

conf 85%

Ecosystem influence

70

conf 60%

Opportunity

60

conf 60%

Breakout · 7d

38%

conf 71%

Executive summary

opik is currently classified as established with a composite score of 67/100. Momentum (57) and vitality (69) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 354 stars against a 22.7k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 38%.

90-day trajectory

+1.7k · 30d
2026-07-222026-10-19

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%71
Star accelerationest.15%45
Fork velocityest.10%61
Contributor growthest.10%61
Issue activity growthest.10%52
PR activity growthest.10%71
External mention velocityest.10%14
Release event impactest.5%89
Trending-rank persistenceest.5%43

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%58
PR responsivenessest.15%38
Issue responsivenessest.15%57
Contributor diversityest.10%80
Maintainer continuityest.10%87
Documentation qualityest.5%62
Dependency freshnessest.5%50
Security hygieneest.5%80

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%44
Bus factorest.15%71

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

Ecosystem influence

Dependent repositoriesest.30%81
Quality-weighted dependentsest.20%80
Documentation citationsest.15%49
Contributor overlapest.15%68
Registry adoptionest.10%21
Topic centralityest.10%100

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