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neuml/txtai

Establishedrank #159

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

13k+137 · 7d 916 86est. Apache-2.0Pythonpushed 4m ago
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Composite

69

conf 65%

Momentum

52

conf 60%

Vitality (PVI)

82

conf 67%

Community

62

conf 60%

Security & maint.

85

conf 85%

Ecosystem influence

69

conf 60%

Opportunity

57

conf 60%

Breakout · 7d

41%

conf 71%

Executive summary

txtai is currently classified as established with a composite score of 69/100. Momentum (52) and vitality (82) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 137 stars against a 13k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 41%.

90-day trajectory

+608 · 30d
2026-07-082026-10-05

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%59
Star accelerationest.15%48
Fork velocityest.10%51
Contributor growthest.10%75
Issue activity growthest.10%48
PR activity growthest.10%44
External mention velocityest.10%10
Release event impactest.5%71
Trending-rank persistenceest.5%72

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%86
PR responsivenessest.15%89
Issue responsivenessest.15%75
Contributor diversityest.10%72
Maintainer continuityest.10%84
Documentation qualityest.5%76
Dependency freshnessest.5%53
Security hygieneest.5%57

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%64

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

Ecosystem influence

Dependent repositoriesest.30%75
Quality-weighted dependentsest.20%58
Documentation citationsest.15%65
Contributor overlapest.15%51
Registry adoptionest.10%73
Topic centralityest.10%100

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