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LearningCircuit/local-deep-research

Establishedrank #166

~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - arXiv, PubMed, your private documents. Everything Local & Encrypted.

9.4k+207 · 7d 880 81est. MITPythonpushed 4m ago
Compare View on GitHub

Composite

68

conf 65%

Momentum

57

conf 60%

Vitality (PVI)

75

conf 67%

Community

62

conf 60%

Security & maint.

85

conf 85%

Ecosystem influence

65

conf 60%

Opportunity

66

conf 60%

Breakout · 7d

38%

conf 71%

Executive summary

local-deep-research is currently classified as established with a composite score of 68/100. Momentum (57) and vitality (75) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 207 stars against a 9.4k-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

+980 · 30d
2026-07-262026-10-23

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%64
Star accelerationest.15%45
Fork velocityest.10%55
Contributor growthest.10%65
Issue activity growthest.10%66
PR activity growthest.10%65
External mention velocityest.10%20
Release event impactest.5%88
Trending-rank persistenceest.5%55

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%71
PR responsivenessest.15%74
Issue responsivenessest.15%48
Contributor diversityest.10%71
Maintainer continuityest.10%77
Documentation qualityest.5%84
Dependency freshnessest.5%84
Security hygieneest.5%59

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%42
Bus factorest.15%69

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

Ecosystem influence

Dependent repositoriesest.30%74
Quality-weighted dependentsest.20%53
Documentation citationsest.15%66
Contributor overlapest.15%63
Registry adoptionest.10%23
Topic centralityest.10%100

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