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infiniflow/ragflow

Saturatedrank #23

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

92.1k+1.9k · 7d 11k 286est. Apache-2.0Gopushed 5h ago
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Composite

76

conf 65%

Momentum

71

conf 60%

Vitality (PVI)

78

conf 67%

Community

73

conf 60%

Security & maint.

88

conf 85%

Ecosystem influence

75

conf 60%

Opportunity

69

conf 60%

Breakout · 7d

50%

conf 71%

Executive summary

ragflow is currently classified as saturated with a composite score of 76/100. Momentum (71) and vitality (78) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 1,929 stars against a 92.1k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 50%.

Analyst note

AI-drafted · numbers from tracked data

The momentum-vs-vitality relationship suggests that a project with high vitality (78/100) and steady momentum (71/100) is likely to continue growing in popularity. However, the significant drop in vitality from 92 to 78 may indicate a temporary slowdown or even a decline if not addressed. In this context, adopting the repository now might be beneficial for someone looking to capitalize on its current success, but it's essential to consider whether the project is still viable and sustainable in the long term.

Video breakdown

@gptaiclips on YouTube
Programmatic Directory Domination: LangChain Agents + RAGFlow = $60K/MonthProgrammatic Directory Domination: LangChain Agents + RAGFlow = $60K/Month6mo agoThe Invisible Cash Cow: Multilingual Content Hubs with RAGFlow + LangChainThe Invisible Cash Cow: Multilingual Content Hubs with RAGFlow + LangChain6mo agoBuild a Production-Ready AI Agent Stack in 1 Hour (OpenClaw + LangChain + RAGFlow)Build a Production-Ready AI Agent Stack in 1 Hour (OpenClaw + LangChain + RAGFlow)6mo ago

90-day trajectory

+8.4k · 30d
2026-07-162026-10-13

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%91
Star accelerationest.15%49
Fork velocityest.10%81
Contributor growthest.10%65
Issue activity growthest.10%83
PR activity growthest.10%78
External mention velocityest.10%19
Release event impactest.5%81
Trending-rank persistenceest.5%78

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

Project Vitality Index

Commit consistency20%99
Release cadenceest.15%58
PR responsivenessest.15%82
Issue responsivenessest.15%48
Contributor diversityest.10%91
Maintainer continuityest.10%90
Documentation qualityest.5%90
Dependency freshnessest.5%68
Security hygieneest.5%80

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%99
Dependency stalenessest.15%51
Bus factorest.15%82

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

Ecosystem influence

Dependent repositoriesest.30%97
Quality-weighted dependentsest.20%68
Documentation citationsest.15%37
Contributor overlapest.15%77
Registry adoptionest.10%51
Topic centralityest.10%100

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