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StarTrail-org/LEANN

LEANN

RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

View on GitHub↗Upstream StarTrail-org/LEANN↗

Builder

yichuan-w

yichuan-w

yichuan-w • individual

Stars

12,695

Using upstream star count

Forks

1,145

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Jun 9, 2025

Project creation date

README Summary

<p align="center"> <img src="assets/logo-text.png" alt="LEANN Logo" width="400"> </p>

Community Evaluation

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AI Dev Skills

Unmapped

Document EmbeddingInformation RetrievalOn-device ML DeploymentPrivacy-Preserving AIRetrieval-Augmented GenerationSemantic SearchStorage CompressionVector Database Optimization

Tags

Document EmbeddingInformation RetrievalOn-device ML DeploymentPrivacy-Preserving AIRetrieval-Augmented GenerationSemantic SearchStorage CompressionVector Database OptimizationAgent MemoryAI AgentsAnthropic / ClaudeBatchingBenchmarkingC++ChunkingClaudeClaude CodeCLI ToolDatabaseDeepSeekEmbeddingsEvalsForkedGoogle AIHuggingFaceJupyterLarge Language ModelsLiteLLMLlamallama.cppLlamaIndexLLM ServingMachine LearningMCPMistralOllamaOpenAIPlanning / CoTPythonQwenReal-Time / StreamingRerankingResearch / PapersRoadmapSecuritySGLangTransformersTypeScriptVector DatabasevLLM

Taxonomy

AI Trends

On-device AIPrivacy-Preserving AIEdge ComputingEfficient AI SystemsLocal-first AI

category

Foundation ModelsAI AgentsRAG & RetrievalEvals & BenchmarkingInference & ServingDev Tools & AutomationCloud & PlatformsLearning ResourcesSecurity & SafetyData Science & Analytics

Deployment Context

Self-hostedEdge/MobileOn-premise

Industries

Legal TechHealthcareEducationKnowledge ManagementDocument Management

Modalities

Text

Skill Areas

Retrieval-Augmented GenerationVector Database OptimizationDocument EmbeddingStorage CompressionOn-device ML DeploymentPrivacy-Preserving AIInformation RetrievalSemantic Search

tag

AI AgentsAgent MemoryAnthropic / ClaudeBatchingBenchmarkingC++CLI ToolChunkingClaudeClaude CodeDatabaseDeepSeekEmbeddingsEvalsForkedGoogle AIHuggingFaceJupyterLLM ServingLarge Language ModelsLiteLLMLlamaLlamaIndexMCPMachine LearningMistralOllamaOpenAIPlanning / CoTPythonQwenReal-Time / StreamingRerankingResearch / PapersRoadmapSGLangSecuritySemantic SearchTransformersTypeScriptVector Databasellama.cppvLLM

Use Cases

Private Document Question AnsweringPersonal Knowledge Base SearchOffline Document RetrievalPrivacy-Compliant RAG ApplicationsLocal Information Extraction

Recent Activity

Updated 8 months ago

7 Days

0

30 Days

0

90 Days

0

Quality

prototype
Quality
medium
Maturity
prototype

Categories

RAG & RetrievalPrimaryEvals & BenchmarkingInference & ServingDev Tools & AutomationCloud & PlatformsLearning ResourcesSecurity & SafetyData Science & AnalyticsFoundation ModelsAI AgentsSearch & KnowledgeOther AI / ML

PM Skills

AI-Native ArchitectureCost & EfficiencyData & EvaluationDeveloper PlatformProduct DiscoveryScale & Reliability

Languages

Python100.0%

Timeline

Project created
Jun 9, 2025
Forked
Nov 8, 2025
Your last push
8 months ago
Upstream last push
2 months ago
Tracked since
Nov 8, 2025

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