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microsoft/graphrag

graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system

Builder

Microsoft

Microsoft

microsoft • big-tech

Stars

31,956

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Forks

3,363

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0

Activity Score

0/100

0 commits in 30d

Created

Mar 27, 2024

Project creation date

README Summary

GraphRAG is Microsoft's modular graph-based Retrieval-Augmented Generation system that enhances LLM question-answering over private datasets by using knowledge graphs. It structures unstructured text data into graph representations to improve retrieval accuracy and reasoning capabilities. The system provides both local and global search modes for different types of queries.

AI Dev Skills

Unmapped

Retrieval-Augmented GenerationKnowledge Graph ConstructionGraph Neural NetworksNatural Language ProcessingInformation ExtractionLarge Language Model IntegrationVector EmbeddingsGraph Database ManagementEntity Recognition and Linking

Tags

Retrieval-Augmented GenerationKnowledge Graph ConstructionGraph Neural NetworksNatural Language ProcessingInformation ExtractionLarge Language Model IntegrationVector EmbeddingsGraph Database ManagementEntity Recognition and LinkingCompound AI SystemsLegal TechKnowledge GraphsKnowledge Base ConstructionFinancial ServicesHealthcareResearch Literature AnalysisResearch and AcademiaComplex Document Question AnsweringCloud APIMulti-hop Reasoning Over DocumentsEnterprise Knowledge ManagementSelf-hostedTextAgentic AIOn-premiseEnterprise Search EnhancementPython

Taxonomy

Recent Activity

Updated 1 months ago

7 Days

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30 Days

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90 Days

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Quality

prototype
Quality
medium
Maturity
prototype

Categories

Foundation ModelsPrimaryEvals & BenchmarkingNLP & TextHealthcare & BiologyDev Tools & AutomationLearning ResourcesRAG & RetrievalFinance & LegalEdge & Mobile AISearch & KnowledgeOther AI / MLAI Agents

PM Skills

Developer Platform

Languages

Python100.0%

Timeline

Project created
Mar 27, 2024
Forked
Mar 13, 2026
Your last push
1 months ago
Upstream last push
10 days ago
Tracked since
Mar 12, 2026

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