Image of an entity network with color-coded communities

Project GraphRAG

LLM-Derived Knowledge Graphs

GraphRAG

GraphRAG (Graphs + Retrieval Augmented Generation) is a technique for richly understanding text datasets by combining text extraction, network analysis, and LLM prompting and summarization into a single end-to-end system.

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GraphRAG image on blue to green gradient

GraphRAG auto-tuning provides rapid adaptation to new domains 

2024年9月9日

GraphRAG blog hero

GraphRAG: New tool for complex data discovery now on GitHub 

2024年7月2日 | Darren Edge, Ha Trinh, Steven Truitt, Jonathan Larson

Project Ire - GraphRag background: Blue-green gradient

GraphRAG: Unlocking LLM discovery on narrative private data 

2024年2月13日 | Jonathan Larson, Steven Truitt

Three icons that represent (left to right) search, GraphRAG, and the globe.

Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency 

2024年10月31日

The image features three white icons on a gradient background transitioning from blue on the left to green on the right. The first icon, located on the left, depicts a hierarchical structure resembling a workflow with connected squares. The middle icon represents GraphRAG (interconnected nodes and lines). The third icon, on the right, shows a globe with a magnifying glass overlaying it, symbolizing global search.

GraphRAG: Improving global search via dynamic community selection 

2024年11月15日 | Bryan Li, Ha Trinh, Darren Edge, Jonathan Larson

LazyGraphRAG blog hero

LazyGraphRAG: Setting a new standard for quality and cost 

2024年11月25日 | Darren Edge, Ha Trinh, Jonathan Larson

GraphRAG blog hero - cluster of small circular nodes on a blue/green gradient background

Moving to GraphRAG 1.0 – Streamlining ergonomics for developers and users 

2024年12月16日 | Nathan Evans, Alonso Guevara Fernández, Joshua Bradley

Gradient background transitioning from blue to pink with two white icons. The left icon depicts a network or molecule structure with interconnected nodes, and the right icon shows a laptop.

Claimify: Extracting high-quality claims from language model outputs 

2025年3月19日 | Dasha Metropolitansky

Open Source

The GraphRAG library and complementary solution accelerator, an easy-to-use API experience hosted on Azure, are now both available on GitHub!

GraphRAG Solution Accelerator (opens in new tab)

GraphRAG Library (opens in new tab)