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.

GraphRAG blog hero

GraphRAG: New tool for complex data discovery now on GitHub 

July 2, 2024 | Darren Edge, Ha Trinh, Steven Truitt, Jonathan Larson

Project Ire - GraphRag background: Blue-green gradient

GraphRAG: Unlocking LLM discovery on narrative private data 

February 13, 2024 | Jonathan Larson, Steven Truitt

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 

November 15, 2024 | Bryan Li, Ha Trinh, Darren Edge, Jonathan Larson

LazyGraphRAG blog hero

LazyGraphRAG: Setting a new standard for quality and cost 

November 25, 2024 | 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 

December 16, 2024 | Nathan Evans, Alonso Guevara Fernández, Joshua Bradley

Open Source

The GraphRAG library is available on GitHub! The GraphRAG solution accelerator repository, an API experience hosted on Azure, has been archived but can still be referenced below.

GraphRAG Library (opens in new tab)

Archived: GraphRAG Solution Accelerator (opens in new tab)