Awesome Graphrag

A curated list of GraphRAG, Knowledge Graph, and other graphy GenAI resources

Contents

• Software
• Datasets
• Reading Material

Software

RAG

• circlemind-ai/fast-graphrag
• gusye1234/nano-graphrag
• HKUDS/LightRAG
• langchain graph_transformers
• llamaindex property-graph-index
• microsoft/graphrag
• neo4j/neo4j-graphrag-python
• whyhow-ai/knowledge-graph-studio

Deep Learning

GNNs, GATs and friends

• google-deepmind/jraph
• gordicaleksa/pytorch-GAT
• pyg-team/pytorch_geometric

Datasets

• jiho283/FactKG - FactKG: Fact Verification via Reasoning on Knowledge Graphs
• MozerWang/Loong - Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA
• yuyuz/MetaQA - MoviE Text Audio QA (MetaQA): a benchmark dataset for question answering

Reading Material

Articles

• Implementing GraphReader With Neo4j and LangGraph
• The GraphRAG Manifesto: Adding Knowledge to GenAI
• Unbundling the Graph in GraphRAG
• Three-Layer Fixed Entity Architecture for Efficient RAG on Graphs

Notable Research Papers

• Graph Retrieval-Augmented Generation: A Survey
• G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
• From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference Information

• GraphRAG Pattern Catalog
• Another Awesome GraphRAG
• More Awesome GraphRAG

Contribute

Contributions welcome! Read the contribution guidelines first.