1 Introduction  
2 Comparison with Related Techniques and Surveys  
3 Preliminaries  
4 Overview of GraphRAG  
5 Graph-Based Indexing  
6 Graph-Guided Retrieval  
7 Graph-Enhanced Generation  
8 Training  
9 Applications and Evaluation  
10 Future Prospects  
11 Conclusion