Pyyan / Compare / txtai vs GraphRAG
txtai vs GraphRAG
2 of 5RAG & Knowledge Graphs · verified 13 Aug 2026
txtaiNeuMLcurrent
GraphRAGMicrosoftcurrent| Specification | txtai | GraphRAG |
|---|---|---|
| Summary | An embeddings database with everything attached. | Build a knowledge graph first, then query it. |
| Kind | Framework | Library |
| Graph | Yes | Yes, core |
| Language | Python | Python |
| Licence | Apache 2.0 | MIT |
| GitHub stars | ~11k | ~25k |
| Category | RAG & Knowledge Graphs | RAG & Knowledge Graphs |
| Official | NeuML ↗ | Microsoft ↗ |
Highlighted rows are where these differ.
txtai
- Index, search, pipelines and workflows in one package
- Runs happily on a laptop
Best for small teams who want one library.
GraphRAG
- Extracts entities and relationships, then summarises communities
- Answers “what are the themes here” which vector search cannot
- Expensive to index
Best for questions no single chunk can answer.