graphrag-toolkit
View on GitHubPython toolkit for building graph-enhanced GenAI applications
Python toolkit from AWS Labs for GraphRAG: builds hierarchical lexical graphs from unstructured data and composes graph-based question-answering strategies. Includes BYOKG-RAG for KGQA over your own knowledge graph, with integrations for Neptune, OpenSearch, PostgreSQL and LlamaIndex.
Use Cases
Knowledge graph question answering over your own KGBuilding hierarchical lexical graphs from unstructured documentsGraph-enhanced RAG for GenAI applicationsMulti-hop retrieval and question answeringHybrid vector + graph searchEnterprise knowledge base QASemantic indexing with Neptune/OpenSearch/PostgreSQL
Built With
- Language
- Python
- Frameworks
- llama-index · amazon-neptune · amazon-opensearch-serverless · postgresql · mcp
Tags
graphrag · knowledge-graph · rag · question-answering · lexical-graph · kgqa · hybrid-retrieval · vector-search · embeddings · amazon-neptune · opensearch · postgresql · llama-index · mcp · python · multi-hop-retrieval