The graphrag-toolkit provides Python tools for constructing hierarchical lexical graphs from unstructured data and composing question-answering strategies that query these graphs to answer user questions. It integrates with llama-index for LLM orchestration and supports graph databases like Amazon Neptune alongside vector capabilities for hybrid retrieval in generative AI applications.