AutoGraft is a lightweight Python middleware for GraphRAG Entity Resolution. It intercepts entities before they hit Neo4j to eliminate duplicates using a 3-layer hybrid approach (Deterministic + Vector + LLM), reducing API costs by up to 100% compared to LangChain.