The three main components of knowledge graphs in GraphRAG are entities (distinct objects/persons/places/events/concepts extracted from text chunks, forming nodes), relationships (connections between entities, also extracted by LLM analysis), and communities (clusters of related entities identified through hierarchical community detection, typically the Leiden algorithm).