The article introduces a formal framework for enhancing agentic knowledge graph (KG) affordances, addressing limitations in current KG metadata standards. It proposes the Agentic Affordance Profile (AAP) to improve KG selection, composition, and failure diagnosis for agents, outlining a research agenda for implementation at scale.