GraphQL, originally designed in 2015 to help developers query precise data, is increasingly essential for AI systems and large language models that need structured, machine-readable context. The Model Context Protocol leverages GraphQL's self-describing schemas, strong typing, and composability to enable intelligent systems to explore, understand, and act on data more effectively than traditional REST or RPC APIs.