Google Cloud Storage (GCS) MCP server enables secure, standardized AI agent access to unstructured data at scale. The post shares examples from Palo Alto Networks (Strata Co-Pilot), Airwallex (AI Assistant), and Snap (Job Optimization Agent) demonstrating GCS as a data backbone for production agents, and explains how to integrate auto annotations and object contexts to turn passive storage objects into rich reasoning context.