Developed and delivered the Storage Insights Analytics feature for the googleapis/gcloud-mcp repository, focusing on enabling analytical queries directly on storage objects and buckets. Leveraging BigQuery, Google Cloud, and Node.js, the work introduced new tools such as list_insights_configs, get_metadata_table_schema, and execute_insights_query, which allow users to perform in-depth analytics without relying on external platforms. The implementation included comprehensive updates to internal documentation, ensuring clear guidance for future users and maintainers. This feature empowers teams to make data-driven decisions and optimize storage operations by providing actionable insights directly from MCP agents, with ongoing attention to stability and maintainability.