Official
Google's MCP server for deploying apps to Cloud Run from an agent, with service listing and log reading
Google Cloud
Google Cloud provides AI tools for managing Kubernetes and cloud deployments. Their offerings include kubectl-ai, a cli that converts natural language into kubectl commands and functions as an MCP server. They also offer MCP servers for Cloud Run and GKE, enabling app deployment, resource management, log access, and cost and upgrade risk analysis.
MCP servers
Official
Google Cloud's MCP server and Gemini CLI extension for GKE clusters: resources, logs, deploys, costs and upgrade risks
CLI tools
Official
An AI assistant for Kubernetes that turns plain-language requests into kubectl operations and doubles as an MCP server