Take a Claude Agent SDK agent from install to deploy with Agents CLI
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Practical guide for deploying Claude Agent SDK agents to Cloud Run, directly matches AI agent orchestration and cloud infrastructure interests.
Google's Agents CLI v1.12.0+ now provides a first-party extension for Claude Agent SDK agents, wrapping them with the same create, run, eval, and deploy commands previously exclusive to ADK agents. The extension handles session persistence via Cloud SQL, tracing, metrics, and eval grading using the same format as ADK, so teams skip building operational infrastructure. A single `uvx google-agents-cli setup` command scaffolds a project targeting Cloud Run, with a plain Python agent file using `ClaudeAgentOptions` and MCP servers, and eval scores 5/5 on default test cases.