Evaluate and compare agent performance before production deployment
Includes Vertex AI evaluation tools and an interactive playground to test agent behavior, compare outputs, and validate quality before shipping to production.

Production Agents in Google Cloud in Minutes
Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability. - GoogleCloudPlatform/agent-starter-pack
Includes Vertex AI evaluation tools and an interactive playground to test agent behavior, compare outputs, and validate quality before shipping to production.
Provides one-command CI/CD setup supporting Google Cloud Build and GitHub Actions, plus built-in monitoring and observability for deployed agents on Cloud Run or Agent Engine.
The 'enhance' command adds production-ready deployment and infrastructure to existing agent projects. Code, tests, Terraform, and CI/CD carry over with no rewrites, enabling quick migration to production.
Offers modular, extensible templates that developers can customize according to their needs. Supports multiple agent frameworks (ADK, LangGraph, Java ADK) and integrates with Gemini CLI for guided development.
Agent Starter Pack provides pre-built templates (ReAct, RAG, multi-agent, Live API) with production-ready infrastructure, CI/CD pipelines, and observability built in. Users can launch agents in minutes using a single command, eliminating weeks of infrastructure work.