agents-cli.

Agents CLI

Agents CLI is a powerful command-line tool that transforms your favorite coding assistants into experts at building, deploying, and scaling enterprise-grade agents on Google Cloud. By providing specialized skills and commands, it eliminates the steep learning curve of mastering every Google Cloud CLI and service, allowing developers to focus on creating intelligent agent applications rather than infrastructure complexity.

Product Highlights

• Seamless Coding Agent Integration: Works natively with Claude Code, Codex, Antigravity CLI, and any other coding agent to augment their capabilities with Google Cloud agent development expertise
• End-to-End Agent Lifecycle: Covers the complete development journey from project scaffolding and ADK code patterns to evaluation, deployment, and observability
• Flexible Deployment Options: Deploy agents to Agent Runtime, Cloud Run, GKE, or set up CI/CD pipelines with enterprise-grade infrastructure provisioning
• Built-in Evaluation Framework: Generate evaluation datasets, run automated grading with LLM-as-judge methodologies, and optimize agent prompts using data-driven insights
• Gemini Enterprise Ready: Register and publish agents directly to Gemini Enterprise for centralized governance and discovery across your organization

Use Cases

• Rapid Agent Prototyping: Developers can scaffold new agent projects in seconds and leverage their coding assistant to generate ADK-compliant Python code, reducing time-to-first-agent from days to hours
• Enterprise Agent Operations: Platform teams can standardize agent deployment patterns, implement automated evaluation pipelines, and maintain observability across production agent workloads
• AI-Powered Development Workflows: Engineering organizations can integrate agents-cli into their existing coding agent workflows, enabling natural language-driven agent development that scales from local experimentation to production deployment

Target Audience

Agents CLI is designed for software developers, platform engineers, and AI teams who want to build production-ready agents on Google Cloud without becoming experts in every underlying service, as well as organizations already using Claude Code, Codex, or similar coding assistants who seek to extend their capabilities into the agent development domain.