Give your coding agent guidance for building, evaluating, and deploying Google ADK agents on Google Cloud.
Agents CLI combines a command-line toolkit with skills that guide your coding agent through developing agents with Google’s Agent Development Kit (ADK). The skills cover project setup, implementation, evaluation, deployment, and production monitoring. Once the skills are installed and visible, your coding agent can select them from your requests in natural language. You can also run the CLI commands yourself.
For local development, running, and evaluation, the agent you build needs model credentials separate from your coding agent’s sign-in. For Gemini models, use a Gemini API key or Google Cloud Application Default Credentials; see authentication options.
Describe the agent’s purpose, tools, and constraints to your coding agent. The workflow and scaffolding skills guide project creation, while the ADK code skill supplies implementation patterns. Existing projects can also gain deployment and CI/CD scaffolding.
Build evaluation datasets and scoring criteria, then compare results as you change the agent. The evaluation skill covers response quality, tool use, and failure analysis.
Use the deployment guidance to choose Agent Runtime, Cloud Run, or GKE and prepare deployment or CI/CD. Deployment needs the Google Cloud SDK, Terraform, and a Google Cloud project with billing enabled and appropriate IAM permissions. Publishing a deployed agent in Gemini is a separate step that makes it discoverable.
Use Cloud Trace and optional BigQuery analytics to inspect agent execution, tool calls, and model interactions. Prompt-response logging can export full prompts and responses to Cloud Storage and BigQuery, so review content capture settings before using it with sensitive data.
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Implement ADK agents with patterns for tools, orchestration, callbacks, and state.
Create agent projects or add deployment and CI/CD scaffolding to existing code.
Guide development from requirements through evaluation, deployment, and monitoring.
Build evaluation datasets, score behavior, compare results, and investigate failures.
Deploy agents to Agent Runtime, Cloud Run, or GKE and configure CI/CD.
Inspect execution with Cloud Trace, logging, BigQuery analytics, and third-party integrations.
Register deployed agents in Gemini so others can discover them.
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Choose Agents CLI setup to install the command-line toolkit alongside the skill bundle. Choose Skills CLI to install only the skills if you already have the CLI.
Run setup in your terminal to install the CLI and coding-agent skills.
uvx google-agents-cli setupOpen Claude Code and check its skills list for google-agents-cli-workflow and the other Agents CLI skills.
Run the skills installer in your terminal from the project folder where you will use Claude Code, and install the Agents CLI skill bundle for Claude Code. Skills are installed into the current project by default; to make them available across projects, append -g to the command.
npx skills add google/agents-cliOpen Claude Code in the same project and check its skills list for google-agents-cli-workflow and the other Agents CLI skills.
Run setup in your terminal to install the CLI and coding-agent skills.
uvx google-agents-cli setupLaunch Antigravity CLI from your IDE or terminal and check that google-agents-cli-workflow and the other Agents CLI skills are available.
Run the skills installer in your terminal from the project folder where you will use Antigravity CLI, and install the Agents CLI skill bundle for Antigravity. This installs the skills into the current project.
npx skills add google/agents-cliFor installation across projects, check Antigravity’s global skill locations: the Skills CLI’s global destination differs from the documented Antigravity CLI locations.
Launch Antigravity CLI from your IDE or terminal with the same project open and check that google-agents-cli-workflow and the other Agents CLI skills are available.
Run setup in your terminal to install the CLI and coding-agent skills.
uvx google-agents-cli setupOpen Codex and check that google-agents-cli-workflow and the other Agents CLI skills are available.
Run the skills installer in your terminal from the project folder where you will use Codex, and install the Agents CLI skill bundle for Codex. Skills are installed into the current project by default; to make them available across projects, append -g to the command.
npx skills add google/agents-cliOpen Codex in the same project and check that google-agents-cli-workflow and the other Agents CLI skills are available.