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Get Started Free →Scaffold production-ready AI agents on Google's Agent Development Kit (ADK): ReAct-style single agents, multi-agent orchestration (Sequential/Parallel/Loop), tool wiring, evaluation, and optional Vertex AI Agent Engine deployment. Use when building, scaffolding, or deploying ADK agents on Google Cloud, or when wiring ADK tools and orchestration patterns. Trigger with "build an ADK agent", "scaffold an agent on ADK", or "deploy to Agent Engine".
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-11 | ✗→✓ | ▲ Improved | 12% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 38% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 33% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 39% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 13% | 0% |
Build production-ready agents with Google’s Agent Development Kit (ADK): scaffolding, tool wiring, orchestration patterns, testing, and optional deployment to Vertex AI Agent Engine.
google-adk installed and importablesrc/agents/, src/tools/, tests/, and a dependency file (pyproject.toml or requirements.txt)adk deploy ... command and a post-deploy validation checklist (AgentCard/task endpoints, permissions, logs).Example: Scaffold a single ReAct agent
Example: Multi-agent orchestrator
adk deploy ... + post-deploy health checks.${CLAUDE_SKILL_DIR}/references/implementation.md${CLAUDE_SKILL_DIR}/references/examples.md${CLAUDE_SKILL_DIR}/references/errors.md${CLAUDE_SKILL_DIR}/PRD.md, ${CLAUDE_SKILL_DIR}/ARD.mdOther measured skills in the registry, with their headline benchmark lift.