go-adk
Expert guidance for developing agents with google.golang.org/adk (Go ADK).
When to trigger
- The user mentions Go ADK,
google.golang.org/adk,adk-go, or asks how to build agents in Go. - The task involves ADK concepts like
llmagent, tools, callbacks, sessions/state/memory, workflow agents, streaming, MCP, A2A, ADK web/API runtime, launchers, deployment, evaluation, or safety controls.
Core rules
- Treat references/llms-index.md as the required ADK coverage map.
- Target the current stable Go ADK v1.x surface; as of May 5, 2026, use
v1.2.0as the default baseline unless the repo pins an older tag. - Prefer official ADK Go APIs, package docs, and examples over ad-hoc wrappers.
- Follow existing repository patterns first (imports, launcher style, layout, env handling).
- For version-sensitive behavior, check package docs and release/docs pages before giving definitive guidance.
- Prioritize Go-specific ADK docs first; if a feature is documented only in another SDK doc, call that out explicitly and avoid presenting it as established Go API.
- Keep agent names unique and never use
useras an agent name. - Use concise
Descriptionfields so delegation and tool selection remain reliable. - Treat ADK Web as development-only unless the user explicitly asks for production runtime choices.
- Do not mix older pre-v1 snippets with current v1 launcher/runtime patterns in the same answer.
Workflow
- Map task to ADK domain:
- Build, run, deploy, evaluate, safety, components, protocols, or reference.
- Load only the relevant sections from references/llms-index.md.
- Confirm execution style:
- Launcher-first app (
cmd/launcher/fullfor local development,cmd/launcher/prodfor production-facing launchers) or embedded runtime (runner.New(...)+Runner.Run(...)). - Local CLI, dev web UI, REST/API server, or custom service loop.
- Launcher-first app (
- Build the first working agent:
llmagent.New(llmagent.Config{...})with a concrete model (commonlygemini.NewModel(ctx, ..., &genai.ClientConfig{...})).- Add minimum viable
Instruction,Description, and eitherToolsorToolsets.
- Add tools safely:
- Use
functiontool.New(...)for typed custom tools. - Use
mcptoolset.New(...), skills, or other ADK-native integrations only when needed. - For sensitive tools, apply confirmations, auth, and policy callbacks; prefer
tool.WithConfirmation(...)for grouped toolsets.
- Use
- Wire stateful execution:
- Sessions via
session.Service(oftensession.InMemoryService()for local dev). - Add
memory.Serviceonly when cross-session retrieval is required. - Add artifact/state/context management only when required by the workflow.
- Sessions via
- Apply control points:
- Use callbacks (
Before/After Agent,Before/After Model,OnModelError,Before/After Tool,OnToolError) for logging, caching, guardrails, and overrides. - Prefer plugins for reusable security policy enforcement.
- Use callbacks (
- Scale composition:
- Use workflow agents for deterministic orchestration (
sequentialagent,parallelagent,loopagent). - Use multi-agent delegation (descriptions + transfer behavior) only when specialization is clear.
- Use remote agents/A2A only when process or host boundaries are intentional.
- Use workflow agents for deterministic orchestration (
- Select runtime/deployment posture:
- Local dev:
full.NewLauncher()withgo run agent.go,go run agent.go web api, orgo run agent.go web api webui. - Production:
prod.NewLauncher()or embedded server/runtime plus deployment target, observability, and safety posture.
- Local dev:
- Verify behavior end-to-end:
- Validate happy-path conversation, tool errors, callbacks, session lifecycle, confirmation behavior, and evaluation criteria.
Output expectations
- Provide exact Go imports, runnable snippets, and command lines that match the chosen runtime mode.
- Call out version-sensitive behavior if the user targets older ADK tags or the repo mixes docs from multiple ADK generations.
- Mention the relevant ADK doc section when guidance comes from
llms-indexcategories beyond core Go quickstart pages. - Prefer small, testable incremental changes over large rewrites.
References
- Quickstart and launcher baseline: references/quickstart.md
- Core APIs and agent config: references/core-primitives.md
- Tools, callbacks, and guardrails: references/tools-and-guardrails.md
- Runtime modes, examples, and A2A: references/runtime-and-examples.md
- Models, versioning, and operations posture: references/models-and-operations.md
- Required ADK source map (
llms.txt-derived curated index): references/llms-index.md