docs: refresh planner priorities for 4035

Co-authored-by: Codex <codex@openai.com>

.github/ISSUE_TEMPLATE/config.yml

@@ -1,5 +1,8 @@
 blank_issues_enabled: true
 contact_links:
+  - name: 🔒 Report a vulnerability
+    url: https://github.com/micro/go-micro/security/advisories/new
+    about: Privately disclose security vulnerabilities to the maintainers.
   - name: 💖 Sponsor Go Micro
     url: https://github.com/sponsors/asim
     about: Fund ongoing development and see your name or logo on the project.

.github/loop/PRIORITIES.md

@@ -21,9 +21,6 @@ changes, architectural rewrites. Those go to the human.
 
 ## Work queue (ranked)
 
-1. **Checkpoint and resume durable agent runs** ([#3902](https://github.com/micro/go-micro/issues/3902)) — #3906 closed the cross-provider conformance item (#3901), and there are no open `codex` PRs in flight. The highest-value remaining Next-phase gap is now durability: flows already checkpoint and resume, but long agent runs still do not. Closing this asymmetry makes services → agents → workflows feel like one runtime under interruption and deploy/restart conditions. Keep it additive; do not break the public agent API.
-2. **Broaden provider streaming and keep chat/A2A streaming end to end** ([#3903](https://github.com/micro/go-micro/issues/3903)) — after durability, streaming is the next developer-visible seam in the inner loop. Real chat and long-running A2A tasks need token streaming to stay coherent from provider → `ai.Stream` → `micro chat` → A2A `message/stream`, with mock/default CI coverage plus key-gated live provider checks and safe fallback for non-streaming providers.
-3. **Trace agent runs as OpenTelemetry spans** ([#3908](https://github.com/micro/go-micro/issues/3908)) — the blog/README/roadmap story promises an operable harness, and the developer on-ramp now includes chat, inspect, and run-history checkpoints. The next observability gap is production-grade trace correlation for `RunInfo`: steps, tool calls, delegation, status, durations, and failures should be visible as spans while defaulting to no-op when tracing is not configured.
-
+1. **Surface a no-secret first-agent demo command** ([#4036](https://github.com/micro/go-micro/issues/4036)) — The previous top adoption/operability item shipped in #4034 and closed #4031/#4033 by adding `micro agent doctor` for scaffold → run → chat → inspect recovery. The remaining open `codex` PR is #4022, a human-review blog/changelog draft, so it should not occupy the autonomous builder queue. With the README, website roadmap, and blog all telling the same story — agents are services on one runtime, and the first developer success path matters as much as hardening — the next highest-value gap is CLI discoverability before a user even knows which repository example or doc to open. A provider-free `micro` affordance that surfaces the maintained first-agent/support demo path keeps the on-ramp walkable from the installed binary, links the no-secret path to live-provider chat and inspect/debugging docs, and is CI-verifiable without API keys or broad API changes.
 _Seeded by Claude Code from the roadmap + open issues; thereafter maintained by the
 architecture-review pass._

CHANGELOG.md

@@ -16,6 +16,27 @@ next version when it ships.
 
 ## [Unreleased]
 
+## [6.3.15] - July 2026
+
+### Added
+- **Anthropic streaming** — the Anthropic provider now supports Messages SSE streaming and is registered as a streaming-capable provider, with capability docs and parser coverage. (`ai/anthropic/`, `internal/website/docs/guides/`)
+- **AP2 mandate foundation for A2A** — the A2A gateway now has the shared payment-mandate foundation needed for AP2-style agent payment flows. (`gateway/a2a/`)
+- **Smallest first-agent example** — a no-secret, mock-model first-agent example gives the on-ramp a minimal runnable starting point. (`examples/first-agent/`)
+
+### Changed
+- **First-agent CLI next steps** — CLI output now points new users toward the maintained first-agent path after scaffold/run milestones. (`cmd/micro/`)
+
+### Fixed
+- **Plan/delegate completion** — plan-delegate runs now preserve completed steps, guard ordering, require notify-before-completion, and stabilize checkpoint continuation paths. (`agent/`, `internal/harness/`)
+- **Provider text tool calls** — AtlasCloud and weaker-model fallback paths now recover tagged, `Create`-suffixed, mixed text/tool-call, and follow-up tool calls more reliably. (`agent/`, `ai/atlascloud/`)
+- **First-agent broker isolation** — the first-agent harness now isolates broker state more reliably across runs. (`internal/harness/`)
+
+### Documentation
+- **First-agent example path** — docs and website wayfinding now surface the smallest example, no-secret transcript, and 0→hero path together. (`README.md`, `internal/website/docs/`)
+- **Agent operations guidance** — agent debugging docs now include operational failure guidance, inspect hints, and durable resume pointers. (`internal/website/docs/guides/`)
+
+---
+
 ## [6.3.14] - July 2026
 
 ### Added

README.md

@@ -87,14 +87,15 @@ make harness
 After install and the first `micro new`/`micro run` smoke check, take the
 walkable agent path in this order:
 
-1. [No-secret first-agent transcript](internal/website/docs/guides/no-secret-first-agent.md) — run the
+1. [Smallest first-agent example](examples/first-agent/) — run one service-backed agent with a mock model and no provider key.
+2. [No-secret first-agent transcript](internal/website/docs/guides/no-secret-first-agent.md) — run the
    maintained support agent with a mock model and see services → agents → workflows succeed without a key.
-2. [Your First Agent](internal/website/docs/guides/your-first-agent.md) — build a
+3. [Your First Agent](internal/website/docs/guides/your-first-agent.md) — build a
    service-backed agent and talk to it with `micro chat`.
-3. [Debugging your agent](internal/website/docs/guides/debugging-agents.md) — use
+4. [Debugging your agent](internal/website/docs/guides/debugging-agents.md) — use
    `micro agent inspect`, run history, memory, and provider checks when the first
    conversation does something unexpected.
-4. [0→hero Reference](internal/website/docs/guides/zero-to-hero.md) — complete the
+5. [0→hero Reference](internal/website/docs/guides/zero-to-hero.md) — complete the
    services → agents → workflows loop with scaffold, run, chat, inspect, flow
    history, and deploy dry-run commands that match the maintained harness.
 
@@ -439,9 +440,12 @@ resp, _ := m.Generate(ctx, &ai.Request{Prompt: "hello"})
 
 ## Examples
 
+New to agents? Follow the [first-agent on-ramp](#first-agent-on-ramp), then use the [examples index](examples/README.md) for the full services → agents → workflows map.
+
 - [hello-world](examples/hello-world/) — Basic RPC service
 - [multi-service](examples/multi-service/) — Multiple services in one binary
 - [mcp](examples/mcp/) — MCP integration with AI agents
+- [first-agent](examples/first-agent/) — Smallest provider-free service-backed agent
 - [agent-plan-delegate](examples/agent-plan-delegate/) — Agent planning and multi-agent delegation
 - [agent-durable](examples/agent-durable/) — Checkpoint and resume an agent run without replaying completed tool side effects
 - [grpc-interop](examples/grpc-interop/) — Call go-micro from any gRPC client

SECURITY.md

@@ -17,11 +17,11 @@ We actively support the following versions of go-micro:
 
 ### How to Report
 
-Send security vulnerability reports to: **security@go-micro.dev**
-
-Or use GitHub's private security advisory feature:
+Use GitHub's private security advisory feature:
 https://github.com/micro/go-micro/security/advisories/new
 
+This keeps vulnerability reports private, ties follow-up to the affected repository, and avoids relying on project email routing.
+
 ### What to Include
 
 Please include as much of the following information as possible:
@@ -175,5 +175,4 @@ We currently do not offer a bug bounty program, but we greatly appreciate respon
 For security questions that are not vulnerabilities, please:
 - Open a discussion: https://github.com/micro/go-micro/discussions
 - Join Discord: https://discord.gg/G8Gk5j3uXr
-- Email: support@go-micro.dev
 

agent/agent.go

@@ -297,7 +297,11 @@ func (a *agentImpl) askLocked(ctx context.Context, runID, message, parentRunID s
 		}
 	}
 
-	const maxPlanCompletionTurns = 3
+	// Some providers satisfy a saved plan one outstanding item per turn,
+	// especially when the final item delegates to another agent. Allow enough
+	// continuations for the services → agents → workflows harness to complete
+	// every planned side effect without weakening the final unfinished-plan guard.
+	const maxPlanCompletionTurns = 6
 	var resp *ai.Response
 	for planCompletionTurn := 0; ; planCompletionTurn++ {
 		resp, err = ai.GenerateWithRetry(ctx, a.model, &ai.Request{
@@ -352,6 +356,15 @@ func (a *agentImpl) askLocked(ctx context.Context, runID, message, parentRunID s
 					resp.Reply = ""
 				}
 			}
+		} else if calls, answer, ok := a.executeAdditionalTextToolCalls(ctx, resp.Reply, toolList, resp.ToolCalls); ok {
+			resp.ToolCalls = append(resp.ToolCalls, calls...)
+			if answer != "" {
+				if resp.Answer == "" {
+					resp.Answer = answer
+				} else {
+					resp.Answer += "\n" + answer
+				}
+			}
 		}
 
 		if a.opts.Checkpoint != nil {
@@ -362,7 +375,7 @@ func (a *agentImpl) askLocked(ctx context.Context, runID, message, parentRunID s
 				if resp.Answer != "" {
 					a.mem.Add("assistant", resp.Answer)
 				}
-				message = "Continue the run. These plan steps are still unfinished and must be completed before a final answer: " + strings.Join(unfinished, ", ")
+				message = fmt.Sprintf("Continue the same run by calling the required tool(s) for the unfinished plan steps below. Do not repeat completed work, do not provide a final answer yet, and complete at least one unfinished step this turn if a matching tool is available. Unfinished plan steps: %s", strings.Join(unfinished, ", "))
 				a.mem.Add("user", message)
 				messages = a.mem.Messages()
 				continue
@@ -460,7 +473,7 @@ func (a *agentImpl) Run() error {
 		a.setup()
 	}
 
-	a.server = server.NewServer(
+	serverOpts := []server.Option{
 		server.Name(a.opts.Name),
 		server.Address(a.opts.Address),
 		server.Registry(a.opts.Registry),
@@ -468,7 +481,11 @@ func (a *agentImpl) Run() error {
 			"type":     "agent",
 			"services": strings.Join(a.opts.Services, ","),
 		}),
-	)
+	}
+	if a.opts.Broker != nil {
+		serverOpts = append(serverOpts, server.Broker(a.opts.Broker))
+	}
+	a.server = server.NewServer(serverOpts...)
 
 	_ = pb.RegisterAgentHandler(a.server, a)
 

agent/builtin.go

@@ -290,6 +290,11 @@ func (a *agentImpl) planWrap(next ai.ToolHandler) ai.ToolHandler {
 		if call.Name == toolPlan {
 			return a.handlePlan(call)
 		}
+		if call.Name == toolDelegate {
+			if blocked := a.unfinishedPlanStepsBeforeDelegation(); len(blocked) > 0 {
+				return refused(call.ID, ai.RefusedApproval, "complete these plan steps before delegating: "+strings.Join(blocked, ", "))
+			}
+		}
 		res := next(ctx, call)
 		if res.Refused == "" && toolErrorMessage(res) == "" {
 			a.completeNextPlanStep()
@@ -364,12 +369,74 @@ func (a *agentImpl) approveWrap(next ai.ToolHandler) ai.ToolHandler {
 // handlePlan persists the supplied plan to the agent's memory and
 // echoes it back so the model can see the stored state.
 func (a *agentImpl) handlePlan(call ai.ToolCall) ai.ToolResult {
-	data, err := json.Marshal(call.Input)
+	input := preserveCompletedPlanSteps(a.loadPlan(), call.Input)
+	data, err := json.Marshal(input)
 	if err != nil {
 		return errResult(call.ID, "invalid plan: "+err.Error())
 	}
 	_ = a.stateStore().Write(&store.Record{Key: planKey, Value: data})
-	return ai.ToolResult{ID: call.ID, Value: call.Input, Content: string(data)}
+	return ai.ToolResult{ID: call.ID, Value: input, Content: string(data)}
+}
+
+func preserveCompletedPlanSteps(stored string, input map[string]any) map[string]any {
+	if stored == "" {
+		return input
+	}
+	var previous map[string]any
+	if err := json.Unmarshal([]byte(stored), &previous); err != nil {
+		return input
+	}
+	completed := completedPlanTasks(previous)
+	if len(completed) == 0 {
+		return input
+	}
+	steps, ok := input["steps"].([]any)
+	if !ok {
+		return input
+	}
+	for _, raw := range steps {
+		step, ok := raw.(map[string]any)
+		if !ok {
+			continue
+		}
+		task, _ := step["task"].(string)
+		if completed[normalizePlanTask(task)] && isUnfinishedPlanStatus(step["status"]) {
+			step["status"] = "done"
+		}
+	}
+	return input
+}
+
+func completedPlanTasks(plan map[string]any) map[string]bool {
+	steps, ok := plan["steps"].([]any)
+	if !ok {
+		return nil
+	}
+	completed := map[string]bool{}
+	for _, raw := range steps {
+		step, ok := raw.(map[string]any)
+		if !ok {
+			continue
+		}
+		status, _ := step["status"].(string)
+		if status != "done" {
+			continue
+		}
+		task, _ := step["task"].(string)
+		if task = normalizePlanTask(task); task != "" {
+			completed[task] = true
+		}
+	}
+	return completed
+}
+
+func normalizePlanTask(task string) string {
+	return strings.Join(strings.Fields(strings.ToLower(task)), " ")
+}
+
+func isUnfinishedPlanStatus(status any) bool {
+	s, _ := status.(string)
+	return s == "" || s == "pending" || s == "in_progress"
 }
 
 func (a *agentImpl) completeNextPlanStep() {
@@ -402,6 +469,53 @@ func (a *agentImpl) completeNextPlanStep() {
 	}
 }
 
+func (a *agentImpl) unfinishedPlanStepsBeforeDelegation() []string {
+	plan := a.loadPlan()
+	if plan == "" {
+		return nil
+	}
+	var data map[string]any
+	if err := json.Unmarshal([]byte(plan), &data); err != nil {
+		return nil
+	}
+	steps, ok := data["steps"].([]any)
+	if !ok {
+		return nil
+	}
+	var unfinished []string
+	for _, raw := range steps {
+		step, ok := raw.(map[string]any)
+		if !ok {
+			continue
+		}
+		task := planStepTask(step)
+		if isDelegationPlanTask(task) {
+			break
+		}
+		if !isUnfinishedPlanStatus(step["status"]) {
+			continue
+		}
+		if task == "" {
+			task = "<unnamed>"
+		}
+		unfinished = append(unfinished, task)
+	}
+	return unfinished
+}
+
+func planStepTask(step map[string]any) string {
+	if task, _ := step["task"].(string); task != "" {
+		return task
+	}
+	desc, _ := step["description"].(string)
+	return desc
+}
+
+func isDelegationPlanTask(task string) bool {
+	task = normalizePlanTask(task)
+	return strings.Contains(task, "delegate") || strings.Contains(task, "notify") || strings.Contains(task, "notification")
+}
+
 func (a *agentImpl) unfinishedPlanSteps() []string {
 	plan := a.loadPlan()
 	if plan == "" {
@@ -425,7 +539,7 @@ func (a *agentImpl) unfinishedPlanSteps() []string {
 		if status != "" && status != "pending" && status != "in_progress" {
 			continue
 		}
-		task, _ := step["task"].(string)
+		task := planStepTask(step)
 		if task == "" {
 			task = "<unnamed>"
 		}

agent/builtin_test.go

@@ -1,6 +1,7 @@
 package agent
 
 import (
+	"context"
 	"encoding/json"
 	"testing"
 
@@ -52,6 +53,32 @@ func TestHandlePlanPersists(t *testing.T) {
 	}
 }
 
+func TestHandlePlanPreservesCompletedSteps(t *testing.T) {
+	mem := store.NewMemoryStore()
+	a := New(Name("planner"), WithStore(mem)).(*agentImpl)
+
+	a.handlePlan(ai.ToolCall{Name: "plan", Input: map[string]any{
+		"steps": []any{
+			map[string]any{"task": "create Design task", "status": "done"},
+			map[string]any{"task": "Delegate readiness notification to comms agent", "status": "done"},
+		},
+	}})
+
+	res := a.handlePlan(ai.ToolCall{Name: "plan", Input: map[string]any{
+		"steps": []any{
+			map[string]any{"task": "create Design task", "status": "done"},
+			map[string]any{"task": "  delegate   readiness notification TO comms agent  ", "status": "in_progress"},
+			map[string]any{"task": "write summary", "status": "pending"},
+		},
+	}})
+	if res.Content == "" {
+		t.Fatal("handlePlan returned empty content")
+	}
+	if unfinished := a.unfinishedPlanSteps(); len(unfinished) != 1 || unfinished[0] != "write summary" {
+		t.Fatalf("unfinished plan steps = %v, want only write summary", unfinished)
+	}
+}
+
 func TestPlanShowsInPrompt(t *testing.T) {
 	mem := store.NewMemoryStore()
 	a := New(Name("planner"), Prompt("base prompt"), WithStore(mem)).(*agentImpl)
@@ -165,3 +192,45 @@ func TestIsAgent(t *testing.T) {
 		t.Error("isAgent(nonexistent) = true, want false")
 	}
 }
+
+func TestPlanWrapBlocksDelegationUntilPriorPlanStepsFinish(t *testing.T) {
+	mem := store.NewMemoryStore()
+	a := New(Name("planner"), WithStore(mem)).(*agentImpl)
+	a.handlePlan(ai.ToolCall{Name: toolPlan, Input: map[string]any{
+		"steps": []any{
+			map[string]any{"task": "Create Design task", "status": "pending"},
+			map[string]any{"task": "Create Build task", "status": "pending"},
+			map[string]any{"task": "Create Ship task", "status": "pending"},
+			map[string]any{"task": "Delegate readiness notification to comms agent", "status": "pending"},
+		},
+	}})
+
+	called := false
+	handle := a.planWrap(func(ctx context.Context, call ai.ToolCall) ai.ToolResult {
+		called = true
+		return ai.ToolResult{ID: call.ID, Content: "ok"}
+	})
+
+	res := handle(context.Background(), ai.ToolCall{ID: "delegate-1", Name: toolDelegate, Input: map[string]any{"to": "comms"}})
+	if called {
+		t.Fatal("delegate handler was called before prior task plan steps completed")
+	}
+	if res.Refused == "" {
+		t.Fatalf("delegate result was not refused: %+v", res)
+	}
+	if got := res.Content; !containsStr(got, "Create Design task") || !containsStr(got, "Create Ship task") {
+		t.Fatalf("delegate refusal content = %q, want prior unfinished task steps", got)
+	}
+
+	for _, id := range []string{"add-design", "add-build", "add-ship"} {
+		_ = handle(context.Background(), ai.ToolCall{ID: id, Name: "task.Add", Input: map[string]any{"title": id}})
+	}
+	called = false
+	res = handle(context.Background(), ai.ToolCall{ID: "delegate-2", Name: toolDelegate, Input: map[string]any{"to": "comms"}})
+	if !called {
+		t.Fatal("delegate handler was not called after prior task plan steps completed")
+	}
+	if res.Refused != "" {
+		t.Fatalf("delegate result refused after prior task steps completed: %+v", res)
+	}
+}

agent/checkpoint_test.go

@@ -219,6 +219,72 @@ func TestCheckpointContinuesRunWithUnfinishedPlanStep(t *testing.T) {
 	}
 }
 
+func TestCheckpointContinuesRunThroughSeveralSingleStepTurns(t *testing.T) {
+	ctx := context.Background()
+	cp := flow.StoreCheckpoint(store.NewMemoryStore(), "single-step-plan-agent")
+
+	completed := []string{}
+	modelCalls := 0
+	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
+		modelCalls++
+		if opts.ToolHandler == nil {
+			t.Fatal("missing tool handler")
+		}
+		switch modelCalls {
+		case 1:
+			opts.ToolHandler(ctx, ai.ToolCall{ID: "plan-1", Name: toolPlan, Input: map[string]any{
+				"steps": []any{
+					map[string]any{"task": "create Design task", "status": "pending"},
+					map[string]any{"task": "create Build task", "status": "pending"},
+					map[string]any{"task": "create Ship task", "status": "pending"},
+					map[string]any{"task": "delegate readiness notification", "status": "pending"},
+				},
+			}})
+			return &ai.Response{Reply: "planned"}, nil
+		case 2, 3, 4, 5:
+			want := []string{"create Design task", "create Build task", "create Ship task", "delegate readiness notification"}[modelCalls-2]
+			if !strings.Contains(req.Prompt, want) {
+				t.Fatalf("continuation prompt %d = %q, want %q", modelCalls, req.Prompt, want)
+			}
+			res := opts.ToolHandler(ctx, ai.ToolCall{ID: want, Name: "external.step", Input: map[string]any{"step": want}})
+			if res.Content != "completed "+want {
+				t.Fatalf("tool result = %q, want completed %s", res.Content, want)
+			}
+			if modelCalls == 5 {
+				return &ai.Response{Reply: "all plan steps complete"}, nil
+			}
+			return &ai.Response{Reply: "one more step complete"}, nil
+		default:
+			t.Fatalf("unexpected model call %d", modelCalls)
+			return nil, nil
+		}
+	}
+	defer func() { fakeGen = nil }()
+
+	a := newTestAgent(Name("single-step-plan-agent"), WithCheckpoint(cp),
+		WithTool("external.step", "complete one planned step", nil, func(ctx context.Context, input map[string]any) (string, error) {
+			step, _ := input["step"].(string)
+			completed = append(completed, step)
+			return "completed " + step, nil
+		}))
+	resp, err := a.Ask(ctx, "work through the launch plan")
+	if err != nil {
+		t.Fatalf("Ask: %v", err)
+	}
+	if resp.Reply != "all plan steps complete" {
+		t.Fatalf("reply = %q, want final continuation reply", resp.Reply)
+	}
+	if modelCalls != 5 {
+		t.Fatalf("model calls = %d, want initial plus four continuations", modelCalls)
+	}
+	if len(completed) != 4 {
+		t.Fatalf("completed steps = %v, want four tool-backed continuations", completed)
+	}
+	if unfinished := a.unfinishedPlanSteps(); len(unfinished) != 0 {
+		t.Fatalf("unfinished plan steps = %v, want none", unfinished)
+	}
+}
+
 func TestResumeFailedCheckpointAfterFreshAgentRestart(t *testing.T) {
 	ctx := context.Background()
 	cp := flow.StoreCheckpoint(store.NewMemoryStore(), "restart-resume-agent")

agent/conformance_test.go

@@ -118,7 +118,7 @@ func runAgentConformanceScenario(t *testing.T, provider conformanceProvider) {
 		Name("conformance-" + provider.name),
 		Provider(provider.name),
 		APIKey(os.Getenv(provider.key)),
-		Prompt("You are a conformance test agent. Create a short plan, use conformance_echo exactly once with input {\"value\":\"agent-conformance\"}, then attempt to delegate a summary to blocked-reviewer. If the delegate is refused, explain the refusal and answer with the echo result."),
+		Prompt(conformanceSystemPrompt(provider.name)),
 		WithRegistry(registry.NewMemoryRegistry()),
 		WithStore(store.NewMemoryStore()),
 		WithMemory(NewInMemory(8)),
@@ -155,7 +155,7 @@ func runAgentConformanceScenario(t *testing.T, provider conformanceProvider) {
 	}
 
 	a := New(agentOpts...)
-	resp, err := a.Ask(context.Background(), "Run the provider conformance check.")
+	resp, err := askWithConformanceRetry(context.Background(), a, "Run the provider conformance check.", &sawTool, &sawBlockedDelegate)
 	if err != nil {
 		t.Fatalf("Ask: %v", err)
 	}
@@ -179,6 +179,79 @@ func runAgentConformanceScenario(t *testing.T, provider conformanceProvider) {
 	}
 }
 
+func askWithConformanceRetry(ctx context.Context, a Agent, initialPrompt string, sawTool, sawBlockedDelegate *bool) (*Response, error) {
+	const maxAttempts = 3
+	prompt := initialPrompt
+	var resp *Response
+	for attempt := 1; attempt <= maxAttempts; attempt++ {
+		var err error
+		resp, err = a.Ask(ctx, prompt)
+		if err != nil {
+			return nil, err
+		}
+		sawRequiredTool := sawTool == nil || *sawTool
+		sawRequiredDelegate := sawBlockedDelegate == nil || *sawBlockedDelegate
+		hasMarker := responseHasConformanceMarker(resp)
+		if sawRequiredTool && sawRequiredDelegate && hasMarker {
+			return resp, nil
+		}
+		if attempt == maxAttempts {
+			break
+		}
+		prompt = nextConformanceRetryPrompt(sawRequiredTool, sawRequiredDelegate, hasMarker)
+	}
+	return resp, nil
+}
+
+func askWithConformanceToolRetry(ctx context.Context, a Agent, initialPrompt string, sawTool *bool) (*Response, error) {
+	return askWithConformanceRetry(ctx, a, initialPrompt, sawTool, nil)
+}
+
+func conformanceSystemPrompt(provider string) string {
+	prompt := "You are a conformance test agent. Create a short plan, use conformance_echo exactly once with input {\"value\":\"agent-conformance\"}, then attempt to delegate a summary to blocked-reviewer with input {\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}. If the delegate is refused, explain the refusal and answer with the echo result."
+	if provider == "atlascloud" {
+		prompt += " AtlasCloud/minimax conformance note: the delegate attempt is mandatory after conformance_echo. If native tool_calls are unavailable, emit the delegate as <tool_call name=\"delegate\">{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}</tool_call> rather than answering in prose."
+	}
+	return prompt
+}
+
+func TestAgentProviderConformanceAtlasCloudPromptRequiresTaggedDelegateFallback(t *testing.T) {
+	prompt := conformanceSystemPrompt("atlascloud")
+	for _, want := range []string{
+		"delegate attempt is mandatory",
+		"<tool_call name=\"delegate\">",
+		`{"task":"summarize the conformance marker","to":"blocked-reviewer"}`,
+	} {
+		if !strings.Contains(prompt, want) {
+			t.Fatalf("atlascloud conformance prompt %q missing %q", prompt, want)
+		}
+	}
+
+	if strings.Contains(conformanceSystemPrompt("openai"), "AtlasCloud/minimax") {
+		t.Fatal("non-AtlasCloud prompt should not include provider-specific fallback guidance")
+	}
+}
+
+func nextConformanceRetryPrompt(sawTool, sawBlockedDelegate, hasMarker bool) string {
+	switch {
+	case !sawTool:
+		return "The previous response did not call the required conformance_echo tool. Retry the same conformance check now: you must call conformance_echo exactly once with input {\"value\":\"agent-conformance\"} before any final answer, then include the tool result marker in the final answer."
+	case !sawBlockedDelegate:
+		return "The previous response called conformance_echo but did not attempt the required guarded delegation. Continue the same conformance check now: call delegate exactly once with input {\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}; do not answer in prose until that delegate call has been attempted. If native tool_calls are unavailable, emit exactly <tool_call name=\"delegate\">{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}</tool_call>. The delegate is expected to be refused by policy; include that refusal and the agent-conformance marker in the final answer."
+	case !hasMarker:
+		return "The previous response completed the required tool calls but omitted the conformance marker. Continue the same conformance check now: do not call more tools; answer with the prior echo result marker agent-conformance-ok and mention the guarded delegate refusal."
+	default:
+		return "Retry the provider conformance check and include the agent-conformance marker in the final answer."
+	}
+}
+
+func responseHasConformanceMarker(resp *Response) bool {
+	if resp == nil {
+		return false
+	}
+	return strings.Contains(resp.Reply, "agent-conformance-ok") || strings.Contains(resp.Reply, "agent-conformance")
+}
+
 func validateConformanceRequest(req *ai.Request, opts ai.Options) error {
 	if req.Prompt == "" {
 		return errors.New("missing prompt")
@@ -214,6 +287,177 @@ func TestAgentProviderConformanceFakeError(t *testing.T) {
 	}
 }
 
+func TestAgentProviderConformanceRetriesMissingTool(t *testing.T) {
+	var attempts int
+	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
+		attempts++
+		if err := validateConformanceRequest(req, opts); err != nil {
+			return nil, err
+		}
+		if attempts == 1 {
+			return &ai.Response{Reply: "I can confirm agent-conformance in prose only."}, nil
+		}
+		echo := opts.ToolHandler(ctx, ai.ToolCall{
+			ID:    "fake-call-1",
+			Name:  "conformance_echo",
+			Input: map[string]any{"value": "agent-conformance"},
+		})
+		return &ai.Response{
+			Reply:  "called conformance_echo",
+			Answer: echo.Content,
+			ToolCalls: []ai.ToolCall{
+				{ID: "fake-call-1", Name: "conformance_echo", Input: map[string]any{"value": "agent-conformance"}, Result: echo.Content},
+			},
+		}, nil
+	}
+	defer func() { fakeGen = nil }()
+
+	var sawTool bool
+	a := New(
+		Name("conformance-retry"),
+		Provider("fake"),
+		WithRegistry(registry.NewMemoryRegistry()),
+		WithStore(store.NewMemoryStore()),
+		WithMemory(NewInMemory(4)),
+		WithTool("conformance_echo", "Echo a conformance value.", map[string]any{
+			"value": map[string]any{"type": "string"},
+		}, func(ctx context.Context, input map[string]any) (string, error) {
+			sawTool = true
+			return `{"marker":"agent-conformance-ok"}`, nil
+		}),
+	)
+
+	resp, err := askWithConformanceToolRetry(context.Background(), a, "Run the provider conformance check.", &sawTool)
+	if err != nil {
+		t.Fatalf("Ask: %v", err)
+	}
+	if attempts != 2 {
+		t.Fatalf("attempts = %d, want retry after missing tool", attempts)
+	}
+	if !sawTool {
+		t.Fatal("retry did not execute conformance_echo")
+	}
+	if !strings.Contains(resp.Reply, "agent-conformance-ok") {
+		t.Fatalf("Reply = %q, want tool result marker", resp.Reply)
+	}
+}
+
+func TestAgentProviderConformanceRetriesMissingMarker(t *testing.T) {
+	var attempts int
+	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
+		attempts++
+		if err := validateConformanceRequest(req, opts); err != nil {
+			return nil, err
+		}
+		if attempts == 1 {
+			return &ai.Response{Reply: "called conformance_echo and handled guarded delegate refusal without the required marker"}, nil
+		}
+		return &ai.Response{Reply: "agent-conformance-ok after guarded delegate refusal"}, nil
+	}
+	defer func() { fakeGen = nil }()
+
+	sawTool := true
+	sawBlockedDelegate := true
+	a := New(
+		Name("conformance-retry-marker"),
+		Provider("fake"),
+		WithRegistry(registry.NewMemoryRegistry()),
+		WithStore(store.NewMemoryStore()),
+		WithMemory(NewInMemory(4)),
+		WithTool("conformance_echo", "Echo a conformance value.", map[string]any{
+			"value": map[string]any{"type": "string"},
+		}, func(ctx context.Context, input map[string]any) (string, error) {
+			return `{"marker":"agent-conformance-ok"}`, nil
+		}),
+	)
+
+	resp, err := askWithConformanceRetry(context.Background(), a, "Run the provider conformance check.", &sawTool, &sawBlockedDelegate)
+	if err != nil {
+		t.Fatalf("Ask: %v", err)
+	}
+	if attempts != 2 {
+		t.Fatalf("attempts = %d, want retry after missing marker", attempts)
+	}
+	if !strings.Contains(resp.Reply, "agent-conformance-ok") {
+		t.Fatalf("Reply = %q, want conformance marker", resp.Reply)
+	}
+}
+
+func TestAgentProviderConformanceRetriesMissingDelegate(t *testing.T) {
+	var attempts int
+	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
+		attempts++
+		if err := validateConformanceRequest(req, opts); err != nil {
+			return nil, err
+		}
+		echo := opts.ToolHandler(ctx, ai.ToolCall{
+			ID:    "fake-call-1",
+			Name:  "conformance_echo",
+			Input: map[string]any{"value": "agent-conformance"},
+		})
+		if attempts == 1 {
+			return &ai.Response{
+				Reply:  "called conformance_echo but skipped delegate",
+				Answer: echo.Content,
+				ToolCalls: []ai.ToolCall{
+					{ID: "fake-call-1", Name: "conformance_echo", Input: map[string]any{"value": "agent-conformance"}, Result: echo.Content},
+				},
+			}, nil
+		}
+		delegate := opts.ToolHandler(ctx, ai.ToolCall{
+			ID:    "fake-delegate-1",
+			Name:  "delegate",
+			Input: map[string]any{"task": "summarize the conformance marker", "to": "blocked-reviewer"},
+		})
+		return &ai.Response{
+			Reply:  "called conformance_echo and handled guarded delegate refusal",
+			Answer: echo.Content + " " + delegate.Content,
+			ToolCalls: []ai.ToolCall{
+				{ID: "fake-call-1", Name: "conformance_echo", Input: map[string]any{"value": "agent-conformance"}, Result: echo.Content},
+				{ID: "fake-delegate-1", Name: "delegate", Input: map[string]any{"task": "summarize the conformance marker", "to": "blocked-reviewer"}, Error: delegate.Content},
+			},
+		}, nil
+	}
+	defer func() { fakeGen = nil }()
+
+	var sawTool bool
+	var sawBlockedDelegate bool
+	a := New(
+		Name("conformance-retry-delegate"),
+		Provider("fake"),
+		WithRegistry(registry.NewMemoryRegistry()),
+		WithStore(store.NewMemoryStore()),
+		WithMemory(NewInMemory(4)),
+		ApproveTool(func(tool string, input map[string]any) (bool, string) {
+			if tool == "delegate" {
+				sawBlockedDelegate = true
+				return false, "cross-provider conformance blocks delegate side effects"
+			}
+			return true, ""
+		}),
+		WithTool("conformance_echo", "Echo a conformance value.", map[string]any{
+			"value": map[string]any{"type": "string"},
+		}, func(ctx context.Context, input map[string]any) (string, error) {
+			sawTool = true
+			return `{"marker":"agent-conformance-ok"}`, nil
+		}),
+	)
+
+	resp, err := askWithConformanceRetry(context.Background(), a, "Run the provider conformance check.", &sawTool, &sawBlockedDelegate)
+	if err != nil {
+		t.Fatalf("Ask: %v", err)
+	}
+	if attempts != 2 {
+		t.Fatalf("attempts = %d, want retry after missing delegate", attempts)
+	}
+	if !sawBlockedDelegate {
+		t.Fatal("retry did not attempt guarded delegate")
+	}
+	if !strings.Contains(resp.Reply, "agent-conformance-ok") && !strings.Contains(resp.Reply, "agent-conformance") {
+		t.Fatalf("Reply = %q, want conformance marker", resp.Reply)
+	}
+}
+
 func TestAgentExecutesProviderTextToolCallFallback(t *testing.T) {
 	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
 		if opts.ToolHandler == nil {
@@ -260,3 +504,67 @@ func TestAgentExecutesProviderTextToolCallFallback(t *testing.T) {
 		t.Fatalf("Reply = %q, want tool result instead of raw JSON", resp.Reply)
 	}
 }
+
+func TestAgentExecutesTextToolCallFallbackAfterStructuredToolCall(t *testing.T) {
+	fakeGen = func(ctx context.Context, opts ai.Options, req *ai.Request) (*ai.Response, error) {
+		if opts.ToolHandler == nil {
+			return nil, errors.New("missing tool handler")
+		}
+		echo := opts.ToolHandler(ctx, ai.ToolCall{
+			ID:    "structured-echo-1",
+			Name:  "conformance_echo",
+			Input: map[string]any{"value": "agent-conformance"},
+		})
+		return &ai.Response{
+			Reply:  echo.Content + "\n<tool_call name=\"delegate\">{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}</tool_call>",
+			Answer: echo.Content,
+			ToolCalls: []ai.ToolCall{
+				{ID: "structured-echo-1", Name: "conformance_echo", Input: map[string]any{"value": "agent-conformance"}, Result: echo.Content},
+			},
+		}, nil
+	}
+	defer func() { fakeGen = nil }()
+
+	var sawTool bool
+	var sawBlockedDelegate bool
+	a := New(
+		Name("conformance-mixed-text-tool"),
+		Provider("fake"),
+		WithRegistry(registry.NewMemoryRegistry()),
+		WithStore(store.NewMemoryStore()),
+		WithMemory(NewInMemory(4)),
+		ApproveTool(func(tool string, input map[string]any) (bool, string) {
+			if tool == "delegate" {
+				sawBlockedDelegate = true
+				return false, "cross-provider conformance blocks delegate side effects"
+			}
+			return true, ""
+		}),
+		WithTool("conformance_echo", "Echo a conformance value.", map[string]any{
+			"value": map[string]any{"type": "string"},
+		}, func(ctx context.Context, input map[string]any) (string, error) {
+			sawTool = true
+			return `{"marker":"agent-conformance-ok"}`, nil
+		}),
+	)
+
+	resp, err := a.Ask(context.Background(), "Run the mixed structured/text tool fallback.")
+	if err != nil {
+		t.Fatalf("Ask: %v", err)
+	}
+	if !sawTool {
+		t.Fatal("structured conformance_echo did not execute")
+	}
+	if !sawBlockedDelegate {
+		t.Fatal("tagged text delegate fallback did not execute")
+	}
+	if len(resp.ToolCalls) != 2 {
+		t.Fatalf("ToolCalls = %+v, want structured echo and text delegate", resp.ToolCalls)
+	}
+	if resp.ToolCalls[1].Name != "delegate" || resp.ToolCalls[1].Error != ai.RefusedApproval {
+		t.Fatalf("delegate ToolCall = %+v, want refused delegate", resp.ToolCalls[1])
+	}
+	if !strings.Contains(resp.Reply, "agent-conformance-ok") {
+		t.Fatalf("Reply = %q, want conformance marker", resp.Reply)
+	}
+}

agent/options.go

@@ -5,6 +5,7 @@ import (
 	"time"
 
 	"go-micro.dev/v6/ai"
+	"go-micro.dev/v6/broker"
 	"go-micro.dev/v6/client"
 	"go-micro.dev/v6/flow"
 	"go-micro.dev/v6/registry"
@@ -44,6 +45,7 @@ type Options struct {
 	Address      string
 	Registry     registry.Registry
 	Client       client.Client
+	Broker       broker.Broker
 	Store        store.Store
 	HistoryLimit int
 
@@ -192,6 +194,13 @@ func WithClient(c client.Client) Option {
 	return func(o *Options) { o.Client = c }
 }
 
+// WithBroker sets the broker used by the agent service endpoint. Use an
+// in-memory broker in local harnesses/tests to avoid sharing the package-wide
+// default broker listener across concurrently running examples.
+func WithBroker(b broker.Broker) Option {
+	return func(o *Options) { o.Broker = b }
+}
+
 // WithStore sets the store for agent memory.
 func WithStore(s store.Store) Option {
 	return func(o *Options) { o.Store = s }

agent/otel.go

@@ -215,13 +215,13 @@ func (m *tracedModel) Generate(ctx context.Context, req *ai.Request, opts ...ai.
 	} else {
 		span.SetStatus(codes.Ok, "")
 	}
-	span.End()
 	e := RunEvent{Time: time.Now(), RunID: info.RunID, ParentID: info.ParentID, Agent: info.Agent, Kind: "model", Provider: provider, Model: model, Attempt: info.Attempt, MaxAttempts: info.MaxAttempts, LatencyMS: dur, Tokens: usage}
 	if err != nil {
 		e.Error = err.Error()
 		e.ErrorKind = string(ai.ClassifyError(err))
 	}
 	m.a.recordSpanEvent(span, e)
+	span.End()
 	return resp, err
 }
 
@@ -393,8 +393,8 @@ func (a *agentImpl) traceTool(next ai.ToolHandler) ai.ToolHandler {
 		} else {
 			span.SetStatus(codes.Ok, "")
 		}
-		span.End()
 		a.recordSpanEvent(span, RunEvent{Time: time.Now(), RunID: info.RunID, ParentID: info.ParentID, Agent: info.Agent, Kind: "tool", Name: call.Name, LatencyMS: dur, Refused: res.Refused, Error: resErr, ErrorKind: classifyToolError(resErr)})
+		span.End()
 		return res
 	}
 }

agent/otel_test.go

@@ -95,8 +95,16 @@ func TestAgentOpenTelemetrySpans(t *testing.T) {
 		if attrs[AttrRunID] != runID || attrs[AttrAgentName] != "runner" {
 			t.Fatalf("%s missing run correlation attributes: %#v", s.Name(), attrs)
 		}
-		if s.Name() == spanNameModelCall && (attrs[AttrAttempt] != "1" || attrs[AttrMaxAttempts] != "1") {
-			t.Fatalf("model span missing attempt attributes: %#v", attrs)
+		if s.Name() == spanNameModelCall {
+			if attrs[AttrAttempt] != "1" || attrs[AttrMaxAttempts] != "1" {
+				t.Fatalf("model span missing attempt attributes: %#v", attrs)
+			}
+			if !spanEventHasRunInfo(s.Events(), "agent.model", runID, "runner") {
+				t.Fatalf("model span missing model event: %#v", s.Events())
+			}
+		}
+		if s.Name() == spanNameToolCall && !spanEventHasRunInfo(s.Events(), "agent.tool", runID, "runner") {
+			t.Fatalf("tool span missing tool event: %#v", s.Events())
 		}
 	}
 	keys, err := store.Scope(st, "agent", "runner").List(store.ListPrefix("runs/"))
@@ -655,6 +663,9 @@ func TestAgentOpenTelemetrySpansModelStream(t *testing.T) {
 		if attrs[AttrAttempt] != "2" || attrs[AttrMaxAttempts] != "3" || attrs[AttrTotalTokens] != "5" {
 			t.Fatalf("stream span missing attempt/usage attributes: %#v", attrs)
 		}
+		if !spanEventHasRunInfo(s.Events(), "agent.stream", "stream-run-1", "stream-runner") {
+			t.Fatalf("stream span missing stream event: %#v", s.Events())
+		}
 		sawStream = true
 	}
 	if !sawStream {

agent/text_tool_calls.go

@@ -11,6 +11,8 @@ import (
 )
 
 var fencedJSONBlock = regexp.MustCompile("(?s)```(?:json)?\\s*(.*?)\\s*```")
+var taggedToolCallBlock = regexp.MustCompile(`(?s)<[^<>]*(?:tool_call|tool_calls|function=)[^<>]*>(.*?)</[^<>]*>`)
+var singleTaggedToolCall = regexp.MustCompile(`(?s)<(tool_call\b[^<>]*|[^<>]*function=[^<>]*)>(.*?)</[^<>]*>`)
 
 type textToolCall struct {
 	ID        string         `json:"id"`
@@ -45,18 +47,57 @@ func (a *agentImpl) executeTextToolCalls(ctx context.Context, reply string, tool
 	return calls, strings.Join(results, "\n"), true
 }
 
-func parseTextToolCalls(text string, tools []ai.Tool) []ai.ToolCall {
-	allowed := map[string]bool{}
-	for _, tool := range tools {
-		allowed[tool.Name] = true
-		if tool.OriginalName != "" {
-			allowed[tool.OriginalName] = true
-		}
+// executeAdditionalTextToolCalls runs text-encoded tool calls that accompany a
+// structured tool_calls response. Some OpenAI-compatible providers can mix the
+// two forms in a single assistant turn: for example, emitting a native
+// conformance_echo call while rendering a follow-up guarded delegate call as
+// <tool_call name="delegate">...</tool_call> text. Keep this fallback additive
+// and de-duplicate calls already represented in the structured tool_calls list.
+func (a *agentImpl) executeAdditionalTextToolCalls(ctx context.Context, reply string, tools []ai.Tool, existing []ai.ToolCall) ([]ai.ToolCall, string, bool) {
+	calls := parseTextToolCalls(reply, tools)
+	if len(calls) == 0 {
+		return nil, "", false
 	}
+
+	seen := map[string]bool{}
+	for _, call := range existing {
+		seen[textToolCallKey(call)] = true
+	}
+
+	handler := a.toolHandler()
+	out := make([]ai.ToolCall, 0, len(calls))
+	results := make([]string, 0, len(calls))
+	for i := range calls {
+		if seen[textToolCallKey(calls[i])] {
+			continue
+		}
+		result := handler(ctx, calls[i])
+		calls[i].Result = result.Content
+		if result.Refused != "" {
+			calls[i].Error = result.Refused
+		}
+		if result.Content != "" {
+			results = append(results, result.Content)
+		}
+		out = append(out, calls[i])
+	}
+	return out, strings.Join(results, "\n"), len(out) > 0
+}
+
+func textToolCallKey(call ai.ToolCall) string {
+	b, _ := json.Marshal(call.Input)
+	return call.Name + "\x00" + string(b)
+}
+
+func parseTextToolCalls(text string, tools []ai.Tool) []ai.ToolCall {
+	allowed := textToolNames(tools)
 	if len(allowed) == 0 {
 		return nil
 	}
 
+	if calls := decodeTaggedTextToolCalls(text, allowed); len(calls) > 0 {
+		return calls
+	}
 	for _, candidate := range jsonCandidates(text) {
 		if calls := decodeTextToolCalls(candidate, allowed); len(calls) > 0 {
 			return calls
@@ -65,6 +106,33 @@ func parseTextToolCalls(text string, tools []ai.Tool) []ai.ToolCall {
 	return nil
 }
 
+func textToolNames(tools []ai.Tool) map[string]string {
+	allowed := map[string]string{}
+	for _, tool := range tools {
+		addTextToolName(allowed, tool.Name, tool.Name)
+		if tool.OriginalName != "" {
+			addTextToolName(allowed, tool.OriginalName, tool.Name)
+		}
+	}
+	return allowed
+}
+
+func addTextToolName(allowed map[string]string, name, canonical string) {
+	if name == "" || canonical == "" {
+		return
+	}
+	allowed[name] = canonical
+	// Some OpenAI-compatible models describe an idempotent Add endpoint as a
+	// creation action and emit the otherwise-correct service tool with a Create
+	// suffix in text-only tool-call markup. Keep the fallback bounded by the
+	// offered service tool prefix so ordinary unknown tools remain ignored.
+	for _, suffix := range []string{"_Add", ".Add"} {
+		if strings.HasSuffix(name, suffix) {
+			allowed[strings.TrimSuffix(name, suffix)+strings.Replace(suffix, "Add", "Create", 1)] = canonical
+		}
+	}
+}
+
 func jsonCandidates(text string) []string {
 	trimmed := strings.TrimSpace(text)
 	var out []string
@@ -76,13 +144,18 @@ func jsonCandidates(text string) []string {
 			out = append(out, strings.TrimSpace(match[1]))
 		}
 	}
+	for _, match := range taggedToolCallBlock.FindAllStringSubmatch(text, -1) {
+		if len(match) > 1 {
+			out = append(out, strings.TrimSpace(match[1]))
+		}
+	}
 	if start, end := strings.IndexAny(text, "[{"), strings.LastIndexAny(text, "]}"); start >= 0 && end > start {
 		out = append(out, strings.TrimSpace(text[start:end+1]))
 	}
 	return out
 }
 
-func decodeTextToolCalls(candidate string, allowed map[string]bool) []ai.ToolCall {
+func decodeTextToolCalls(candidate string, allowed map[string]string) []ai.ToolCall {
 	var root any
 	if err := json.Unmarshal([]byte(candidate), &root); err != nil {
 		return nil
@@ -90,7 +163,7 @@ func decodeTextToolCalls(candidate string, allowed map[string]bool) []ai.ToolCal
 	return collectTextToolCalls(root, allowed)
 }
 
-func collectTextToolCalls(v any, allowed map[string]bool) []ai.ToolCall {
+func collectTextToolCalls(v any, allowed map[string]string) []ai.ToolCall {
 	switch x := v.(type) {
 	case []any:
 		var out []ai.ToolCall
@@ -111,19 +184,65 @@ func collectTextToolCalls(v any, allowed map[string]bool) []ai.ToolCall {
 		if input == nil {
 			input = call.Arguments
 		}
-		if name == "" || !allowed[name] || input == nil {
+		if name == "" || allowed[name] == "" || input == nil {
 			return nil
 		}
 		id := call.ID
 		if id == "" {
 			id = fmt.Sprintf("text-call-%s", strings.ReplaceAll(name, ".", "_"))
 		}
-		return []ai.ToolCall{{ID: id, Name: name, Input: input}}
+		return []ai.ToolCall{{ID: id, Name: allowed[name], Input: input}}
 	default:
 		return nil
 	}
 }
 
+func decodeTaggedTextToolCalls(text string, allowed map[string]string) []ai.ToolCall {
+	var out []ai.ToolCall
+	for _, match := range singleTaggedToolCall.FindAllStringSubmatch(text, -1) {
+		if len(match) < 3 {
+			continue
+		}
+		tag, body := match[1], strings.TrimSpace(match[2])
+		if calls := decodeTextToolCalls(body, allowed); len(calls) > 0 {
+			out = append(out, calls...)
+			continue
+		}
+		if calls := decodeTaggedTextToolCalls(body, allowed); len(calls) > 0 {
+			out = append(out, calls...)
+			continue
+		}
+		name := taggedToolName(tag)
+		if name == "" || allowed[name] == "" {
+			continue
+		}
+		var input map[string]any
+		if err := json.Unmarshal([]byte(body), &input); err != nil || input == nil {
+			continue
+		}
+		out = append(out, ai.ToolCall{
+			ID:    fmt.Sprintf("text-call-%s", strings.ReplaceAll(name, ".", "_")),
+			Name:  allowed[name],
+			Input: input,
+		})
+	}
+	return out
+}
+
+func taggedToolName(tag string) string {
+	for _, marker := range []string{"function=", "name=", "tool="} {
+		if idx := strings.Index(tag, marker); idx >= 0 {
+			name := strings.TrimSpace(tag[idx+len(marker):])
+			name = strings.Trim(name, `"'`)
+			if end := strings.IndexAny(name, " \t\r\n>"); end >= 0 {
+				name = name[:end]
+			}
+			return strings.Trim(name, `"'`)
+		}
+	}
+	return ""
+}
+
 func firstNestedToolCalls(m map[string]any) (any, bool) {
 	for _, key := range []string{"tool_calls", "toolCalls", "calls"} {
 		if v, ok := m[key]; ok {

agent/text_tool_calls_test.go

@@ -0,0 +1,58 @@
+package agent
+
+import (
+	"testing"
+
+	"go-micro.dev/v6/ai"
+)
+
+func TestParseTextToolCallsMiniMaxTaggedMarkup(t *testing.T) {
+	tools := []ai.Tool{{Name: "task_TaskService_Add"}}
+	reply := `<tool_calls>
+<tool_call>{"name":"task_TaskService_Add","arguments":{"title":"Design"}}</tool_call>
+<tool_call>{"name":"task_TaskService_Add","arguments":{"title":"Build"}}</tool_call>
+<tool_call>{"name":"task_TaskService_Add","arguments":{"title":"Ship"}}</tool_call>
+</tool_calls>`
+
+	calls := parseTextToolCalls(reply, tools)
+	if len(calls) != 3 {
+		t.Fatalf("parseTextToolCalls returned %d calls, want 3: %+v", len(calls), calls)
+	}
+	for i, want := range []string{"Design", "Build", "Ship"} {
+		if calls[i].Name != "task_TaskService_Add" {
+			t.Fatalf("call %d name = %q, want task_TaskService_Add", i, calls[i].Name)
+		}
+		if got := calls[i].Input["title"]; got != want {
+			t.Fatalf("call %d title = %v, want %q", i, got, want)
+		}
+	}
+}
+
+func TestParseTextToolCallsFunctionTaggedMarkup(t *testing.T) {
+	tools := []ai.Tool{{Name: "task_TaskService_Add"}}
+	reply := `<function=task_TaskService_Add>{"title":"Design"}</function>`
+
+	calls := parseTextToolCalls(reply, tools)
+	if len(calls) != 1 {
+		t.Fatalf("parseTextToolCalls returned %d calls, want 1: %+v", len(calls), calls)
+	}
+	if got := calls[0].Input["title"]; got != "Design" {
+		t.Fatalf("title = %v, want Design", got)
+	}
+}
+
+func TestParseTextToolCallsCreateAliasForAddTool(t *testing.T) {
+	tools := []ai.Tool{{Name: "task_TaskService_Add", OriginalName: "task.TaskService.Add"}}
+	reply := `<tool_call>{"name":"task_TaskService_Create","arguments":{"title":"Design"}}</tool_call>`
+
+	calls := parseTextToolCalls(reply, tools)
+	if len(calls) != 1 {
+		t.Fatalf("parseTextToolCalls returned %d calls, want 1: %+v", len(calls), calls)
+	}
+	if calls[0].Name != "task_TaskService_Add" {
+		t.Fatalf("call name = %q, want canonical task_TaskService_Add", calls[0].Name)
+	}
+	if got := calls[0].Input["title"]; got != "Design" {
+		t.Fatalf("title = %v, want Design", got)
+	}
+}

ai/anthropic/anthropic.go

@@ -2,6 +2,7 @@
 package anthropic
 
 import (
+	"bufio"
 	"bytes"
 	"context"
 	"encoding/json"
@@ -17,6 +18,7 @@ func init() {
 	ai.Register("anthropic", func(opts ...ai.Option) ai.Model {
 		return NewProvider(opts...)
 	})
+	ai.RegisterStream("anthropic")
 }
 
 // Provider implements the ai.Model interface for Anthropic Claude
@@ -156,9 +158,113 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 	return resp, nil
 }
 
-// Stream generates a streaming response (not yet implemented)
+// Stream generates a streaming response from Anthropic's Messages SSE API.
 func (p *Provider) Stream(ctx context.Context, req *ai.Request, opts ...ai.GenerateOption) (ai.Stream, error) {
-	return nil, fmt.Errorf("%w: anthropic provider", ai.ErrStreamingUnsupported)
+	apiReq := map[string]any{
+		"model":      p.opts.Model,
+		"max_tokens": anthropicMaxTokens(p.opts),
+		"system":     req.SystemPrompt,
+		"messages":   threadAnthropicMessages(req),
+		"stream":     true,
+	}
+	reqBody, err := json.Marshal(apiReq)
+	if err != nil {
+		return nil, fmt.Errorf("failed to marshal stream request: %w", err)
+	}
+
+	apiURL := strings.TrimRight(p.opts.BaseURL, "/") + "/v1/messages"
+	httpReq, err := http.NewRequestWithContext(ctx, http.MethodPost, apiURL, bytes.NewReader(reqBody))
+	if err != nil {
+		return nil, fmt.Errorf("failed to create stream request: %w", err)
+	}
+	httpReq.Header.Set("Content-Type", "application/json")
+	httpReq.Header.Set("Accept", "text/event-stream")
+	httpReq.Header.Set("x-api-key", p.opts.APIKey)
+	httpReq.Header.Set("anthropic-version", "2023-06-01")
+
+	httpResp, err := http.DefaultClient.Do(httpReq)
+	if err != nil {
+		return nil, fmt.Errorf("stream API request failed: %w", err)
+	}
+	if httpResp.StatusCode != http.StatusOK {
+		defer httpResp.Body.Close()
+		respBody, _ := io.ReadAll(httpResp.Body)
+		return nil, fmt.Errorf("stream API error (%s): %s", httpResp.Status, string(respBody))
+	}
+	return &streamReader{body: httpResp.Body, scanner: bufio.NewScanner(httpResp.Body)}, nil
+}
+
+type streamReader struct {
+	body    io.ReadCloser
+	scanner *bufio.Scanner
+	closed  bool
+}
+
+func (s *streamReader) Recv() (*ai.Response, error) {
+	for s.scanner.Scan() {
+		line := strings.TrimSpace(s.scanner.Text())
+		if line == "" || strings.HasPrefix(line, ":") || strings.HasPrefix(line, "event:") {
+			continue
+		}
+		if !strings.HasPrefix(line, "data:") {
+			continue
+		}
+		data := strings.TrimSpace(strings.TrimPrefix(line, "data:"))
+		var chunk struct {
+			Type  string `json:"type"`
+			Delta struct {
+				Type string `json:"type"`
+				Text string `json:"text"`
+			} `json:"delta"`
+			Message struct {
+				Usage struct {
+					InputTokens  int `json:"input_tokens"`
+					OutputTokens int `json:"output_tokens"`
+				} `json:"usage"`
+			} `json:"message"`
+			Usage *struct {
+				InputTokens  int `json:"input_tokens"`
+				OutputTokens int `json:"output_tokens"`
+			} `json:"usage"`
+		}
+		if err := json.Unmarshal([]byte(data), &chunk); err != nil {
+			return nil, fmt.Errorf("failed to parse stream chunk: %w", err)
+		}
+		switch chunk.Type {
+		case "content_block_delta":
+			if chunk.Delta.Type == "text_delta" && chunk.Delta.Text != "" {
+				return &ai.Response{Reply: chunk.Delta.Text}, nil
+			}
+		case "message_start":
+			if chunk.Message.Usage.InputTokens > 0 || chunk.Message.Usage.OutputTokens > 0 {
+				return &ai.Response{Usage: usage(chunk.Message.Usage.InputTokens, chunk.Message.Usage.OutputTokens)}, nil
+			}
+		case "message_delta":
+			if chunk.Usage != nil {
+				return &ai.Response{Usage: usage(chunk.Usage.InputTokens, chunk.Usage.OutputTokens)}, nil
+			}
+		case "message_stop":
+			return nil, io.EOF
+		case "error":
+			return nil, fmt.Errorf("anthropic stream error: %s", data)
+		}
+	}
+	if err := s.scanner.Err(); err != nil {
+		return nil, err
+	}
+	return nil, io.EOF
+}
+
+func (s *streamReader) Close() error {
+	if s.closed {
+		return nil
+	}
+	s.closed = true
+	return s.body.Close()
+}
+
+func usage(input, output int) ai.Usage {
+	return ai.Usage{InputTokens: input, OutputTokens: output, TotalTokens: input + output}
 }
 
 // callAPI makes an HTTP request to the Anthropic API

ai/anthropic/anthropic_test.go

@@ -3,6 +3,10 @@ package anthropic
 import (
 	"context"
 	"errors"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"strings"
 	"testing"
 
 	"go-micro.dev/v6/ai"
@@ -81,15 +85,67 @@ func TestProvider_Generate_NoAPIKey(t *testing.T) {
 	}
 }
 
-func TestProvider_Stream_NotImplemented(t *testing.T) {
-	p := NewProvider()
+func TestProvider_Stream(t *testing.T) {
+	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path != "/v1/messages" {
+			t.Fatalf("path = %q, want /v1/messages", r.URL.Path)
+		}
+		if got := r.Header.Get("Accept"); got != "text/event-stream" {
+			t.Fatalf("Accept = %q, want text/event-stream", got)
+		}
+		if got := r.Header.Get("x-api-key"); got != "test-key" {
+			t.Fatalf("x-api-key = %q, want test-key", got)
+		}
+		body, _ := io.ReadAll(r.Body)
+		if !strings.Contains(string(body), `"stream":true`) {
+			t.Fatalf("request body %s does not enable streaming", string(body))
+		}
+		w.Header().Set("Content-Type", "text/event-stream")
+		w.WriteHeader(http.StatusOK)
+		_, _ = w.Write([]byte("event: message_start\n"))
+		_, _ = w.Write([]byte(`data: {"type":"message_start","message":{"usage":{"input_tokens":2}}}` + "\n\n"))
+		_, _ = w.Write([]byte("event: content_block_delta\n"))
+		_, _ = w.Write([]byte(`data: {"type":"content_block_delta","delta":{"type":"text_delta","text":"hel"}}` + "\n\n"))
+		_, _ = w.Write([]byte("event: content_block_delta\n"))
+		_, _ = w.Write([]byte(`data: {"type":"content_block_delta","delta":{"type":"text_delta","text":"lo"}}` + "\n\n"))
+		_, _ = w.Write([]byte("event: message_delta\n"))
+		_, _ = w.Write([]byte(`data: {"type":"message_delta","usage":{"output_tokens":3}}` + "\n\n"))
+		_, _ = w.Write([]byte("event: message_stop\n"))
+		_, _ = w.Write([]byte(`data: {"type":"message_stop"}` + "\n\n"))
+	}))
+	defer ts.Close()
+
+	p := NewProvider(ai.WithAPIKey("test-key"), ai.WithBaseURL(ts.URL))
 
 	req := &ai.Request{
 		Prompt: "Hello",
 	}
 
-	_, err := p.Stream(context.Background(), req)
-	if !errors.Is(err, ai.ErrStreamingUnsupported) {
-		t.Fatalf("Stream error = %v, want ErrStreamingUnsupported", err)
+	stream, err := p.Stream(context.Background(), req)
+	if err != nil {
+		t.Fatalf("Stream failed: %v", err)
+	}
+	defer stream.Close()
+
+	var reply strings.Builder
+	var usage ai.Usage
+	for {
+		chunk, err := stream.Recv()
+		if errors.Is(err, io.EOF) {
+			break
+		}
+		if err != nil {
+			t.Fatalf("Recv failed: %v", err)
+		}
+		reply.WriteString(chunk.Reply)
+		if chunk.Usage.TotalTokens > 0 {
+			usage = chunk.Usage
+		}
+	}
+	if got := reply.String(); got != "hello" {
+		t.Fatalf("reply = %q, want hello", got)
+	}
+	if usage.TotalTokens != 3 {
+		t.Fatalf("usage = %+v, want total 3", usage)
 	}
 }

ai/atlascloud/atlascloud.go

@@ -140,6 +140,7 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 	}
 
 	if p.opts.ToolHandler != nil {
+		allToolCalls := append([]ai.ToolCall(nil), resp.ToolCalls...)
 		var toolResults []string
 		followUpMessages := append(messages, map[string]any{
 			"role":       "assistant",
@@ -163,11 +164,32 @@ func (p *Provider) Generate(ctx context.Context, req *ai.Request, opts ...ai.Gen
 			"model":    p.opts.Model,
 			"messages": followUpMessages,
 		}
+		if len(tools) > 0 {
+			// Keep the tool schema available during the follow-up turn. Minimax
+			// models behind Atlas Cloud sometimes call one required tool, inspect
+			// that result, and then issue a second tool call (for example a guarded
+			// delegate conformance check) instead of completing immediately.
+			followUpReq["tools"] = tools
+		}
 
 		followUpResp, _, err := p.callAPI(ctx, "tool-follow-up", followUpReq)
 		if err != nil {
 			return nil, err
 		}
+		if len(followUpResp.ToolCalls) > 0 {
+			for i := range followUpResp.ToolCalls {
+				result := p.opts.ToolHandler(ctx, followUpResp.ToolCalls[i])
+				if result.Refused != "" {
+					followUpResp.ToolCalls[i].Error = result.Refused
+				}
+				if result.Content != "" {
+					followUpResp.ToolCalls[i].Result = result.Content
+					toolResults = append(toolResults, result.Content)
+				}
+			}
+			allToolCalls = append(allToolCalls, followUpResp.ToolCalls...)
+			resp.ToolCalls = allToolCalls
+		}
 		if followUpResp.Reply != "" {
 			resp.Answer = followUpResp.Reply
 		} else if len(toolResults) > 0 {

ai/atlascloud/atlascloud_test.go

@@ -289,6 +289,71 @@ func TestProvider_GenerateMinimaxToolRequests(t *testing.T) {
 	}
 }
 
+func TestProvider_GenerateExecutesFollowUpToolCall(t *testing.T) {
+	var bodies []map[string]any
+	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		var body map[string]any
+		if err := json.NewDecoder(r.Body).Decode(&body); err != nil {
+			t.Fatalf("decode request: %v", err)
+		}
+		bodies = append(bodies, body)
+		w.Header().Set("Content-Type", "application/json")
+		switch len(bodies) {
+		case 1:
+			_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"","tool_calls":[{"id":"call-1","function":{"name":"conformance_echo","arguments":"{\"value\":\"agent-conformance\"}"}}]}}]}`))
+		case 2:
+			_, _ = w.Write([]byte(`{"choices":[{"message":{"content":"","tool_calls":[{"id":"call-2","function":{"name":"delegate","arguments":"{\"task\":\"summarize the conformance marker\",\"to\":\"blocked-reviewer\"}"}}]}}]}`))
+		default:
+			t.Fatalf("unexpected API call %d", len(bodies))
+		}
+	}))
+	defer ts.Close()
+
+	var sawEcho, sawDelegate bool
+	p := NewProvider(
+		ai.WithAPIKey("test-key"),
+		ai.WithBaseURL(ts.URL),
+		ai.WithToolHandler(func(ctx context.Context, call ai.ToolCall) ai.ToolResult {
+			switch call.Name {
+			case "conformance_echo":
+				sawEcho = true
+				return ai.ToolResult{ID: call.ID, Content: `{"marker":"agent-conformance-ok"}`}
+			case "delegate":
+				sawDelegate = true
+				return ai.ToolResult{ID: call.ID, Refused: ai.RefusedApproval, Content: "blocked by policy"}
+			default:
+				t.Fatalf("unexpected tool call %+v", call)
+				return ai.ToolResult{}
+			}
+		}),
+	)
+	resp, err := p.Generate(context.Background(), &ai.Request{
+		Prompt: "run conformance",
+		Tools: []ai.Tool{
+			{Name: "conformance_echo", Description: "echo conformance marker", Properties: map[string]any{"value": map[string]any{"type": "string"}}},
+			{Name: "delegate", Description: "delegate work", Properties: map[string]any{"task": map[string]any{"type": "string"}, "to": map[string]any{"type": "string"}}},
+		},
+	})
+	if err != nil {
+		t.Fatalf("Generate returned error: %v", err)
+	}
+	if !sawEcho || !sawDelegate {
+		t.Fatalf("sawEcho=%v sawDelegate=%v, want both tools executed", sawEcho, sawDelegate)
+	}
+	if len(resp.ToolCalls) != 2 {
+		t.Fatalf("ToolCalls = %+v, want echo and delegate", resp.ToolCalls)
+	}
+	if resp.ToolCalls[1].Name != "delegate" || resp.ToolCalls[1].Error != ai.RefusedApproval {
+		t.Fatalf("follow-up delegate = %+v, want refused delegate", resp.ToolCalls[1])
+	}
+	if !strings.Contains(resp.Answer, "blocked by policy") {
+		t.Fatalf("Answer = %q, want follow-up tool result", resp.Answer)
+	}
+	if _, ok := bodies[1]["tools"].([]any); !ok {
+		t.Fatalf("follow-up request did not include tools: %#v", bodies[1])
+	}
+}
+
 func TestProvider_GenerateToolCallHTTPErrorIncludesRequestContext(t *testing.T) {
 	ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 		http.Error(w, `{"code":400,"msg":"bad request"}`, http.StatusBadRequest)

ai/capabilities_test.go

@@ -35,7 +35,7 @@ func TestRegisteredProviders(t *testing.T) {
 	}
 
 	got = ai.RegisteredProviders("stream")
-	want = []string{"atlascloud", "groq", "minimax", "mistral", "openai", "together"}
+	want = []string{"anthropic", "atlascloud", "groq", "minimax", "mistral", "openai", "together"}
 	if !reflect.DeepEqual(got, want) {
 		t.Fatalf("RegisteredProviders(stream) = %#v, want %#v", got, want)
 	}
@@ -44,7 +44,7 @@ func TestRegisteredProviders(t *testing.T) {
 func TestCapabilityRows(t *testing.T) {
 	got := ai.CapabilityRows()
 	want := []ai.CapabilityRow{
-		{Provider: "anthropic", Capabilities: ai.Capabilities{Model: true}},
+		{Provider: "anthropic", Capabilities: ai.Capabilities{Model: true, Stream: true}},
 		{Provider: "atlascloud", Capabilities: ai.Capabilities{Model: true, Image: true, Video: true, Stream: true}},
 		{Provider: "gemini", Capabilities: ai.Capabilities{Model: true}},
 		{Provider: "groq", Capabilities: ai.Capabilities{Model: true, Stream: true}},
@@ -90,7 +90,7 @@ func TestRegisterStream(t *testing.T) {
 	}
 
 	got := ai.RegisteredProviders("stream")
-	want := []string{"atlascloud", "groq", "minimax", "mistral", "openai", "test-stream", "together"}
+	want := []string{"anthropic", "atlascloud", "groq", "minimax", "mistral", "openai", "test-stream", "together"}
 	if !reflect.DeepEqual(got, want) {
 		t.Fatalf("RegisteredProviders(stream) = %#v, want %#v", got, want)
 	}

ai/stream_conformance_test.go

@@ -215,6 +215,7 @@ func TestConfiguredProviderStreamsSkipWithoutCredentials(t *testing.T) {
 		{provider: "mistral", keyEnv: "MISTRAL_API_KEY", modelEnv: "MISTRAL_MODEL"},
 		{provider: "together", keyEnv: "TOGETHER_API_KEY", modelEnv: "TOGETHER_MODEL"},
 		{provider: "atlascloud", keyEnv: "ATLASCLOUD_API_KEY", modelEnv: "ATLASCLOUD_MODEL"},
+		{provider: "anthropic", keyEnv: "ANTHROPIC_API_KEY", modelEnv: "ANTHROPIC_MODEL"},
 	} {
 		tc := tc
 		t.Run(tc.provider, func(t *testing.T) {
@@ -256,7 +257,7 @@ func TestConfiguredProviderStreamsSkipWithoutCredentials(t *testing.T) {
 }
 
 func TestUnsupportedProvidersReturnStreamingUnsupportedAndStayUnregistered(t *testing.T) {
-	for _, provider := range []string{"anthropic", "gemini"} {
+	for _, provider := range []string{"gemini"} {
 		provider := provider
 		t.Run(provider, func(t *testing.T) {
 			if caps := ai.ProviderCapabilities(provider); caps.Stream {

cmd/micro/cli/agent/agent.go

@@ -37,13 +37,22 @@ func init() {
 		Usage: "Manage AI agents",
 		Subcommands: []*cli.Command{
 			{
-				Name:    "preflight",
-				Aliases: []string{"doctor"},
-				Usage:   "Check local prerequisites before the first provider-backed agent",
+				Name:  "preflight",
+				Usage: "Check local prerequisites before the first provider-backed agent",
 				Action: func(c *cli.Context) error {
 					return runAgentPreflight(os.Stdout, defaultPreflightDeps())
 				},
 			},
+			{
+				Name:  "doctor",
+				Usage: "Diagnose chat and inspect recovery after micro run",
+				Flags: []cli.Flag{
+					&cli.StringFlag{Name: "gateway", Value: "http://localhost:8080", Usage: "Gateway URL started by micro run"},
+				},
+				Action: func(c *cli.Context) error {
+					return runAgentDoctor(os.Stdout, defaultDoctorDeps(), c.String("gateway"))
+				},
+			},
 			{
 				Name:  "list",
 				Usage: "List registered agents",

cmd/micro/cli/agent/doctor.go

@@ -0,0 +1,179 @@
+package agent
+
+import (
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+	"time"
+
+	goagent "go-micro.dev/v6/agent"
+	"go-micro.dev/v6/registry"
+	"go-micro.dev/v6/store"
+)
+
+type doctorDeps struct {
+	getenv       func(string) string
+	httpGet      func(string) (*http.Response, error)
+	listServices func() ([]*registry.Service, error)
+	getService   func(string) ([]*registry.Service, error)
+	listRuns     func(string) ([]goagent.RunSummary, error)
+}
+
+func defaultDoctorDeps() doctorDeps {
+	client := &http.Client{Timeout: 2 * time.Second}
+	return doctorDeps{
+		getenv:       defaultPreflightDeps().getenv,
+		httpGet:      client.Get,
+		listServices: registry.ListServices,
+		getService:   registry.GetService,
+		listRuns: func(name string) ([]goagent.RunSummary, error) {
+			return goagent.ListRunSummariesWithOptions(store.DefaultStore, name, goagent.RunListOptions{Limit: 1})
+		},
+	}
+}
+
+func runAgentDoctor(w io.Writer, deps doctorDeps, gateway string) error {
+	if gateway == "" {
+		gateway = "http://localhost:8080"
+	}
+	gateway = strings.TrimRight(gateway, "/")
+	checks := agentDoctorChecks(deps, gateway)
+	failures := 0
+	fmt.Fprintln(w, "First-agent recovery doctor")
+	for _, check := range checks {
+		mark := "✓"
+		if !check.OK {
+			mark = "✗"
+			failures++
+		}
+		fmt.Fprintf(w, "  %s %s — %s\n", mark, check.Name, check.Detail)
+		if !check.OK && check.Fix != "" {
+			fmt.Fprintf(w, "    Fix: %s\n", check.Fix)
+		}
+		if !check.OK && check.Next != "" {
+			fmt.Fprintf(w, "    Next: %s\n", check.Next)
+		}
+	}
+	if failures > 0 {
+		return fmt.Errorf("first-agent doctor found %d recovery boundary issue(s)", failures)
+	}
+	fmt.Fprintln(w, "\nReady: gateway, agent registration, chat settings, and inspect history are reachable.")
+	return nil
+}
+
+func agentDoctorChecks(deps doctorDeps, gateway string) []preflightCheck {
+	if deps.getenv == nil {
+		deps.getenv = defaultPreflightDeps().getenv
+	}
+	if deps.httpGet == nil {
+		deps.httpGet = http.Get
+	}
+	if deps.listServices == nil {
+		deps.listServices = registry.ListServices
+	}
+	if deps.getService == nil {
+		deps.getService = registry.GetService
+	}
+	if deps.listRuns == nil {
+		deps.listRuns = func(name string) ([]goagent.RunSummary, error) {
+			return goagent.ListRunSummariesWithOptions(store.DefaultStore, name, goagent.RunListOptions{Limit: 1})
+		}
+	}
+
+	checks := []preflightCheck{checkGateway(deps, gateway), checkChatSettings(deps, gateway)}
+	agents, regCheck := checkAgentRegistration(deps)
+	checks = append(checks, regCheck)
+	checks = append(checks, checkRunHistory(deps, agents))
+	checks = append(checks, checkProviderConfig(deps))
+	return checks
+}
+
+func checkGateway(deps doctorDeps, gateway string) preflightCheck {
+	resp, err := deps.httpGet(gateway + "/agent")
+	if err != nil {
+		return preflightCheck{Name: "gateway /agent", Detail: err.Error(), Fix: "Start the local gateway with `micro run`, or pass the matching URL with `micro agent doctor --gateway http://localhost:<port>`.", Next: "Then open " + gateway + "/agent or retry `micro chat`."}
+	}
+	defer resp.Body.Close()
+	if resp.StatusCode >= 400 {
+		return preflightCheck{Name: "gateway /agent", Detail: fmt.Sprintf("%s returned %s", gateway+"/agent", resp.Status), Fix: "Confirm `micro run` is serving the web gateway and that auth/proxy settings are not blocking /agent.", Next: "See docs/guides/debugging-agents.html#chat-and-gateway-failures."}
+	}
+	return preflightCheck{Name: "gateway /agent", OK: true, Detail: gateway + "/agent is reachable"}
+}
+
+func checkChatSettings(deps doctorDeps, gateway string) preflightCheck {
+	resp, err := deps.httpGet(gateway + "/api/agent/settings")
+	if err != nil {
+		return preflightCheck{Name: "chat settings endpoint", Detail: err.Error(), Fix: "Keep `micro run` running and retry; the playground uses /api/agent/settings before chat prompts.", Next: "See docs/guides/debugging-agents.html#chat-and-gateway-failures."}
+	}
+	defer resp.Body.Close()
+	if resp.StatusCode >= 400 {
+		return preflightCheck{Name: "chat settings endpoint", Detail: fmt.Sprintf("returned %s", resp.Status), Fix: "Check gateway auth/proxy configuration or use the Agent settings page to confirm chat settings load.", Next: "See docs/guides/debugging-agents.html#provider-failures."}
+	}
+	var settings map[string]string
+	_ = json.NewDecoder(resp.Body).Decode(&settings)
+	if settings["provider"] != "" || settings["model"] != "" || settings["api_key"] != "" {
+		return preflightCheck{Name: "chat settings endpoint", OK: true, Detail: "reachable with saved provider settings"}
+	}
+	return preflightCheck{Name: "chat settings endpoint", OK: true, Detail: "reachable; no saved provider settings"}
+}
+
+func checkAgentRegistration(deps doctorDeps) ([]string, preflightCheck) {
+	services, err := deps.listServices()
+	if err != nil {
+		return nil, preflightCheck{Name: "agent registration", Detail: err.Error(), Fix: "Keep the scaffolded agent process running under `micro run` and retry `micro agent list`.", Next: "See docs/guides/your-first-agent.html#run-your-agent."}
+	}
+	var agents []string
+	for _, svc := range services {
+		records, err := deps.getService(svc.Name)
+		if err != nil || len(records) == 0 {
+			continue
+		}
+		if serviceIsAgent(records[0]) {
+			agents = append(agents, svc.Name)
+		}
+	}
+	if len(agents) == 0 {
+		return nil, preflightCheck{Name: "agent registration", Detail: "no registered agent services found", Fix: "Start an agent project with `micro run` and confirm `micro agent list` shows it.", Next: "Use docs/guides/no-secret-first-agent.html for a deterministic no-provider agent."}
+	}
+	return agents, preflightCheck{Name: "agent registration", OK: true, Detail: "found " + strings.Join(agents, ", ")}
+}
+
+func serviceIsAgent(svc *registry.Service) bool {
+	if svc.Metadata != nil && svc.Metadata["type"] == "agent" {
+		return true
+	}
+	for _, node := range svc.Nodes {
+		if node.Metadata != nil && node.Metadata["type"] == "agent" {
+			return true
+		}
+	}
+	return false
+}
+
+func checkRunHistory(deps doctorDeps, agents []string) preflightCheck {
+	if len(agents) == 0 {
+		return preflightCheck{Name: "inspect run history", Detail: "skipped because no agent is registered", Fix: "Fix agent registration first, then chat once and run `micro inspect agent <name>`.", Next: "See docs/guides/debugging-agents.html#inspect-run-history."}
+	}
+	for _, name := range agents {
+		runs, err := deps.listRuns(name)
+		if err != nil {
+			return preflightCheck{Name: "inspect run history", Detail: err.Error(), Fix: "Ensure the local store is writable and retry `micro inspect agent " + name + "`.", Next: "See docs/guides/debugging-agents.html#inspect-run-history."}
+		}
+		if len(runs) > 0 {
+			return preflightCheck{Name: "inspect run history", OK: true, Detail: "recent runs available for " + name}
+		}
+	}
+	return preflightCheck{Name: "inspect run history", Detail: "no recorded agent runs yet", Fix: "Send one prompt with `micro chat` or the /agent playground, then run `micro inspect agent " + agents[0] + "`.", Next: "See docs/guides/your-first-agent.html#inspect-what-happened."}
+}
+
+func checkProviderConfig(deps doctorDeps) preflightCheck {
+	check := checkProviderKey(preflightDeps{getenv: deps.getenv})
+	check.Name = "provider configuration"
+	if !check.OK {
+		check.Detail = "no provider key found for live LLM chat"
+		check.Fix = "For provider-backed chat, export MICRO_AI_API_KEY or a provider-specific key; for no-secret recovery, use the mock-model walkthrough."
+	}
+	return check
+}

cmd/micro/cli/agent/doctor_test.go

@@ -0,0 +1,75 @@
+package agent
+
+import (
+	"bytes"
+	"errors"
+	"io"
+	"net/http"
+	"strings"
+	"testing"
+
+	goagent "go-micro.dev/v6/agent"
+	"go-micro.dev/v6/registry"
+)
+
+func doctorHTTP(status int, body string) func(string) (*http.Response, error) {
+	return func(string) (*http.Response, error) {
+		return &http.Response{StatusCode: status, Status: "200 OK", Body: io.NopCloser(strings.NewReader(body))}, nil
+	}
+}
+
+func TestRunAgentDoctorPassesWhenRecoveryBoundariesReachable(t *testing.T) {
+	deps := doctorDeps{
+		getenv: func(key string) string {
+			if key == "MICRO_AI_API_KEY" {
+				return "set"
+			}
+			return ""
+		},
+		httpGet: doctorHTTP(200, `{"provider":"anthropic","model":"claude"}`),
+		listServices: func() ([]*registry.Service, error) {
+			return []*registry.Service{{Name: "assistant"}}, nil
+		},
+		getService: func(name string) ([]*registry.Service, error) {
+			return []*registry.Service{{Name: name, Metadata: map[string]string{"type": "agent"}}}, nil
+		},
+		listRuns: func(name string) ([]goagent.RunSummary, error) {
+			return []goagent.RunSummary{{RunID: "run-1", Status: "done"}}, nil
+		},
+	}
+	var out bytes.Buffer
+	if err := runAgentDoctor(&out, deps, "http://example.test"); err != nil {
+		t.Fatalf("runAgentDoctor() error = %v\n%s", err, out.String())
+	}
+	got := out.String()
+	for _, want := range []string{"First-agent recovery doctor", "✓ gateway /agent", "✓ chat settings endpoint", "✓ agent registration", "✓ inspect run history", "✓ provider configuration", "Ready:"} {
+		if !strings.Contains(got, want) {
+			t.Fatalf("output missing %q:\n%s", want, got)
+		}
+	}
+}
+
+func TestRunAgentDoctorReportsActionableRecoveryFailures(t *testing.T) {
+	deps := doctorDeps{
+		getenv:  func(string) string { return "" },
+		httpGet: func(string) (*http.Response, error) { return nil, errors.New("connection refused") },
+		listServices: func() ([]*registry.Service, error) {
+			return []*registry.Service{{Name: "greeter"}}, nil
+		},
+		getService: func(name string) ([]*registry.Service, error) {
+			return []*registry.Service{{Name: name}}, nil
+		},
+		listRuns: func(name string) ([]goagent.RunSummary, error) { return nil, nil },
+	}
+	var out bytes.Buffer
+	err := runAgentDoctor(&out, deps, "http://localhost:8080")
+	if err == nil {
+		t.Fatal("runAgentDoctor() error = nil")
+	}
+	got := out.String()
+	for _, want := range []string{"✗ gateway /agent", "micro run", "✗ chat settings endpoint", "✗ agent registration", "micro agent list", "✗ inspect run history", "micro inspect agent <name>", "✗ provider configuration", "docs/guides/no-secret-first-agent.html"} {
+		if !strings.Contains(got, want) {
+			t.Fatalf("output missing %q:\n%s", want, got)
+		}
+	}
+}

cmd/micro/cli/cli.go

@@ -37,10 +37,12 @@ const docsWayfinding = `First-agent and 0→hero docs:
        micro agent preflight
        micro run
        micro chat
+       micro agent doctor
 
   3. Debugging your agent
      https://go-micro.dev/docs/guides/debugging-agents.html
      Inspect agent runs and memory with:
+       micro agent doctor
        micro inspect agent
        micro runs <agent>
 

cmd/micro/cli/new/contract_test.go

@@ -1,6 +1,7 @@
 package new
 
 import (
+	"bytes"
 	"errors"
 	"flag"
 	"os"
@@ -57,6 +58,43 @@ func TestZeroToOneNoMCPContract(t *testing.T) {
 	generated.call(t, "Bob", "Hello Bob")
 }
 
+func TestPrintNextStepsSurfacesFirstAgentPath(t *testing.T) {
+	var out bytes.Buffer
+	printNextSteps(&out, "helloworld", false)
+
+	for _, want := range []string{
+		"cd helloworld",
+		"micro agent preflight",
+		"go run .",
+		"micro chat",
+		"micro inspect agent",
+		"micro docs",
+		"your-first-agent.html",
+		"zero-to-hero.html",
+		"http://localhost:3001/mcp/tools",
+	} {
+		if !strings.Contains(out.String(), want) {
+			t.Fatalf("next steps missing %q:\n%s", want, out.String())
+		}
+	}
+}
+
+func TestPrintNextStepsNoMCPSkipsMCPHints(t *testing.T) {
+	var out bytes.Buffer
+	printNextSteps(&out, "worker", true)
+
+	for _, want := range []string{"micro agent preflight", "micro chat", "micro inspect agent", "micro docs"} {
+		if !strings.Contains(out.String(), want) {
+			t.Fatalf("--no-mcp next steps missing %q:\n%s", want, out.String())
+		}
+	}
+	for _, notWant := range []string{"http://localhost:3001/mcp/tools", "micro mcp serve"} {
+		if strings.Contains(out.String(), notWant) {
+			t.Fatalf("--no-mcp next steps should not include %q:\n%s", notWant, out.String())
+		}
+	}
+}
+
 type generatedService struct {
 	dir      string
 	repoRoot string

cmd/micro/cli/new/new.go

@@ -6,6 +6,7 @@ import (
 	"context"
 	"fmt"
 	"go/build"
+	"io"
 	"os"
 	"os/exec"
 	"os/signal"
@@ -280,18 +281,30 @@ func Run(ctx *cli.Context) error {
 
 	fmt.Println()
 	fmt.Printf("  \033[32m✓\033[0m Service \033[36m%s\033[0m created\n\n", dir)
-	fmt.Println("  Next steps:")
-	fmt.Printf("    cd %s\n", dir)
-	fmt.Println("    go run .")
-	if !noMCP {
-		fmt.Println()
-		fmt.Printf("    MCP tools   \033[36mhttp://localhost:3001/mcp/tools\033[0m\n")
-		fmt.Println("    Claude Code \033[2mmicro mcp serve\033[0m")
-	}
-	fmt.Println()
+	printNextSteps(os.Stdout, dir, noMCP)
 	return nil
 }
 
+func printNextSteps(w io.Writer, dir string, noMCP bool) {
+	fmt.Fprintln(w, "  Next steps:")
+	fmt.Fprintf(w, "    cd %s\n", dir)
+	fmt.Fprintln(w, "    micro agent preflight")
+	fmt.Fprintln(w, "    go run .")
+	fmt.Fprintln(w, "    micro chat")
+	fmt.Fprintln(w, "    micro inspect agent")
+	fmt.Fprintln(w)
+	fmt.Fprintln(w, "  First-agent path:")
+	fmt.Fprintln(w, "    micro docs")
+	fmt.Fprintln(w, "    https://go-micro.dev/docs/guides/your-first-agent.html")
+	fmt.Fprintln(w, "    https://go-micro.dev/docs/guides/zero-to-hero.html")
+	if !noMCP {
+		fmt.Fprintln(w)
+		fmt.Fprintf(w, "    MCP tools   \033[36mhttp://localhost:3001/mcp/tools\033[0m\n")
+		fmt.Fprintln(w, "    Claude Code \033[2mmicro mcp serve\033[0m")
+	}
+	fmt.Fprintln(w)
+}
+
 func selectTemplates(name string, noMCP bool) (mainTmpl, handlerTmpl, protoTmpl string) {
 	switch name {
 	case "crud":

cmd/micro/first_agent_walkthrough_test.go

@@ -30,6 +30,9 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 	if !subcommands["agent"]["preflight"] {
 		t.Fatal("first-agent walkthrough missing preflight boundary: agent preflight")
 	}
+	if !subcommands["agent"]["doctor"] {
+		t.Fatal("first-agent walkthrough missing recovery boundary: agent doctor")
+	}
 	if !subcommands["inspect"]["agent"] {
 		t.Fatal("first-agent walkthrough missing inspect boundary: inspect agent")
 	}
@@ -57,6 +60,7 @@ func TestFirstAgentWalkthroughCLIBoundaries(t *testing.T) {
 		"micro agent preflight",
 		"micro run",
 		"micro chat",
+		"micro agent doctor",
 		"micro inspect agent",
 	} {
 		if !strings.Contains(out.String(), want) {

examples/README.md

@@ -15,7 +15,7 @@ of reading the directories alphabetically.
 | Step | Start here | What you learn | Next step |
 |------|------------|----------------|-----------|
 | 1. First service | [`hello-world`](./hello-world/) | Create and register a basic RPC service, add a handler, call it with a client, and expose health checks. | Move to [`agent-demo`](./agent-demo/) to see services used by an agent. |
-| 2. First agent | [`agent-demo`](./agent-demo/) | Run a small project-management app with Projects, Tasks, and Team services plus an agent playground. | Compare with the maintained 0-to-hero path in [`support`](./support/). |
+| 2. First agent | [`first-agent`](./first-agent/) | Run the smallest service-backed agent with a deterministic mock model and no provider key. | Compare with [`agent-demo`](./agent-demo/) or the maintained 0-to-hero path in [`support`](./support/). |
 | 3. First workflow | [`support`](./support/) | Follow typed services into an agent chat loop, an event-driven `intake` flow, and an approval gate in one runnable reference. | Deepen the workflow model with [`flow-durable`](./flow-durable/). |
 
 For the shortest AI-tooling bridge, the MCP path is
@@ -75,8 +75,11 @@ Docker Compose deployment with MCP gateway, Consul registry, and Jaeger tracing:
 
 ### 2. Agents — turn services into tool-using teammates
 
+#### [first-agent](./first-agent/)
+Smallest first agent: one notes service plus one scoped agent, backed by a deterministic mock model so `go run ./examples/first-agent` works without provider secrets.
+
 #### [agent-demo](./agent-demo/)
-Recommended first agent: a multi-service project management app with Projects,
+A multi-service project management app with Projects,
 Tasks, and Team services, seed data, and agent playground integration.
 
 #### [agent-plan-delegate](./agent-plan-delegate/)

examples/first-agent/README.md

@@ -0,0 +1,38 @@
+# First Agent
+
+This is the smallest runnable service-backed agent in the repository. It sits
+between `micro new helloworld` and the full [`examples/support`](../support/)
+0→hero reference.
+
+It runs with a deterministic mock model, so you do not need `ANTHROPIC_API_KEY`,
+`OPENAI_API_KEY`, or any other provider secret.
+
+```bash
+go run ./examples/first-agent
+```
+
+Expected transcript:
+
+```text
+First agent (provider: mock, no API key)
+> Summarize my next steps
+  [notes] listed starter notes
+assistant: Your first agent read the notes service and found three steps: install the CLI, run a service, then chat with an agent.
+✓ service-backed agent completed without provider secrets
+```
+
+## What it demonstrates
+
+- `notes` is a normal Go Micro service with one RPC method.
+- `assistant` is an agent scoped to that service via `agent.Services("notes")`.
+- The mock model requests the service tool through the normal agent tool handler.
+- The final answer proves the service → agent path without a live model key.
+
+CI keeps this path runnable with:
+
+```bash
+go test ./examples/first-agent
+```
+
+After this, continue to [`examples/support`](../support/) for the full services →
+agents → workflows lifecycle with a flow trigger and an approval gate.

examples/first-agent/main.go

@@ -0,0 +1,156 @@
+// First Agent — the smallest runnable service-backed agent.
+//
+// Run:
+//
+//	go run ./examples/first-agent
+//
+// It uses a deterministic mock model, so it needs no provider API key. The
+// point is to show the first agent shape: a service exposes a tool, an agent
+// discovers that service, the model asks to call the tool, and the agent returns
+// a final answer.
+package main
+
+import (
+	"context"
+	"fmt"
+	"os"
+	"strings"
+	"time"
+
+	"go-micro.dev/v6/agent"
+	"go-micro.dev/v6/ai"
+	"go-micro.dev/v6/broker"
+	"go-micro.dev/v6/client"
+	"go-micro.dev/v6/registry"
+	"go-micro.dev/v6/selector"
+	"go-micro.dev/v6/service"
+	"go-micro.dev/v6/store"
+)
+
+type ListNotesRequest struct{}
+
+type ListNotesResponse struct {
+	Notes []string `json:"notes" description:"Notes the assistant can summarize"`
+}
+
+type NotesService struct{}
+
+// List returns the starter notes the first agent can read.
+// @example {}
+func (s *NotesService) List(ctx context.Context, req *ListNotesRequest, rsp *ListNotesResponse) error {
+	rsp.Notes = []string{"Install the micro CLI", "Run a service", "Chat with an agent"}
+	fmt.Println("  [notes] listed starter notes")
+	return nil
+}
+
+type mockModel struct{ opts ai.Options }
+
+func newMock(opts ...ai.Option) ai.Model {
+	m := &mockModel{}
+	_ = m.Init(opts...)
+	return m
+}
+
+func (m *mockModel) Init(opts ...ai.Option) error {
+	for _, o := range opts {
+		o(&m.opts)
+	}
+	return nil
+}
+func (m *mockModel) Options() ai.Options { return m.opts }
+func (m *mockModel) String() string      { return "first-agent-mock" }
+func (m *mockModel) Stream(context.Context, *ai.Request, ...ai.GenerateOption) (ai.Stream, error) {
+	return nil, fmt.Errorf("stream not supported by first-agent mock")
+}
+
+func (m *mockModel) Generate(ctx context.Context, req *ai.Request, _ ...ai.GenerateOption) (*ai.Response, error) {
+	for _, tool := range req.Tools {
+		if strings.Contains(tool.Name, "List") && m.opts.ToolHandler != nil {
+			m.opts.ToolHandler(ctx, ai.ToolCall{ID: "list-notes", Name: tool.Name, Input: map[string]any{}})
+			break
+		}
+	}
+	return &ai.Response{Answer: "Your first agent read the notes service and found three steps: install the CLI, run a service, then chat with an agent."}, nil
+}
+
+func waitFor(reg registry.Registry, names ...string) error {
+	deadline := time.Now().Add(5 * time.Second)
+	for _, name := range names {
+		for {
+			if svcs, err := reg.GetService(name); err == nil && len(svcs) > 0 && len(svcs[0].Nodes) > 0 {
+				break
+			}
+			if time.Now().After(deadline) {
+				return fmt.Errorf("timed out waiting for %s", name)
+			}
+			time.Sleep(20 * time.Millisecond)
+		}
+	}
+	return nil
+}
+
+func runFirstAgent() error {
+	ai.Register("first-agent-mock", newMock)
+
+	reg := registry.NewMemoryRegistry()
+	br := broker.NewMemoryBroker()
+	if err := br.Init(); err != nil {
+		return fmt.Errorf("init broker: %w", err)
+	}
+	if err := br.Connect(); err != nil {
+		return fmt.Errorf("connect broker: %w", err)
+	}
+	defer br.Disconnect()
+	cl := client.NewClient(client.Registry(reg), client.Selector(selector.NewSelector(selector.Registry(reg))), client.Broker(br))
+
+	notes := service.New(service.Name("notes"), service.Address("127.0.0.1:0"), service.Registry(reg), service.Client(cl), service.Broker(br), service.HandleSignal(false))
+	if err := notes.Handle(new(NotesService)); err != nil {
+		return fmt.Errorf("handle notes: %w", err)
+	}
+	svcErr := make(chan error, 1)
+	go func() { svcErr <- notes.Run() }()
+	defer notes.Server().Stop()
+
+	assistant := agent.New(
+		agent.Name("assistant"),
+		agent.Address("127.0.0.1:0"),
+		agent.Services("notes"),
+		agent.Prompt("You are a friendly first agent. Use the notes service before answering."),
+		agent.Provider("first-agent-mock"),
+		agent.WithRegistry(reg),
+		agent.WithClient(cl),
+		agent.WithBroker(br),
+		agent.WithStore(store.NewMemoryStore()),
+	)
+	agentErr := make(chan error, 1)
+	go func() { agentErr <- assistant.Run() }()
+	defer assistant.Stop()
+
+	if err := waitFor(reg, "notes", "assistant"); err != nil {
+		select {
+		case runErr := <-svcErr:
+			return fmt.Errorf("run notes: %w", runErr)
+		case runErr := <-agentErr:
+			return fmt.Errorf("run assistant: %w", runErr)
+		default:
+		}
+		return err
+	}
+
+	fmt.Println("First agent (provider: mock, no API key)")
+	fmt.Println("> Summarize my next steps")
+	resp, err := assistant.Ask(context.Background(), "Summarize my next steps")
+	if err != nil {
+		return fmt.Errorf("ask assistant: %w", err)
+	}
+	fmt.Println("assistant:", resp.Reply)
+	fmt.Println("✓ service-backed agent completed without provider secrets")
+	return nil
+}
+
+func main() {
+	if err := runFirstAgent(); err != nil {
+		fmt.Println(err)
+		os.Exit(1)
+	}
+}

examples/first-agent/main_test.go

@@ -0,0 +1,9 @@
+package main
+
+import "testing"
+
+func TestRunFirstAgent(t *testing.T) {
+	if err := runFirstAgent(); err != nil {
+		t.Fatalf("first-agent example failed: %v", err)
+	}
+}

internal/harness/plan-delegate/main.go

@@ -131,6 +131,8 @@ const delegatedNotifyTask = "Use the notify Send tool exactly once to tell owner
 
 const commsPrompt = "You handle outbound notifications. When asked to notify someone, you must call the notify Send tool exactly once before replying. Never claim a notification was sent unless the notify tool returned success."
 
+const delegatedNotifySettleTimeout = 10 * time.Second
+
 type SendRequest struct {
 	To      string `json:"to" description:"Recipient address"`
 	Message string `json:"message" description:"Message body"`
@@ -401,8 +403,14 @@ func runPlanDelegate(provider string) error {
 	}
 
 	f := flow.New("zero-to-hero",
-		flow.Agent("conductor"),
-		flow.Prompt("Create three launch tasks (Design, Build, Ship), then make sure owner@acme.com is notified: {{.Data}}"),
+		flow.Steps(
+			flow.Step{Name: "conductor", Run: planDelegateConductorStep(conductor)},
+			flow.Step{Name: "require-notify", Run: requireDelegatedNotifyStep(taskSvc, notifySvc, func(ctx context.Context) error {
+				_, err := conductor.Ask(ctx, "The Design, Build, and Ship tasks already exist, but the owner notification is still missing. Delegate exactly one notification to the \"comms\" agent now with this exact subtask: "+delegatedNotifyTask+" Do not create more tasks and do not answer until comms has handled the notification.")
+				return err
+			})},
+		),
+		flow.WithCheckpoint(flow.StoreCheckpoint(mem, "flow-zero-to-hero")),
 		flow.Timeout(harnessutil.LiveTimeout(provider)),
 	)
 	if err := f.Register(reg, broker.DefaultBroker, cl); err != nil {
@@ -417,15 +425,8 @@ func runPlanDelegate(provider string) error {
 		executeDone <- f.Execute(ctx, "launch readiness")
 	}()
 
-	if err := waitForPlanDelegateExecution(executeDone, taskSvc, notifySvc, func(ctx context.Context) error {
-		_, err := conductor.Ask(ctx, "The Design, Build, and Ship tasks already exist, but the owner notification is still missing. Delegate exactly one notification to the \"comms\" agent now with this exact subtask: "+delegatedNotifyTask+" Do not create more tasks and do not answer until comms has handled the notification.")
+	if err := waitForPlanDelegateExecution(executeDone, taskSvc, notifySvc); err != nil {
 		return err
-	}); err != nil {
-		return err
-	}
-
-	if rs := f.Results(); len(rs) > 0 {
-		fmt.Println("\n\033[1m< conductor reply:\033[0m", rs[len(rs)-1].Reply)
 	}
 
 	// Prove plan was persisted to the real store.
@@ -442,7 +443,48 @@ func runPlanDelegate(provider string) error {
 	return nil
 }
 
-func waitForPlanDelegateExecution(done <-chan error, taskSvc *TaskService, notifySvc *NotifyService, recoverMissingNotify func(context.Context) error) error {
+func planDelegateConductorStep(conductor agent.Agent) flow.StepFunc {
+	return func(ctx context.Context, in flow.State) (flow.State, error) {
+		prompt := "Create three launch tasks (Design, Build, Ship), then make sure owner@acme.com is notified: " + in.String()
+		rsp, err := conductor.Ask(ctx, prompt)
+		if err != nil {
+			return in, err
+		}
+		if rsp != nil && rsp.Reply != "" {
+			fmt.Println("\n\033[1m< conductor reply:\033[0m", rsp.Reply)
+		}
+		return in, nil
+	}
+}
+
+func requireDelegatedNotifyStep(taskSvc *TaskService, notifySvc *NotifyService, recoverMissingNotify func(context.Context) error) flow.StepFunc {
+	return func(ctx context.Context, in flow.State) (flow.State, error) {
+		tasks := taskSvc.count()
+		notify := notifySvc.count()
+		if notify == 1 {
+			return in, nil
+		}
+		if recoverMissingNotify == nil || tasks != 3 || notify != 0 {
+			return in, fmt.Errorf("delegation completed without required notify side effect: notify=%d, want 1", notify)
+		}
+		settled, err := waitForNotifySideEffect(notifySvc, delegatedNotifySettleTimeout)
+		if err != nil {
+			return in, err
+		}
+		if !settled {
+			fmt.Print("\n\033[33mwarning:\033[0m conductor step completed before delegated notify; retrying the missing comms handoff once before the flow can complete.\n")
+			if err := recoverMissingNotify(ctx); err != nil {
+				return in, fmt.Errorf("delegation completed without required notify side effect and recovery failed: notify=%d, want 1: %w", notify, err)
+			}
+		}
+		if notify = notifySvc.count(); notify != 1 {
+			return in, fmt.Errorf("delegation recovery completed without required notify side effect: notify=%d, want 1", notify)
+		}
+		return in, nil
+	}
+}
+
+func waitForPlanDelegateExecution(done <-chan error, taskSvc *TaskService, notifySvc *NotifyService) error {
 	ticker := time.NewTicker(50 * time.Millisecond)
 	defer ticker.Stop()
 	for {
@@ -461,25 +503,7 @@ func waitForPlanDelegateExecution(done <-chan error, taskSvc *TaskService, notif
 				return fmt.Errorf("flow execute after side effects tasks=%d notify=%d: %w", tasks, notify, err)
 			}
 			if notify != 1 {
-				if recoverMissingNotify == nil || tasks != 3 || notify != 0 {
-					return fmt.Errorf("delegation completed without required notify side effect: notify=%d, want 1", notify)
-				}
-				settled, err := waitForNotifySideEffect(notifySvc, 2*time.Second)
-				if err != nil {
-					return err
-				}
-				if !settled {
-					fmt.Print("\n\033[33mwarning:\033[0m flow completed before delegated notify; retrying the missing comms handoff once.\n")
-					ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second)
-					retryErr := recoverMissingNotify(ctx)
-					cancel()
-					if retryErr != nil {
-						return fmt.Errorf("delegation completed without required notify side effect and recovery failed: notify=%d, want 1: %w", notify, retryErr)
-					}
-				}
-				if notify = notifySvc.count(); notify != 1 {
-					return fmt.Errorf("delegation recovery completed without required notify side effect: notify=%d, want 1", notify)
-				}
+				return fmt.Errorf("delegation completed without required notify side effect: notify=%d, want 1", notify)
 			}
 			return nil
 		case <-ticker.C:

internal/harness/plan-delegate/main_test.go

@@ -258,7 +258,7 @@ func TestPlanDelegateExecutionReportsDuplicateNotifyBeforeTimeout(t *testing.T)
 
 	done := make(chan error)
 	errCh := make(chan error, 1)
-	go func() { errCh <- waitForPlanDelegateExecution(done, new(TaskService), notifySvc, nil) }()
+	go func() { errCh <- waitForPlanDelegateExecution(done, new(TaskService), notifySvc) }()
 
 	select {
 	case err := <-errCh:
@@ -278,7 +278,7 @@ func TestPlanDelegateExecutionRejectsClaimedCompletionWithoutNotify(t *testing.T
 	done := make(chan error, 1)
 	done <- nil
 
-	err := waitForPlanDelegateExecution(done, new(TaskService), notifySvc, nil)
+	err := waitForPlanDelegateExecution(done, new(TaskService), notifySvc)
 	if err == nil {
 		t.Fatal("waitForPlanDelegateExecution returned nil, want missing notify side-effect error")
 	}
@@ -296,15 +296,13 @@ func TestPlanDelegateExecutionRecoversMissingNotifyOnce(t *testing.T) {
 		}
 	}
 	notifySvc := new(NotifyService)
-	done := make(chan error, 1)
-	done <- nil
 
 	recovered := false
-	err := waitForPlanDelegateExecution(done, taskSvc, notifySvc, func(ctx context.Context) error {
+	_, err := requireDelegatedNotifyStep(taskSvc, notifySvc, func(ctx context.Context) error {
 		recovered = true
 		var rsp SendResponse
 		return notifySvc.Send(ctx, &SendRequest{To: "owner@acme.com", Message: "The launch plan is ready"}, &rsp)
-	})
+	})(context.Background(), flow.State{})
 	if err != nil {
 		t.Fatalf("waitForPlanDelegateExecution returned %v, want recovery success", err)
 	}
@@ -325,8 +323,6 @@ func TestPlanDelegateExecutionWaitsForInFlightNotifyAfterFlowCompletion(t *testi
 		}
 	}
 	notifySvc := new(NotifyService)
-	done := make(chan error, 1)
-	done <- nil
 
 	go func() {
 		time.Sleep(100 * time.Millisecond)
@@ -335,11 +331,11 @@ func TestPlanDelegateExecutionWaitsForInFlightNotifyAfterFlowCompletion(t *testi
 	}()
 
 	recovered := false
-	err := waitForPlanDelegateExecution(done, taskSvc, notifySvc, func(ctx context.Context) error {
+	_, err := requireDelegatedNotifyStep(taskSvc, notifySvc, func(ctx context.Context) error {
 		recovered = true
 		var rsp SendResponse
 		return notifySvc.Send(ctx, &SendRequest{To: "owner@acme.com", Message: "The launch plan is ready"}, &rsp)
-	})
+	})(context.Background(), flow.State{})
 	if err != nil {
 		t.Fatalf("waitForPlanDelegateExecution returned %v, want in-flight notify success", err)
 	}
@@ -374,7 +370,7 @@ func TestPlanDelegateExecutionAcceptsClientTimeoutAfterSideEffects(t *testing.T)
 	done := make(chan error, 1)
 	done <- errors.New(`{"id":"go.micro.client","code":408,"detail":"<nil>","status":"Request Timeout"}`)
 
-	if err := waitForPlanDelegateExecution(done, taskSvc, notifySvc, nil); err != nil {
+	if err := waitForPlanDelegateExecution(done, taskSvc, notifySvc); err != nil {
 		t.Fatalf("waitForPlanDelegateExecution returned %v, want completed side effects to satisfy client timeout", err)
 	}
 }
@@ -383,7 +379,7 @@ func TestPlanDelegateExecutionClassifiesClientTimeoutBeforeSideEffects(t *testin
 	done := make(chan error, 1)
 	done <- errors.New(`{"id":"go.micro.client","code":408,"detail":"<nil>","status":"Request Timeout"}`)
 
-	err := waitForPlanDelegateExecution(done, new(TaskService), new(NotifyService), nil)
+	err := waitForPlanDelegateExecution(done, new(TaskService), new(NotifyService))
 	if err == nil {
 		t.Fatal("waitForPlanDelegateExecution returned nil, want timeout before side effects to fail")
 	}
@@ -410,7 +406,7 @@ func TestPlanDelegateExecutionClassifiesPartialClientTimeout(t *testing.T) {
 	done := make(chan error, 1)
 	done <- errors.New(`{"id":"go.micro.client","code":408,"detail":"<nil>","status":"Request Timeout"}`)
 
-	err := waitForPlanDelegateExecution(done, taskSvc, new(NotifyService), nil)
+	err := waitForPlanDelegateExecution(done, taskSvc, new(NotifyService))
 	if err == nil {
 		t.Fatal("waitForPlanDelegateExecution returned nil, want timeout before notify to fail")
 	}

internal/harness/zero-to-hero-ci/docs_test.go

@@ -17,6 +17,7 @@ func TestZeroToHeroReferenceDocs(t *testing.T) {
 		"go test ./cmd/micro -run TestFirstAgentWalkthroughCLIBoundaries -count=1",
 		"go test ./cmd/micro -run TestZeroToHeroCLIBoundaries -count=1",
 		"go test ./cmd/micro/cli/deploy -run TestDeployDryRun -count=1",
+		"go test ./examples/first-agent -run TestRunFirstAgent -count=1",
 		"go test ./examples/support -run 'TestRunSupportMockSmoke|TestZeroToHeroReadmeDocumentsLifecycle' -count=1",
 		"./internal/harness/zero-to-hero-ci/run.sh",
 		"go run ./internal/harness/agent-flow",
@@ -93,6 +94,36 @@ func TestFirstAgentWayfindingDocs(t *testing.T) {
 				"internal/website/docs/guides/zero-to-hero.md",
 			},
 		},
+		{
+			name:    "README examples list",
+			file:    filepath.Join(root, "README.md"),
+			heading: "## Examples",
+			links: []string{
+				"examples/README.md",
+				"examples/first-agent/",
+			},
+		},
+		{
+			name:    "repository examples index",
+			file:    filepath.Join(root, "examples", "README.md"),
+			heading: "## Recommended first-agent path",
+			links: []string{
+				"./first-agent/",
+				"./support/",
+			},
+		},
+		{
+			name:    "website examples index",
+			file:    filepath.Join(root, "internal", "website", "docs", "examples", "index.md"),
+			heading: "## Start here",
+			links: []string{
+				"https://github.com/micro/go-micro/tree/master/examples/first-agent",
+				"../guides/no-secret-first-agent.html",
+				"../guides/your-first-agent.html",
+				"../guides/debugging-agents.html",
+				"../guides/zero-to-hero.html",
+			},
+		},
 		{
 			name:    "website getting-started on-ramp",
 			file:    filepath.Join(root, "internal", "website", "docs", "getting-started.md"),
@@ -129,6 +160,8 @@ func TestNoSecretFirstAgentTranscript(t *testing.T) {
 	guide := readFile(t, filepath.Join(root, "internal", "website", "docs", "guides", "no-secret-first-agent.md"))
 
 	for _, want := range []string{
+		"go run ./examples/first-agent",
+		"go test ./examples/first-agent -run TestRunFirstAgent -count=1",
 		"go run ./examples/support",
 		"go test ./examples/support -run TestRunSupportMockSmoke -count=1",
 		"make harness",
@@ -169,6 +202,23 @@ func TestNoSecretFirstAgentTranscript(t *testing.T) {
 	}
 }
 
+func TestFirstAgentWayfindingTargetsExist(t *testing.T) {
+	root := filepath.Clean(filepath.Join("..", "..", ".."))
+	for _, target := range []string{
+		"examples/README.md",
+		"examples/first-agent/README.md",
+		"internal/website/docs/examples/index.md",
+		"internal/website/docs/guides/no-secret-first-agent.md",
+		"internal/website/docs/guides/your-first-agent.md",
+		"internal/website/docs/guides/debugging-agents.md",
+		"internal/website/docs/guides/zero-to-hero.md",
+	} {
+		if _, err := os.Stat(filepath.Join(root, filepath.FromSlash(target))); err != nil {
+			t.Fatalf("first-agent wayfinding target %s disappeared: %v", target, err)
+		}
+	}
+}
+
 func firstMarkdownSection(t *testing.T, doc, heading string) string {
 	t.Helper()
 	start := strings.Index(doc, heading)

internal/harness/zero-to-hero-ci/run.sh

@@ -14,5 +14,6 @@ go test ./internal/harness/zero-to-hero-ci -run 'TestNoSecretFirstAgentTranscrip
 # runtime and mock only the LLM provider. The support example is the maintained
 # runnable 0→hero app; keep it in this CI path so its documented run/chat/inspect
 # journey cannot drift from the framework.
+go test ./examples/first-agent -run TestRunFirstAgent -count=1
 go test ./examples/support -run 'TestRunSupportMockSmoke|TestZeroToHeroReadmeDocumentsLifecycle' -count=1
 go test ./internal/harness/universe ./internal/harness/plan-delegate -run 'Test.*Harness|TestPlanDelegateEndToEnd|TestPlanDelegateFlowHandoff' -count=1

internal/website/docs/ai-integration.md

@@ -5,27 +5,29 @@ title: AI Integration
 
 # AI Integration
 
-Go Micro is an AI-native microservices framework. Every service you build is automatically accessible to AI agents, and every service can call AI models. This page explains how the pieces fit together.
+Go Micro is an agent harness and service framework for Go. Every service you build can become an AI-callable tool, every agent runs as a service with model/memory/guardrails around it, and flows orchestrate the deterministic parts. This page explains how the services → agents → workflows lifecycle fits together.
 
 <img src="/images/generated/mcp-agent.jpg" alt="AI integration architecture" style="width: 100%; border-radius: 8px; margin: 1rem 0 1.5rem;" />
 
 ## The Stack
 
 ```
-Your Services           →  write Go handlers, register with the framework
+Services               →  write Go handlers, register with the framework
     ↓
-Registry                →  automatic service discovery (mDNS, Consul, etcd)
+Registry                →  automatic discovery for services, agents, and flows
     ↓
-Gateways                →  micro api (HTTP→RPC) / micro mcp (MCP tools)
+Gateways                →  micro api (HTTP→RPC), micro mcp (tools), micro a2a (agents)
     ↓
 ai.Tools                →  discovers services + executes RPCs programmatically
     ↓
 ai.Model                →  calls LLMs (Anthropic, OpenAI, Gemini, Atlas Cloud, ...)
     ↓
-agent / flow / micro chat  →  agent-managed, event-driven, or interactive orchestration
+Agents                 →  service-backed model loop with memory, guardrails, plan/delegate
+    ↓
+Flows                  →  durable deterministic steps that can dispatch to agents
 ```
 
-Every layer is optional. You can use go-micro without AI. You can use the `ai` package without MCP. But when you stack them, you get services that AI agents can discover and orchestrate automatically.
+Every layer is optional. You can use Go Micro as a service framework without AI. You can use the `ai` package without MCP. But when you stack them, you get one runtime where services become tools, agents are reachable services, and workflows coordinate the predictable parts.
 
 ## Layer by Layer
 

internal/website/docs/examples/index.md

@@ -10,9 +10,12 @@ agents → workflows lifecycle.
 
 ## Start here
 
+For the provider-free first-agent route, run [`examples/first-agent`](https://github.com/micro/go-micro/tree/master/examples/first-agent), then follow [No-secret First Agent](../guides/no-secret-first-agent.html), [Your First Agent](../guides/your-first-agent.html), [Debugging your agent](../guides/debugging-agents.html), and the [0→hero Reference](../guides/zero-to-hero.html).
+
 | Goal | Runnable example | Why it is useful |
 | --- | --- | --- |
 | 0→1 service | [`examples/hello-world`](https://github.com/micro/go-micro/tree/master/examples/hello-world) | Smallest RPC service with a client call and health checks. |
+| Provider-free first agent | [`examples/first-agent`](https://github.com/micro/go-micro/tree/master/examples/first-agent) | Smallest service-backed agent with a deterministic mock model; no provider key required. |
 | First service-backed agent | [`examples/agent-demo`](https://github.com/micro/go-micro/tree/master/examples/agent-demo) | Multi-service project/task/team app with agent playground integration. |
 | 0→hero lifecycle | [`examples/support`](https://github.com/micro/go-micro/tree/master/examples/support) | No-secret support-desk story: typed services, an agent, an event-driven flow, and a guardrail. |
 | Planning and delegation | [`examples/agent-plan-delegate`](https://github.com/micro/go-micro/tree/master/examples/agent-plan-delegate) | Two agents collaborate through `plan` and `delegate` over normal Go Micro RPC. |
@@ -25,10 +28,16 @@ agents → workflows lifecycle.
 - [Getting Started](../getting-started.html) → run
   [`examples/support`](https://github.com/micro/go-micro/tree/master/examples/support)
   to see the full lifecycle before generating your own service.
+- [No-secret First Agent](../guides/no-secret-first-agent.html) → run
+  [`examples/first-agent`](https://github.com/micro/go-micro/tree/master/examples/first-agent)
+  first for the smallest provider-free agent transcript.
 - [Your First Agent](../guides/your-first-agent.html) → run
   [`examples/agent-demo`](https://github.com/micro/go-micro/tree/master/examples/agent-demo)
   or [`examples/support`](https://github.com/micro/go-micro/tree/master/examples/support)
   when you want a complete service-backed agent to inspect.
+- [Debugging your agent](../guides/debugging-agents.html) → keep
+  [`examples/first-agent`](https://github.com/micro/go-micro/tree/master/examples/first-agent)
+  nearby as the smallest mock-model reproduction before inspecting richer runs.
 - [0→hero Reference](../guides/zero-to-hero.html) → run
   [`examples/support`](https://github.com/micro/go-micro/tree/master/examples/support)
   for the human-readable scenario, then `make harness` for the full CI contract.

internal/website/docs/getting-started.md

@@ -90,10 +90,11 @@ The console discovers services from the registry and orchestrates across them vi
 
 After this quick start, follow the agent path in order:
 
-1. [No-secret first-agent transcript](guides/no-secret-first-agent.html) — run a useful support agent with a mock model before setting up a provider key.
-2. [Your First Agent](guides/your-first-agent.html) — build a service-backed agent and talk to it with `micro chat`.
-3. [Debugging your agent](guides/debugging-agents.html) — inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent surprises you.
-4. [0→hero reference path](guides/zero-to-hero.html) — prove the full scaffold → run → chat → inspect → deploy dry-run lifecycle with commands exercised by `make harness`.
+1. [Smallest first-agent example](https://github.com/micro/go-micro/tree/master/examples/first-agent) — run one service-backed agent with a mock model and no provider key.
+2. [No-secret first-agent transcript](guides/no-secret-first-agent.html) — run a useful support agent with a mock model before setting up a provider key.
+3. [Your First Agent](guides/your-first-agent.html) — build a service-backed agent and talk to it with `micro chat`.
+4. [Debugging your agent](guides/debugging-agents.html) — inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent surprises you.
+5. [0→hero reference path](guides/zero-to-hero.html) — prove the full scaffold → run → chat → inspect → deploy dry-run lifecycle with commands exercised by `make harness`.
 
 ## Quick Start: Write a Service
 

internal/website/docs/guides/ai-provider-guide.md

@@ -38,7 +38,7 @@ The built-in providers currently register these capability interfaces:
 
 | Provider | Chat/text (`ai.Model`) | Image (`ai.ImageModel`) | Video (`ai.VideoModel`) | Streaming (`ai.Stream`) |
 | --- | --- | --- | --- | --- |
-| `anthropic` | Yes | No | No | No |
+| `anthropic` | Yes | No | No | Yes |
 | `atlascloud` | Yes | Yes | Yes | Yes |
 | `gemini` | Yes | No | No | No |
 | `groq` | Yes | No | No | Yes |

internal/website/docs/guides/no-secret-first-agent.md

@@ -25,11 +25,17 @@ end to end with no secrets.
 
 ## Transcript
 
-From a fresh clone of the repository:
+From a fresh clone of the repository, first run the smallest service-backed agent:
 
 ```sh
 git clone https://github.com/micro/go-micro.git
 cd go-micro
+go run ./examples/first-agent
+```
+
+Then run the maintained support-agent transcript that exercises the full lifecycle:
+
+```sh
 go run ./examples/support
 ```
 
@@ -56,9 +62,10 @@ trigger and inspect the work.
 
 ## CI-backed check
 
-Run the same deterministic path as a focused test:
+Run the same deterministic paths as focused tests:
 
 ```sh
+go test ./examples/first-agent -run TestRunFirstAgent -count=1
 go test ./examples/support -run TestRunSupportMockSmoke -count=1
 ```
 

internal/website/docs/guides/provider-conformance.md

@@ -57,7 +57,7 @@ previous section.
 
 | Provider | Chat/text agent harness | Image | Video | Streaming | Structured errors |
 | --- | --- | --- | --- | --- | --- |
-| `anthropic` | ✅ Verified when configured | — Unsupported | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |
+| `anthropic` | ✅ Verified when configured | — Unsupported | — Unsupported | ✅ Verified when configured | ⚠️ Unverified |
 | `openai` | ✅ Verified when configured | ✅ Registered | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |
 | `gemini` | ✅ Verified when configured | — Unsupported | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |
 | `groq` | ✅ Verified when configured | — Unsupported | — Unsupported | ⚠️ Unverified | ⚠️ Unverified |

internal/website/docs/guides/zero-to-hero.md

@@ -24,12 +24,19 @@ cloud credentials?"
 | Chat | `micro chat` remains the interactive agent entry point. | `go test ./cmd/micro -run TestZeroToHeroCLIBoundaries -count=1` |
 | Inspect | `micro inspect agent`, `micro inspect flow`, and `micro flow runs` remain discoverable for run history. | `go test ./cmd/micro -run TestZeroToHeroCLIBoundaries -count=1` |
 | Deploy | `micro deploy --dry-run` resolves deploy targets without touching remote infrastructure. | `go test ./cmd/micro/cli/deploy -run TestDeployDryRun -count=1` |
+| Smallest first agent | `examples/first-agent` runs one service-backed agent with a deterministic mock model and no provider key. | `go test ./examples/first-agent -run TestRunFirstAgent -count=1` |
 | Runtime reference app | `examples/support` runs typed services, an agent using those services as tools, an event-driven flow handoff, and an approval gate with only the model mocked. | `go test ./examples/support -run 'TestRunSupportMockSmoke|TestZeroToHeroReadmeDocumentsLifecycle' -count=1` |
 | Runtime harnesses | Real services, agents, durable flows, store-backed history, delegation, and A2A run with only the model mocked. | `./internal/harness/zero-to-hero-ci/run.sh` and `make provider-conformance-mock` |
 
 ## Run the runnable example
 
-From the repository root, start with the support-desk example when you want to see the full lifecycle in one terminal:
+From the repository root, start with the smallest service-backed agent when you want the fastest no-secret success path:
+
+```sh
+go run ./examples/first-agent
+```
+
+Then run the support-desk example when you want to see the full lifecycle in one terminal:
 
 ```sh
 go run ./examples/support
@@ -68,6 +75,9 @@ go test ./cmd/micro -run TestFirstAgentWalkthroughCLIBoundaries -count=1
 go test ./cmd/micro -run TestZeroToHeroCLIBoundaries -count=1
 go test ./cmd/micro/cli/deploy -run TestDeployDryRun -count=1
 
+# Smallest no-secret service-backed first agent.
+go test ./examples/first-agent -run TestRunFirstAgent -count=1
+
 # Maintained 0→hero support-desk reference app.
 go test ./examples/support -run 'TestRunSupportMockSmoke|TestZeroToHeroReadmeDocumentsLifecycle' -count=1
 
@@ -83,6 +93,9 @@ make provider-conformance-mock
 
 ## Reference scenarios
 
+- [`examples/first-agent`](https://github.com/micro/go-micro/tree/master/examples/first-agent)
+  is the smallest no-secret service-backed agent: one notes service, one scoped
+  assistant agent, and a deterministic mock model.
 - [`examples/support`](https://github.com/micro/go-micro/tree/master/examples/support)
   is the runnable support-desk story: customers, tickets, notify, a support
   agent, an intake flow, and an approval gate in one no-secret example.

internal/website/docs/quickstart.md

@@ -39,9 +39,10 @@ curl -X POST http://localhost:8080/api/helloworld/Helloworld.Call \
 
 You now have the service half of the services → agents → workflows lifecycle running locally. Keep the on-ramp going in this order:
 
-1. **[Your First Agent](guides/your-first-agent.html)** - turn this service into an agent-callable tool, chat with it, and learn the `micro agent preflight` → `micro run` → `micro chat` loop.
-2. **[Debugging your agent](guides/debugging-agents.html)** - inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent does something surprising.
-3. **[0→hero Reference](guides/zero-to-hero.html)** - walk the maintained scaffold → run → chat → inspect → deploy dry-run path that proves services, agents, and workflows together.
+1. **[Smallest first-agent example](https://github.com/micro/go-micro/tree/master/examples/first-agent)** - run a mock-model, no-secret agent before adding provider keys.
+2. **[Your First Agent](guides/your-first-agent.html)** - turn this service into an agent-callable tool, chat with it, and learn the `micro agent preflight` → `micro run` → `micro chat` loop.
+3. **[Debugging your agent](guides/debugging-agents.html)** - inspect service registration, tool calls, run history, memory, provider failures, and flow handoffs when the agent does something surprising.
+4. **[0→hero Reference](guides/zero-to-hero.html)** - walk the maintained scaffold → run → chat → inspect → deploy dry-run path that proves services, agents, and workflows together.
 
 After that first-agent path, branch out to: