adk-go-pkg

Extension library for Google's ADK-Go.

adk-go-pkg provides production-ready building blocks that complement ADK-Go with capabilities it does not ship out of the box.

Features

Feature	Description
OpenAI Model Provider	Drop-in `model.LLM` adapter for any OpenAI-compatible API (OpenAI, Ollama, LiteLLM, OpenRouter, vLLM, Together AI). Supports both `/v1/chat/completions` and `/v1/responses` endpoints.
Anthropic Model Provider	Drop-in `model.LLM` adapter for Anthropic's Messages API. Supports streaming, tool calling, images, structured output, thinking blocks, and prompt caching. Bedrock and Vertex AI are only supported through gateways that expose the Anthropic `/v1/messages` endpoint.
Generic AG-UI Server	Framework-agnostic AG-UI protocol server (`agui/`) with event emitter, state management (RFC 6902 JSON Patch via `evanphx/json-patch`), predictive state tracker, tool orchestration, middleware, encrypted-value scrubbing, and SSE handler. Zero ADK dependency.
ADK-Go AG-UI Bridge	Translates ADK-Go session events to AG-UI events (`aguiadk/`). Thread-to-session mapping, state/message snapshots, streaming tool calls, client tool hand-back (NextRun, Inline, and HandBack modes), HITL runstore & resume, tool call validation, activity snapshots, suppressed tool mode, and preset configurations.
Prompt Templating	`text/template`-based prompt rendering engine with agent context data (state, user, session, artifacts, memory), 12 built-in functions, template registry, loader (files/embed.FS), and `llmagent.InstructionProvider` integration.
Planners	Structured plan generation (ReAct JSON and free-form Thinking) that separates reasoning from execution.
File Artifact Service	Filesystem-backed `artifact.Service` with automatic versioning and metadata sidecars.
Session Rewind	Roll a session back to any prior event, recalculating state from replayed deltas.
Config Agent Loader	Declare entire agent trees in YAML/JSON and build them at runtime via a factory registry. Now includes Agent Skills support.
Agent Skills Config	Declarative skill integration via YAML/JSON. Supports filesystem sources with preload optimization and specific skill loading (wildcard or filtered by name).
Test Utilities	Complete fake implementations of all ADK-Go interfaces for deterministic testing without external LLM providers. Includes FakeLLM, FakeAgent, FakeSession, FakeArtifactService, FakeMemoryService, FakeSessionService, and RunnerBuilder.
Evaluation Framework	Evaluate agent performance with eval sets, built-in metrics (trajectory, response match, rubrics, safety, hallucinations), LLM-as-judge auto-raters, user simulation, and a local eval service. Mirrors ADK Python's eval package.
AG-UI MCP Support	Inject MCP (Model Context Protocol) server tools into AG-UI agents. Two integration paths: `MCPMiddleware` for generic tool injection + server-side execution, and `MCPAppsMiddleware` for UI-enabled tools + proxied MCP requests. Bridge wiring via `aguiadk.BuildMCPServerToolsets` using ADK-Go's `mcptoolset`.

Installation

go get github.com/ieshan/adk-go-pkg

Quick Start

OpenAI Model Provider

package main

import (
	"context"
	"fmt"
	"log"
	"os"

	"github.com/ieshan/adk-go-pkg/model/openai"
	"google.golang.org/adk/v2/model"
	"google.golang.org/genai"
)

func main() {
	m, err := openai.New(openai.Config{
		Model:  "gpt-4o",
		APIKey: os.Getenv("OPENAI_API_KEY"),
	})
	if err != nil {
		log.Fatal(err)
	}

	req := &model.LLMRequest{
		Contents: []*genai.Content{
			genai.NewContentFromText("Hello!", "user"),
		},
	}

	for resp, err := range m.GenerateContent(context.Background(), req, false) {
		if err != nil {
			log.Fatal(err)
		}
		fmt.Println(resp.Content.Parts[0].Text)
	}
}

Detailed docs →

Anthropic Model Provider

package main

import (
	"context"
	"fmt"
	"log"
	"os"

	"github.com/ieshan/adk-go-pkg/model/anthropic"
	"google.golang.org/adk/v2/model"
	"google.golang.org/genai"
)

func main() {
	m, err := anthropic.New(anthropic.Config{
		Model:  "claude-sonnet-4-20250514",
		APIKey: os.Getenv("ANTHROPIC_API_KEY"),
	})
	if err != nil {
		log.Fatal(err)
	}

	req := &model.LLMRequest{
		Contents: []*genai.Content{
			genai.NewContentFromText("Hello!", "user"),
		},
	}

	for resp, err := range m.GenerateContent(context.Background(), req, false) {
		if err != nil {
			log.Fatal(err)
		}
		fmt.Println(resp.Content.Parts[0].Text)
	}
}

Detailed docs →

Generic AG-UI Server (`agui/`)

package main

import (
	"context"
	"iter"
	"log"
	"net/http"

	"github.com/ag-ui-protocol/ag-ui/sdks/community/go/pkg/core/events"
	"github.com/ag-ui-protocol/ag-ui/sdks/community/go/pkg/core/types"
	"github.com/ieshan/adk-go-pkg/agui"
)

func main() {
	agent := agui.AgentFunc(func(ctx context.Context, input types.RunAgentInput) iter.Seq2[events.Event, error] {
		ch := make(chan events.Event, 64)
		emitter := agui.NewEventEmitter(ch)
		go func() {
			defer close(ch)
			emitter.RunStarted(input.ThreadID, input.RunID)
			msgID := emitter.GenerateMessageID()
			role := "assistant"
			emitter.TextMessageStart(msgID, &role)
			emitter.TextMessageContent(msgID, "Hello from AG-UI!")
			emitter.TextMessageEnd(msgID)
			emitter.RunFinishedWithOptions(input.ThreadID, input.RunID)
		}()
		return agui.ChanToIter(ctx, ch)
	})

	handler, err := agui.Handler(agui.Config{Agent: agent})
	if err != nil {
		log.Fatal(err)
	}
	log.Fatal(http.ListenAndServe(":8080", handler))
}

Detailed docs →

ADK-Go AG-UI Bridge (`aguiadk/`)

package main

import (
	"iter"
	"log"
	"net/http"

	"github.com/ieshan/adk-go-pkg/agui"
	"github.com/ieshan/adk-go-pkg/aguiadk"
	"google.golang.org/adk/v2/agent"
	"google.golang.org/adk/v2/session"
	"google.golang.org/genai"
)

func main() {
	myAgent, err := agent.New(agent.Config{
		Name: "greeter",
		Run: func(ctx agent.InvocationContext) iter.Seq2[*session.Event, error] {
			return func(yield func(*session.Event, error) bool) {
				content := genai.NewContentFromText("Hello from ADK!", genai.RoleModel)
				yield(&session.Event{Author: "greeter", Content: content}, nil)
			}
		},
	})
	if err != nil {
		log.Fatal(err)
	}

	handler, err := aguiadk.Handler(
		aguiadk.Config{
			Agent:   myAgent,
			AppName: "my-chatbot",
			UserID:  "default-user",
		},
		agui.Config{},
	)
	if err != nil {
		log.Fatal(err)
	}
	http.Handle("/api/agent", handler)
	log.Fatal(http.ListenAndServe(":8080", nil))
}

Detailed docs →

Prompt Templating

package main

import (
	"fmt"
	"log"

	"github.com/ieshan/adk-go-pkg/prompt"
)

func main() {
	engine := prompt.New()
	tmpl, err := engine.Parse("greeting", "Hello {{.Input.name}}!")
	if err != nil {
		log.Fatal(err)
	}

	data := prompt.BuildData(map[string]any{"name": "world"})
	rendered, err := tmpl.Execute(data)
	if err != nil {
		log.Fatal(err)
	}
	fmt.Println(rendered)
}

For llmagent.InstructionProvider integration:

provider, err := prompt.NewInstructionProvider(
	"You are {{.Agent.Name}}. User: {{.User.Text}}. Country: {{.State.Get \"country\"}}",
)
// Pass to llmagent.Config{InstructionProvider: provider}

Detailed docs →

Planners

package main

import (
	"context"
	"fmt"
	"log"

	"github.com/ieshan/adk-go-pkg/planner"
	"google.golang.org/adk/v2/model"
)

func main() {
	var myLLM model.LLM // your model

	p := planner.NewPlanReAct(planner.PlanReActConfig{
		Model:    myLLM,
		MaxSteps: 5,
	})

	plan, err := p.GeneratePlan(context.Background(), &planner.PlanRequest{
		UserMessage: "Book a flight and send a confirmation email",
		ToolDescriptions: []planner.ToolDescription{
			{Name: "book_flight", Description: "Books a flight"},
			{Name: "send_email", Description: "Sends an email"},
		},
	})
	if err != nil {
		log.Fatal(err)
	}
	for i, step := range plan.Steps {
		fmt.Printf("Step %d: %s\n", i+1, step.Description)
	}
}

Detailed docs →

File Artifact Service

package main

import (
	"context"
	"fmt"
	"log"

	"github.com/ieshan/adk-go-pkg/artifact/file"
	"google.golang.org/adk/v2/artifact"
	"google.golang.org/genai"
)

func main() {
	svc, err := file.New(file.Config{RootDir: "/tmp/artifacts"})
	if err != nil {
		log.Fatal(err)
	}
	defer svc.Close()

	resp, err := svc.Save(context.Background(), &artifact.SaveRequest{
		AppName:   "myapp",
		UserID:    "alice",
		SessionID: "session-1",
		FileName:  "report.txt",
		Part:      &genai.Part{Text: "quarterly report"},
	})
	if err != nil {
		log.Fatal(err)
	}
	fmt.Println("saved version:", resp.Version)

	// Get artifact version metadata without loading content
	versionResp, err := svc.GetArtifactVersion(context.Background(), &artifact.GetArtifactVersionRequest{
		AppName:   "myapp",
		UserID:    "alice",
		SessionID: "session-1",
		FileName:  "report.txt",
		Version:   0, // 0 means latest
	})
	if err != nil {
		log.Fatal(err)
	}
	fmt.Println("MIME type:", versionResp.ArtifactVersion.MimeType)
}

Detailed docs →

Session Rewind

package main

import (
	"context"
	"fmt"
	"log"

	"github.com/ieshan/adk-go-pkg/session/rewind"
	"google.golang.org/adk/v2/session"
)

func main() {
	ctx := context.Background()
	svc := session.InMemoryService()

	// ... create session, append events ...

	rewound, err := rewind.RewindToIndex(ctx, svc, "my-app", "user-1", "session-abc", 2)
	if err != nil {
		log.Fatal(err)
	}
	fmt.Println("events remaining:", rewound.Events().Len())
}

Detailed docs →

Config Agent Loader

package main

import (
	"context"
	"log"
	"os"

	"github.com/ieshan/adk-go-pkg/config"
	"google.golang.org/adk/v2/model"
	"google.golang.org/adk/v2/tool"
)

func main() {
	reg := config.NewRegistry()

	reg.RegisterModel("openai", func(cfg map[string]any) (model.LLM, error) {
		// build your model from cfg["model"] and other keys
		return nil, nil
	})
	reg.RegisterTool("search", func(cfg map[string]any) (tool.Tool, error) {
		// build your tool
		return nil, nil
	})

	root, err := os.OpenRoot(".")
	if err != nil {
		log.Fatal(err)
	}
	defer root.Close()

	agent, runCfg, liveRunCfg, ctxCacheCfg, err := config.LoadAndBuild(context.Background(), root, "agents/root.yaml", reg)
	if err != nil {
		log.Fatal(err)
	}
	_ = agent
	_ = runCfg       // *agent.RunConfig (may be nil)
	_ = liveRunCfg   // *agent.LiveRunConfig (may be nil)
	_ = ctxCacheCfg  // *config.ContextCacheConfig (may be nil)
}

Detailed docs →

Agent Skills Config

package main

import (
	"context"
	"log"
	"os"

	"github.com/ieshan/adk-go-pkg/config"
)

func main() {
	reg := config.NewRegistry()
	// Filesystem skill factory is built-in, no registration needed

	root, err := os.OpenRoot(".")
	if err != nil {
		log.Fatal(err)
	}
	defer root.Close()

	// Load agent with skills from YAML
	agent, _, _, _, err := config.LoadAndBuild(context.Background(), root, "agents/skills-agent.yaml", reg)
	if err != nil {
		log.Fatal(err)
	}
	// Agent now has access to skills defined in ./skills/
	_ = agent
}

Example YAML configuration:

name: skills-agent
agent_class: LlmAgent
model: openai/gpt-4o
instruction: "You are a helpful assistant with access to specialized skills."
skill_sets:
  - name: filesystem
    config:
      path: "./skills"
    preload: complete
    # Optional: load only specific skills instead of all
    # names: ["weather", "cooking"]

Detailed docs →

Test Utilities

package main

import (
    "context"
    "testing"

    "github.com/ieshan/adk-go-pkg/testutil"
    "google.golang.org/adk/v2/agent"
    "google.golang.org/adk/v2/agent/llmagent"
    "google.golang.org/adk/v2/runner"
    "google.golang.org/genai"
)

func TestMyAgent(t *testing.T) {
    ctx := context.Background()

    // Create fake LLM with preconfigured responses
    llm := testutil.NewFakeLLM(
        testutil.NewTextResponse("I'll help you!"),
    )

    // Build agent with fake LLM
    ag, _ := llmagent.New(llmagent.Config{
        Name:  "test-agent",
        Model: llm,
        Instruction: "You are helpful.",
    })

    // Use RunnerBuilder for end-to-end testing
    r, fakes, _ := testutil.NewRunnerBuilder().
        WithAgent(ag).
        BuildWithFakes()

    // Run and collect events
    events, _ := testutil.CollectEvents(r.Run(ctx, "user-1", "session-1",
        genai.NewContentFromText("Hello", "user"), agent.RunConfig{}))

    // Assert on results and calls
    if len(events) == 0 {
        t.Error("expected events")
    }
    if fakes.SessionService.AppendEventCount() == 0 {
        t.Error("expected events to be appended")
    }
}

Detailed docs →

Evaluation Framework

package main

import (
	"context"
	"encoding/json"
	"fmt"
	"log"

	"github.com/ieshan/adk-go-pkg/eval"
	"google.golang.org/adk/v2/model"
	"google.golang.org/genai"
)

func main() {
	ctx := context.Background()

	// Create an in-memory eval sets manager and add a case.
	setsMgr := eval.NewInMemoryEvalSetsManager()
	if _, err := setsMgr.CreateEvalSet(ctx, "my-app", "basic-eval"); err != nil {
		log.Fatal(err)
	}
	if err := setsMgr.AddEvalCase(ctx, "my-app", "basic-eval", eval.EvalCase{
		EvalID: "case-1",
		Conversation: []eval.Invocation{
			{UserContent: genai.NewContentFromText("Hello", "user")},
		},
	}); err != nil {
		log.Fatal(err)
	}

	// Create an agent evaluator with your agent runner and LLM.
	var agentRunner eval.AgentRunner // your agent runner
	var llm model.LLM               // your judge LLM (optional)

	evaluator := eval.NewAgentEvaluator(
		agentRunner, setsMgr, nil, eval.DefaultMetricEvaluatorRegistry(),
		llm,
	)

	// Configure metrics with thresholds.
	config := eval.EvalConfig{
		Criteria: map[string]json.RawMessage{
			"tool_trajectory_avg_score": json.RawMessage(`{"threshold": 0.8}`),
		},
	}

	result, err := evaluator.Evaluate(ctx, "my-app", "basic-eval", config)
	if err != nil {
		log.Fatal(err)
	}
	for _, cr := range result.EvalCaseResults {
		fmt.Printf("Case %s: %s\n", cr.EvalID, cr.FinalEvalStatus)
	}
}

Detailed docs →

AG-UI MCP Support

Inject MCP server tools into any AG-UI agent and execute them server-side:

package main

import (
	"context"
	"iter"
	"log"
	"net/http"

	"github.com/ag-ui-protocol/ag-ui/sdks/community/go/pkg/core/events"
	"github.com/ag-ui-protocol/ag-ui/sdks/community/go/pkg/core/types"
	"github.com/ieshan/adk-go-pkg/agui"
)

func main() {
	agent := agui.AgentFunc(func(ctx context.Context, input types.RunAgentInput) iter.Seq2[events.Event, error] {
		// your agent logic
		return func(yield func(events.Event, error) bool) {}
	})

	mcpMW := agui.NewMCPMiddleware([]agui.MCPClientConfig{
		{Type: "http", URL: "https://example.com/mcp", ServerID: "srv1"},
	}, agui.MCPMiddlewareOptions{MaxIterations: 32})

	handler, err := agui.Handler(agui.Config{Agent: mcpMW(agent)})
	if err != nil {
		log.Fatal(err)
	}
	log.Fatal(http.ListenAndServe(":8080", handler))
}

For ADK-Go native integration, use aguiadk.BuildMCPServerToolsets to create mcptoolset.Toolset instances from MCP configs. See docs/agui-mcp.md for both integration paths, MCPAppsMiddleware for UI-enabled tools, and proxied MCP request handling.

Compatibility

Go 1.27+ — Uses iter.Seq2 and range-over-func.
ADK-Go v2.3.0+ (google.golang.org/adk/v2) — Required for Agent Skills support
GenAI v1.71.0 (google.golang.org/genai)

Recent Changes

OpenAI Responses API: The model/openai package now supports both /v1/chat/completions and /v1/responses endpoints. Select via Config.API. The Responses path supports reasoning items (Thought:true), flat tool declarations, function_call/function_call_output items, and typed SSE streaming events. See docs/openai-model.md.
Prompt Templating: New prompt package with text/template-based rendering engine, agent context data (state, user, session, artifacts, memory), 12 built-in functions, thread-safe TemplateRegistry, TemplateLoader (files/embed.FS), TemplateRef tagged union, and llmagent.InstructionProvider integration. Config loader supports InstructionTemplate field for declarative templated instructions. See docs/prompt.md.
AG-UI ADK Bridge Gap Fix: Closed all 10 AG-UI protocol feature gaps between the agui/aguiadk packages and the AG-UI example server. New features: disconnect cancellation, client tool hand-back (NextRun, Inline, and HandBack modes via ClientToolset), streaming tool calls (progressive TOOL_CALL_* from partial FunctionCall parts), HITL runstore & resume (RunStore with TTL, atomic claim, approval interrupts), tool call validation (synthetic IDs, error TOOL_CALL_RESULT for malformed calls), suppressed tool mode (Config.SuppressToolEvents + Config.ToolToStateMapper emits STATE_DELTA instead of TOOL_CALL_*), predictive state tracker (agui.PredictiveStateTracker for ghosted /_predictive deltas), activity snapshots (tool_use and approval_request), encrypted value scrubbing in MessagesSnapshot, and preset configurations (AgenticChatPreset, HumanInTheLoopPreset, GenerativeUIPreset, SharedStatePreset, InlineToolsPreset, HandBackPreset, PredictiveStatePreset, AgenticGenerativeUIPreset). StateManager.Apply now uses evanphx/json-patch/v5 for RFC 6902 compliance. See docs/aguiadk-bridge.md.
Evaluation Framework: New eval package with eval sets, 13 built-in metrics, LLM-as-judge evaluators, user simulation, and local eval service. Mirrors ADK Python eval package. See docs/eval.md.
Anthropic Model Provider: Drop-in model.LLM adapter for Anthropic's Messages API. Supports streaming, tool calling, images, structured output, thinking blocks, and prompt caching. See docs/anthropic-model.md.
Test Utilities: New testutil package with fake implementations of all ADK-Go interfaces (FakeLLM, FakeAgent, FakeSession, FakeArtifactService, FakeMemoryService, FakeSessionService, RunnerBuilder). Enables fast, deterministic testing without external LLM providers. See docs/testutil.md.
Agent Skills Config: Skillset support in config loader. Define skills in YAML/JSON with filesystem sources, preload optimization, and specific skill loading (wildcard or filtered by name).
OpenAI Model Provider: Supports genai FunctionResponse.Parts structure for function calling.
AG-UI MCP Support: MCP (Model Context Protocol) integration for AG-UI agents. MCPMiddleware injects MCP server tools and executes them server-side in an agentic loop. MCPAppsMiddleware handles UI-enabled tools (SEP-1865) and proxied MCP requests from frontends. aguiadk.BuildMCPServerToolsets bridges MCP servers to ADK-Go's native mcptoolset. See docs/agui-mcp.md.
File Artifact Service: GetArtifactVersion method for metadata retrieval without loading full content.

Dependencies

Beyond ADK-Go and google.golang.org/genai, the only additional direct dependencies are:

github.com/ag-ui-protocol/ag-ui/sdks/community/go -- AG-UI event types and helpers
github.com/evanphx/json-patch/v5 -- RFC 6902 JSON Patch for StateManager.Apply
github.com/google/jsonschema-go -- JSON Schema for ClientToolset parameter validation
github.com/google/uuid -- UUID generation for eval session IDs
github.com/modelcontextprotocol/go-sdk -- MCP client for transport, tool listing, and execution
go.yaml.in/yaml/v4 -- YAML parsing for the config loader
golang.org/x/sync -- errgroup for parallel MCP server queries

License

TBD

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adk-go-pkg

Features

Installation

Quick Start

OpenAI Model Provider

Anthropic Model Provider

Generic AG-UI Server (`agui/`)

ADK-Go AG-UI Bridge (`aguiadk/`)

Prompt Templating

Planners

File Artifact Service

Session Rewind

Config Agent Loader

Agent Skills Config

Test Utilities

Evaluation Framework

AG-UI MCP Support

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Name		Name	Last commit message	Last commit date
.github/workflows		.github/workflows
.windsurf/plans		.windsurf/plans
agui		agui
aguiadk		aguiadk
artifact/file		artifact/file
config		config
docs		docs
eval		eval
internal/jsonutil		internal/jsonutil
model		model
planner		planner
prompt		prompt
session/rewind		session/rewind
testutil		testutil
.gitignore		.gitignore
AGENTS.md		AGENTS.md
LICENSE		LICENSE
MEMORY.md		MEMORY.md
README.md		README.md
TEST_CHECKLIST.md		TEST_CHECKLIST.md
go.mod		go.mod
go.sum		go.sum

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adk-go-pkg

Features

Installation

Quick Start

OpenAI Model Provider

Anthropic Model Provider

Generic AG-UI Server (agui/)

ADK-Go AG-UI Bridge (aguiadk/)

Prompt Templating

Planners

File Artifact Service

Session Rewind

Config Agent Loader

Agent Skills Config

Test Utilities

Evaluation Framework

AG-UI MCP Support

Compatibility

Recent Changes

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Generic AG-UI Server (`agui/`)

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