diff --git a/examples/openrouter/main.go b/examples/openrouter/main.go
new file mode 100644
index 0000000..92baef6
--- /dev/null
+++ b/examples/openrouter/main.go
@@ -0,0 +1,227 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log/slog"
+	"os"
+	"strings"
+	"time"
+
+	"github.com/astercloud/aster/pkg/agent"
+	"github.com/astercloud/aster/pkg/provider"
+	"github.com/astercloud/aster/pkg/sandbox"
+	"github.com/astercloud/aster/pkg/store"
+	"github.com/astercloud/aster/pkg/tools"
+	"github.com/astercloud/aster/pkg/tools/builtin"
+	"github.com/astercloud/aster/pkg/types"
+)
+
+// TestSuite 测试套件
+type TestSuite struct {
+	cases     []testCase
+	startTime time.Time
+}
+
+type testCase struct {
+	name     string
+	passed   bool
+	err      string
+	duration time.Duration
+}
+
+func newTestSuite() *TestSuite {
+	return &TestSuite{startTime: time.Now()}
+}
+
+func (ts *TestSuite) add(name string, err error, duration time.Duration) {
+	tc := testCase{name: name, duration: duration, passed: err == nil}
+	if err != nil {
+		tc.err = err.Error()
+	}
+	ts.cases = append(ts.cases, tc)
+}
+
+func (ts *TestSuite) summary() bool {
+	fmt.Println("\n" + strings.Repeat("=", 60))
+	fmt.Println("📊 测试结果总结")
+	fmt.Println(strings.Repeat("=", 60))
+
+	passed, failed := 0, 0
+	for _, tc := range ts.cases {
+		if tc.passed {
+			fmt.Printf("  ✅ PASS  %-30s  (%v)\n", tc.name, tc.duration.Round(time.Millisecond))
+			passed++
+		} else {
+			fmt.Printf("  ❌ FAIL  %-30s  (%v)\n", tc.name, tc.duration.Round(time.Millisecond))
+			fmt.Printf("         └─ %s\n", tc.err)
+			failed++
+		}
+	}
+
+	fmt.Println(strings.Repeat("-", 60))
+	fmt.Printf("  总计: %d 通过, %d 失败, 耗时 %v\n", passed, failed, time.Since(ts.startTime).Round(time.Millisecond))
+	if failed == 0 {
+		fmt.Println("  🎉 所有测试通过!")
+	}
+	fmt.Println(strings.Repeat("=", 60))
+	return failed == 0
+}
+
+// runChatTest 执行对话测试并验证
+func runChatTest(ctx context.Context, ag *agent.Agent, suite *TestSuite, name, prompt string, verify func() error) {
+	slog.Info("--- " + name + " ---")
+	start := time.Now()
+
+	result, err := ag.Chat(ctx, prompt)
+	if err != nil {
+		suite.add(name, err, time.Since(start))
+		return
+	}
+	if result == nil || result.Status != "ok" {
+		suite.add(name, fmt.Errorf("状态异常: %v", result), time.Since(start))
+		return
+	}
+
+	// 执行额外验证
+	if verify != nil {
+		time.Sleep(300 * time.Millisecond) // 等待文件操作完成
+		if err := verify(); err != nil {
+			suite.add(name, err, time.Since(start))
+			return
+		}
+	}
+
+	suite.add(name, nil, time.Since(start))
+	slog.Info("响应", "status", result.Status)
+}
+
+func main() {
+	// 检查 API Key
+	apiKey := os.Getenv("OPENROUTER_API_KEY")
+	if apiKey == "" {
+		slog.Error("需要设置 OPENROUTER_API_KEY 环境变量")
+		os.Exit(1)
+	}
+
+	baseURL := os.Getenv("OPENROUTER_BASE_URL")
+	if baseURL == "" {
+		baseURL = "https://openrouter.ai/api/v1"
+	}
+
+	ctx := context.Background()
+
+	// 创建依赖
+	toolRegistry := tools.NewRegistry()
+	builtin.RegisterAll(toolRegistry)
+
+	jsonStore, err := store.NewJSONStore(".aster")
+	if err != nil {
+		slog.Error("创建 Store 失败", "error", err)
+		os.Exit(1)
+	}
+
+	templateRegistry := agent.NewTemplateRegistry()
+	templateRegistry.Register(&types.AgentTemplateDefinition{
+		ID:           "simple-assistant",
+		SystemPrompt: "你是一个有用的助手，可以读取和写入文件。当用户要求你读取或写入文件时，请使用可用的工具。",
+		Tools:        []interface{}{"Read", "Write", "Bash"},
+	})
+
+	deps := &agent.Dependencies{
+		Store:            jsonStore,
+		SandboxFactory:   sandbox.NewFactory(),
+		ToolRegistry:     toolRegistry,
+		ProviderFactory:  &provider.OpenRouterFactory{},
+		TemplateRegistry: templateRegistry,
+	}
+
+	config := &types.AgentConfig{
+		TemplateID: "simple-assistant",
+		ModelConfig: &types.ModelConfig{
+			Provider:      "openrouter",
+			Model:         "anthropic/claude-haiku-4.5",
+			APIKey:        apiKey,
+			BaseURL:       baseURL,
+			ExecutionMode: types.ExecutionModeNonStreaming,
+		},
+		Sandbox: &types.SandboxConfig{
+			Kind:    types.SandboxKindLocal,
+			WorkDir: "./workspace",
+		},
+	}
+
+	ag, err := agent.Create(ctx, config, deps)
+	if err != nil {
+		slog.Error("创建 Agent 失败", "error", err)
+		os.Exit(1)
+	}
+	defer func() { _ = ag.Close() }()
+
+	slog.Info("Agent 创建成功", "id", ag.ID())
+
+	// 准备测试
+	suite := newTestSuite()
+	testFile := "./workspace/test.txt"
+	_ = os.Remove(testFile)
+
+	// 订阅事件
+	eventCh := ag.Subscribe([]types.AgentChannel{types.ChannelProgress, types.ChannelMonitor}, nil)
+	go func() {
+		for envelope := range eventCh {
+			handleEvent(envelope.Event)
+		}
+	}()
+
+	// 执行测试
+	runChatTest(ctx, ag, suite, "创建测试文件",
+		"请创建一个名为 test.txt 的文件，内容为 'Hello World'",
+		func() error {
+			data, err := os.ReadFile(testFile)
+			if err != nil {
+				return fmt.Errorf("文件未创建: %w", err)
+			}
+			if strings.TrimSpace(string(data)) != "Hello World" {
+				return fmt.Errorf("内容不匹配: %s", string(data))
+			}
+			return nil
+		})
+
+	runChatTest(ctx, ag, suite, "读取文件内容",
+		"请读取 test.txt 文件的内容", nil)
+
+	runChatTest(ctx, ag, suite, "执行 Bash 命令",
+		"请执行 'ls -la' 命令", nil)
+
+	// 验证 Agent 状态
+	status := ag.Status()
+	if status.State != types.AgentStateReady || status.StepCount == 0 {
+		suite.add("Agent 状态检查", fmt.Errorf("状态: %s, 步骤: %d", status.State, status.StepCount), 0)
+	} else {
+		suite.add("Agent 状态检查", nil, 0)
+	}
+
+	// 输出结果
+	fmt.Printf("\n最终状态: Agent=%s, 状态=%s, 步骤=%d\n", status.AgentID, status.State, status.StepCount)
+
+	if !suite.summary() {
+		os.Exit(1)
+	}
+}
+
+func handleEvent(event interface{}) {
+	switch e := event.(type) {
+	case *types.ProgressToolStartEvent:
+		fmt.Printf("\n[工具] %s 开始\n", e.Call.Name)
+	case *types.ProgressToolEndEvent:
+		fmt.Printf("[工具] %s 完成\n", e.Call.Name)
+	case *types.ProgressToolErrorEvent:
+		fmt.Printf("[错误] %s: %s\n", e.Call.Name, e.Error)
+	case *types.ProgressDoneEvent:
+		fmt.Printf("[完成] 步骤 %d\n", e.Step)
+	case *types.MonitorStateChangedEvent:
+		fmt.Printf("[状态] %s\n", e.State)
+	case *types.MonitorErrorEvent:
+		fmt.Printf("[错误] %s: %s\n", e.Phase, e.Message)
+	}
+}
diff --git a/examples/providers/README.md b/examples/providers/README.md
index 42e080e..323c209 100644
--- a/examples/providers/README.md
+++ b/examples/providers/README.md
@@ -132,6 +132,8 @@ func main() {
 }
 ```
 
+**完整示例**：查看 [`examples/openrouter/`](../openrouter/) 获取包含工具调用验证的完整集成测试示例。
+
 ### 5. 多模态输入（图片）
 
 ```go
diff --git a/pkg/provider/openai_compatible.go b/pkg/provider/openai_compatible.go
index b5de8d7..a6f84f0 100644
--- a/pkg/provider/openai_compatible.go
+++ b/pkg/provider/openai_compatible.go
@@ -268,20 +268,95 @@ func (p *OpenAICompatibleProvider) convertMessages(messages []types.Message) []m
 			continue
 		}
 
+		// 检查 ContentBlocks 中是否包含特殊块类型
+		var toolUseBlocks []*types.ToolUseBlock
+		var toolResultBlocks []*types.ToolResultBlock
+		var otherBlocks []types.ContentBlock
+
+		for _, block := range msg.ContentBlocks {
+			switch b := block.(type) {
+			case *types.ToolUseBlock:
+				toolUseBlocks = append(toolUseBlocks, b)
+			case *types.ToolResultBlock:
+				toolResultBlocks = append(toolResultBlocks, b)
+			default:
+				otherBlocks = append(otherBlocks, block)
+			}
+		}
+
+		// 处理包含 ToolResultBlock 的消息
+		// OpenAI API 要求每个工具结果作为独立的 role: "tool" 消息
+		if len(toolResultBlocks) > 0 {
+			for _, tr := range toolResultBlocks {
+				toolMsg := map[string]interface{}{
+					"role":         "tool",
+					"tool_call_id": tr.ToolUseID,
+					"content":      tr.Content,
+				}
+				result = append(result, toolMsg)
+			}
+			continue // 跳过常规消息处理
+		}
+
 		msgMap := map[string]interface{}{
 			"role": string(msg.Role),
 		}
 
-		// 处理内容
-		if len(msg.ContentBlocks) > 0 {
-			// 复杂格式：ContentBlocks
-			content := p.convertContentBlocks(msg.ContentBlocks)
+		// 处理内容（排除 ToolUseBlock，它们会被单独处理）
+		if len(otherBlocks) > 0 {
+			content := p.convertContentBlocks(otherBlocks)
 			msgMap["content"] = content
-		} else {
-			// 简单格式：纯文本
+		} else if msg.Content != "" {
 			msgMap["content"] = msg.Content
 		}
 
+		// 处理 assistant 消息的工具调用
+		// 优先从 ToolCalls 字段获取，如果没有则从 ContentBlocks 中的 ToolUseBlock 提取
+		if msg.Role == types.RoleAssistant {
+			var toolCalls []map[string]interface{}
+
+			// 从 msg.ToolCalls 获取
+			for _, tc := range msg.ToolCalls {
+				argsJSON, _ := json.Marshal(tc.Arguments)
+				toolCalls = append(toolCalls, map[string]interface{}{
+					"id":   tc.ID,
+					"type": "function",
+					"function": map[string]interface{}{
+						"name":      tc.Name,
+						"arguments": string(argsJSON),
+					},
+				})
+			}
+
+			// 从 ContentBlocks 中的 ToolUseBlock 提取
+			for _, tu := range toolUseBlocks {
+				argsJSON, _ := json.Marshal(tu.Input)
+				toolCalls = append(toolCalls, map[string]interface{}{
+					"id":   tu.ID,
+					"type": "function",
+					"function": map[string]interface{}{
+						"name":      tu.Name,
+						"arguments": string(argsJSON),
+					},
+				})
+			}
+
+			if len(toolCalls) > 0 {
+				msgMap["tool_calls"] = toolCalls
+
+				// 注意：OpenRouter 转发到 Anthropic 时，要求非最后一条 assistant 消息必须有 content
+				// 因此这里不删除 content 字段，即使为空也保留空字符串
+				if msgMap["content"] == nil {
+					msgMap["content"] = ""
+				}
+			}
+		}
+
+		// 处理 tool 消息的工具调用 ID
+		if msg.Role == types.RoleTool && msg.ToolCallID != "" {
+			msgMap["tool_call_id"] = msg.ToolCallID
+		}
+
 		result = append(result, msgMap)
 	}