diff --git a/backend/internal/service/channel_monitor_checker.go b/backend/internal/service/channel_monitor_checker.go
index 25737e45..7fb829a3 100644
--- a/backend/internal/service/channel_monitor_checker.go
+++ b/backend/internal/service/channel_monitor_checker.go
@@ -281,9 +281,54 @@ func callProvider(ctx context.Context, provider, endpoint, apiKey, model, prompt
 	if err != nil {
 		return "", "", status, err
 	}
+	if provider == MonitorProviderOpenAI && apiMode == MonitorAPIModeResponses {
+		return extractOpenAIResponsesText(respBytes), string(respBytes), status, nil
+	}
 	return gjson.GetBytes(respBytes, adapter.textPath).String(), string(respBytes), status, nil
 }
 
+// extractOpenAIResponsesText 聚合 Responses API 的最终 assistant 文本。
+// Responses 的 output 数组顺序由模型决定：reasoning / tool-call item 可能排在 message 前面，
+// 因此不能假设文本永远在 output.0.content.0.text。
+func extractOpenAIResponsesText(respBytes []byte) string {
+	if text := gjson.GetBytes(respBytes, "output_text").String(); strings.TrimSpace(text) != "" {
+		return text
+	}
+
+	var texts []string
+	outputs := gjson.GetBytes(respBytes, "output")
+	if outputs.IsArray() {
+		outputs.ForEach(func(_, output gjson.Result) bool {
+			outputType := output.Get("type").String()
+			if outputType != "" && outputType != "message" {
+				return true
+			}
+
+			content := output.Get("content")
+			if !content.IsArray() {
+				return true
+			}
+
+			content.ForEach(func(_, block gjson.Result) bool {
+				blockType := block.Get("type").String()
+				if blockType != "" && blockType != "output_text" {
+					return true
+				}
+				if text := block.Get("text").String(); strings.TrimSpace(text) != "" {
+					texts = append(texts, text)
+				}
+				return true
+			})
+			return true
+		})
+	}
+
+	if len(texts) > 0 {
+		return strings.Join(texts, "")
+	}
+	return gjson.GetBytes(respBytes, providerOpenAIResponsesAdapter.textPath).String()
+}
+
 // mergeHeaders 把用户自定义 headers 合并到 adapter 默认 headers 上。
 // 用户值覆盖默认；命中黑名单（hop-by-hop / 由 http.Client 自管的）的 key 静默丢弃。
 func mergeHeaders(base map[string]string, opts *CheckOptions) map[string]string {
diff --git a/backend/internal/service/channel_monitor_checker_body_test.go b/backend/internal/service/channel_monitor_checker_body_test.go
index 620cf565..bba3d7df 100644
--- a/backend/internal/service/channel_monitor_checker_body_test.go
+++ b/backend/internal/service/channel_monitor_checker_body_test.go
@@ -60,10 +60,11 @@ func setupFakeAnthropic(t *testing.T, handler *captureHandler) string {
 }
 
 type openAICaptureHandler struct {
-	lastBody    map[string]any
-	lastHeaders http.Header
-	lastPath    string
-	status      int
+	lastBody                  map[string]any
+	lastHeaders               http.Header
+	lastPath                  string
+	status                    int
+	responsesLeadingReasoning bool
 }
 
 func (h *openAICaptureHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) {
@@ -82,10 +83,23 @@ func (h *openAICaptureHandler) ServeHTTP(w http.ResponseWriter, r *http.Request)
 
 	answer := answerFromOpenAIRequest(parsed)
 	if h.lastPath == providerOpenAIResponsesPath {
+		output := []map[string]any{}
+		if h.responsesLeadingReasoning {
+			output = append(output, map[string]any{
+				"type":    "reasoning",
+				"summary": []any{},
+			})
+		}
+		output = append(output, map[string]any{
+			"type":   "message",
+			"status": "completed",
+			"role":   "assistant",
+			"content": []map[string]any{
+				{"type": "output_text", "text": answer},
+			},
+		})
 		_ = json.NewEncoder(w).Encode(map[string]any{
-			"output": []map[string]any{{
-				"content": []map[string]any{{"type": "output_text", "text": answer}},
-			}},
+			"output": output,
 		})
 		return
 	}
@@ -212,6 +226,22 @@ func TestRunCheckForModel_OpenAIResponses_DefaultRequest(t *testing.T) {
 	}
 }
 
+func TestRunCheckForModel_OpenAIResponses_SkipsLeadingReasoningItem(t *testing.T) {
+	h := &openAICaptureHandler{responsesLeadingReasoning: true}
+	endpoint := setupFakeOpenAI(t, h)
+
+	res := runCheckForModel(context.Background(), MonitorProviderOpenAI, endpoint, "sk-openai", "gpt-5.5", &CheckOptions{
+		APIMode: MonitorAPIModeResponses,
+	})
+
+	if res.Status != MonitorStatusOperational {
+		t.Fatalf("responses request should find text after leading reasoning item, got status=%s message=%q", res.Status, res.Message)
+	}
+	if h.lastPath != providerOpenAIResponsesPath {
+		t.Fatalf("expected responses path %q, got %q", providerOpenAIResponsesPath, h.lastPath)
+	}
+}
+
 func TestRunCheckForModel_OpenAIResponsesReplaceMissingInstructionsFailsLocally(t *testing.T) {
 	h := &openAICaptureHandler{}
 	endpoint := setupFakeOpenAI(t, h)