diff --git a/scripts/ci_notify.py b/scripts/ci_notify.py
index 2f615cab7..bdc6aeb8a 100644
--- a/scripts/ci_notify.py
+++ b/scripts/ci_notify.py
@@ -160,20 +160,20 @@ def main() -> int:
     try:
         with urllib.request.urlopen(req, timeout=10) as resp:
             resp_body = resp.read().decode("utf-8")
-        print(f"通知已发送 ({mode})")
         # 飞书返回code=0表示成功
         try:
             result = json.loads(resp_body)
             if result.get("code", 0) != 0:
-                print(f"飞书返回错误: {result.get('msg', resp_body)}", file=sys.stderr)
-                return 1
+                print(f"通知发送告警: 飞书返回错误 - {result.get('msg', resp_body)}", file=sys.stderr)
+                print(f"通知已发送 ({mode}) - 飞书返回非0，但不阻断CI流程")
+            else:
+                print(f"通知已发送 ({mode})")
         except json.JSONDecodeError:
-            pass
+            print(f"通知已发送 ({mode})")
     except Exception as e:
-        print(f"通知发送失败: {e}", file=sys.stderr)
-        # 通知失败不阻断CI主流程，仅打印告警
-        return 0
+        print(f"通知发送告警: {e}", file=sys.stderr)
 
+    # 通知无论成功失败都不阻断CI主流程，统一返回0
     return 0