diff --git a/scripts/ci_notify.py b/scripts/ci_notify.py
index 8d897fe3a..2f615cab7 100644
--- a/scripts/ci_notify.py
+++ b/scripts/ci_notify.py
@@ -75,25 +75,27 @@ def main() -> int:
     run_url = f"https://git.xiaoxiajianji.com/{repo}/actions/runs/{run_id}"
 
     # 根据模式设置标题、状态、颜色
+    # 注意：标题中必须包含飞书webhook配置的关键词，否则会报"Key Words Not Found"
+    # 这里加入多个常用关键词(CI/通知/构建/部署/告警)提高命中率
     if mode == "start":
-        title = "🔄 CI构建任务开始"
+        title = f"🔄 CI通知：{job_name} 开始构建"
         status = "blue"
         button_text = "查看进度"
         button_type = "primary"
     elif mode == "success":
-        title = f"✅ CI构建成功 - {job_name}"
+        title = f"✅ CI通知：{job_name} 构建成功"
         status = "green"
         button_text = "查看详情"
         button_type = "primary"
     else:  # failure
-        title = f"❌ CI构建失败 - {job_name}"
+        title = f"❌ CI告警：{job_name} 构建失败"
         status = "red"
         button_text = "查看失败日志"
         button_type = "danger"
 
-    # 构建卡片内容（含关键词"CI构建"以通过飞书机器人关键词校验）
+    # 构建卡片内容
     content_lines = []
-    content_lines.append(f"**CI构建任务**: {job_name}")
+    content_lines.append(f"**任务**: {job_name}")
 
     if mode != "start":
         content_lines.append(f"**耗时**: {duration}")
@@ -169,7 +171,8 @@ def main() -> int:
             pass
     except Exception as e:
         print(f"通知发送失败: {e}", file=sys.stderr)
-        return 1
+        # 通知失败不阻断CI主流程，仅打印告警
+        return 0
 
     return 0