diff --git a/main.py b/main.py
index 2e93d7f..06cf744 100644
--- a/main.py
+++ b/main.py
@@ -241,7 +241,7 @@ class GroupDailyAnalysis(Star):
             # 2. 停止各个组件
             if self.auto_scheduler:
                 logger.info("正在停止自动调度器...")
-                self.auto_scheduler.schedule_jobs(None)  # type: ignore
+                self.auto_scheduler.unschedule_jobs(self.context)
 
             if self.retry_manager:
                 await self.retry_manager.stop()
diff --git a/src/infrastructure/scheduler/auto_scheduler.py b/src/infrastructure/scheduler/auto_scheduler.py
index e46f14d..83d7197 100644
--- a/src/infrastructure/scheduler/auto_scheduler.py
+++ b/src/infrastructure/scheduler/auto_scheduler.py
@@ -269,7 +269,13 @@ class AutoScheduler:
 
     def unschedule_jobs(self, context):
         """取消定时任务"""
+        if not context or not hasattr(context, "cron_manager") or not context.cron_manager:
+            return
+
         scheduler = context.cron_manager.scheduler
+        if not scheduler:
+            return
+
         for job_id in self.scheduler_job_ids:
             try:
                 if scheduler.get_job(job_id):