diff --git a/astrbot/core/pipeline/context.py b/astrbot/core/pipeline/context.py
index d98f7c341..0b9d9e533 100644
--- a/astrbot/core/pipeline/context.py
+++ b/astrbot/core/pipeline/context.py
@@ -23,7 +23,12 @@ class PipelineContext:
         event: AstrMessageEvent,
         hook_type: EventType,
         *args,
-    ):
+    ) -> bool:
+        """调用事件钩子函数
+
+        Returns:
+            bool: 如果事件被终止，返回 True
+        """
         platform_id = event.get_platform_id()
         handlers = star_handlers_registry.get_handlers_by_event_type(
             hook_type, platform_id=platform_id
@@ -41,7 +46,8 @@ class PipelineContext:
                 logger.info(
                     f"{star_map[handler.handler_module_path].name} - {handler.handler_name} 终止了事件传播。"
                 )
-                return
+
+        return event.is_stopped()
 
     async def call_handler(
         self,
diff --git a/astrbot/core/pipeline/process_stage/agent_runner/tool_loop_agent.py b/astrbot/core/pipeline/process_stage/agent_runner/tool_loop_agent.py
index 3163e02e4..dcb390b2f 100644
--- a/astrbot/core/pipeline/process_stage/agent_runner/tool_loop_agent.py
+++ b/astrbot/core/pipeline/process_stage/agent_runner/tool_loop_agent.py
@@ -127,9 +127,10 @@ class ToolLoopAgent(BaseAgentRunner):
             self._transition_state(AgentState.DONE)
 
             # 执行事件钩子
-            await self.pipeline_ctx.call_event_hook(
+            if await self.pipeline_ctx.call_event_hook(
                 self.event, EventType.OnLLMResponseEvent, llm_resp
-            )
+            ):
+                return
 
         # 返回 LLM 结果
         if llm_resp.result_chain:
diff --git a/astrbot/core/pipeline/process_stage/method/llm_request.py b/astrbot/core/pipeline/process_stage/method/llm_request.py
index 961463c7a..bd5005ee3 100644
--- a/astrbot/core/pipeline/process_stage/method/llm_request.py
+++ b/astrbot/core/pipeline/process_stage/method/llm_request.py
@@ -112,7 +112,8 @@ class LLMRequestSubStage(Stage):
             return
 
         # 执行请求 LLM 前事件钩子。
-        await self.ctx.call_event_hook(event, EventType.OnLLMRequestEvent, req)
+        if await self.ctx.call_event_hook(event, EventType.OnLLMRequestEvent, req):
+            return
 
         if isinstance(req.contexts, str):
             req.contexts = json.loads(req.contexts)
@@ -159,6 +160,8 @@ class LLMRequestSubStage(Stage):
                 step_idx += 1
                 try:
                     async for resp in tool_loop_agent.step():
+                        if event.is_stopped():
+                            return
                         if resp.type == "tool_call_result":
                             continue  # 跳过工具调用结果
                         if resp.type == "tool_call":