diff --git a/astrbot/core/provider/entities.py b/astrbot/core/provider/entities.py
index 99824fd0..d0a9d30a 100644
--- a/astrbot/core/provider/entities.py
+++ b/astrbot/core/provider/entities.py
@@ -212,9 +212,9 @@ class LLMResponse:
         role: str,
         completion_text: str = "",
         result_chain: MessageChain = None,
-        tools_call_args: List[Dict[str, any]] = [],
-        tools_call_name: List[str] = [],
-        tools_call_ids: List[str] = [],
+        tools_call_args: List[Dict[str, any]] = None,
+        tools_call_name: List[str] = None,
+        tools_call_ids: List[str] = None,
         raw_completion: ChatCompletion = None,
         _new_record: Dict[str, any] = None,
         is_chunk: bool = False,
@@ -229,6 +229,13 @@ class LLMResponse:
             tools_call_name (List[str], optional): 工具调用名称. Defaults to None.
             raw_completion (ChatCompletion, optional): 原始响应, OpenAI 格式. Defaults to None.
         """
+        if tools_call_args is None:
+            tools_call_args = []
+        if tools_call_name is None:
+            tools_call_name = []
+        if tools_call_ids is None:
+            tools_call_ids = []
+
         self.role = role
         self.completion_text = completion_text
         self.result_chain = result_chain