diff --git a/metagpt/provider/openai_api.py b/metagpt/provider/openai_api.py
index 3358b3aad..386c36c22 100644
--- a/metagpt/provider/openai_api.py
+++ b/metagpt/provider/openai_api.py
@@ -31,6 +31,7 @@ from metagpt.provider.base_llm import BaseLLM
 from metagpt.provider.constant import GENERAL_FUNCTION_SCHEMA
 from metagpt.provider.llm_provider_registry import register_provider
 from metagpt.schema import Message
+from metagpt.utils.common import CodeParser
 from metagpt.utils.cost_manager import Costs
 from metagpt.utils.exceptions import handle_exception
 from metagpt.utils.token_counter import (
@@ -247,6 +248,12 @@ class OpenAILLM(BaseLLM):
                 )
                 return self._parse_arguments(message.tool_calls[0].function.arguments)
         elif message.tool_calls is None and message.content is not None:
+            # reponse is code, fix openai tools_call respond bug,
+            # The response content is `code``, but it appears in the content instead of the arguments.
+            code_formats = ("```", '"""', "'''")
+            if message.content.startswith(code_formats) and message.content.endswith(code_formats):
+                code = CodeParser.parse_code(None, message.content)
+                return {"language": "python", "code": code}
             # reponse is message
             return {"language": "markdown", "code": self.get_choice_text(rsp)}
         else:
diff --git a/metagpt/utils/common.py b/metagpt/utils/common.py
index b20b4acd2..ed73cb061 100644
--- a/metagpt/utils/common.py
+++ b/metagpt/utils/common.py
@@ -8,6 +8,7 @@
         Add generic class-to-string and object-to-string conversion functionality.
 @Modified By: mashenquan, 2023/11/27. Bug fix: `parse_recipient` failed to parse the recipient in certain GPT-3.5
         responses.
+@Modified By: liubangbang, 2024/01/23. Update: support [```, ''', \"\"\" ] codes in CodeParser.parse_code.
 """
 from __future__ import annotations
 
@@ -264,10 +265,10 @@ class CodeParser:
         return block_dict
 
     @classmethod
-    def parse_code(cls, block: str, text: str, lang: str = "") -> str:
+    def parse_code(cls, block: str, text: str, lang: str = "", start_ends: str = r'["\'`]{3}') -> str:
         if block:
             text = cls.parse_block(block, text)
-        pattern = rf"```{lang}.*?\s+(.*?)```"
+        pattern = rf"{start_ends}{lang}.*?\s+(.*?){start_ends}"
         match = re.search(pattern, text, re.DOTALL)
         if match:
             code = match.group(1)
diff --git a/tests/metagpt/provider/test_openai.py b/tests/metagpt/provider/test_openai.py
index 2e5799475..77820a5f8 100644
--- a/tests/metagpt/provider/test_openai.py
+++ b/tests/metagpt/provider/test_openai.py
@@ -87,6 +87,20 @@ class TestOpenAI:
         messages.append(
             ChatCompletionMessage(content="Completed a python code for hello world!", role="assistant", tool_calls=None)
         )
+        # 添加 openai tool calls respond bug, code 出现在ChatCompletionMessage.content中
+        messages.extend(
+            [
+                ChatCompletionMessage(content="```python\nprint('hello world')```", role="assistant", tool_calls=None),
+                ChatCompletionMessage(content="'''python\nprint('hello world')'''", role="assistant", tool_calls=None),
+                ChatCompletionMessage(
+                    content='"""python\nprint(\'hello world\')"""', role="assistant", tool_calls=None
+                ),
+                ChatCompletionMessage(
+                    content="'''python\nprint(\"hello world\")'''", role="assistant", tool_calls=None
+                ),
+                ChatCompletionMessage(content="```python\nprint('hello world')```", role="assistant", tool_calls=None),
+            ]
+        )
         choices = [
             Choice(finish_reason="tool_calls", logprobs=None, index=i, message=msg) for i, msg in enumerate(messages)
         ]
@@ -129,6 +143,7 @@ class TestOpenAI:
             assert "code" in code
             assert "language" in code
             assert "hello world" in code["code"]
+            logger.info(f'code is : {code["code"]}')
 
             if "Completed a python code for hello world!" == code["code"]:
                 code["language"] == "markdown"