diff --git a/owl/run_mcp.py b/owl/run_mcp.py
index 84c201d..4ae556b 100644
--- a/owl/run_mcp.py
+++ b/owl/run_mcp.py
@@ -79,10 +79,10 @@ from camel.models import ModelFactory
 from camel.toolkits import FunctionTool
 from camel.types import ModelPlatformType, ModelType
 from camel.logger import set_log_level
+from camel.toolkits import MCPToolkit
 
 from utils.enhanced_role_playing import OwlRolePlaying, run_society
 
-from utils.mcp.mcp_toolkit_manager import MCPToolkitManager
 
 
 load_dotenv()
@@ -138,7 +138,7 @@ async def main():
         Path(__file__).parent / "utils/mcp/mcp_servers_config.json"
     )
 
-    manager = MCPToolkitManager.from_config(config_path)
+    mcp_toolkit = MCPToolkit(config_path=config_path)
 
     question = (
         "I'd like a academic report about Guohao Li, including his research "
@@ -146,16 +146,18 @@ async def main():
         "Then organize the report in Markdown format and save it to my desktop"
     )
 
-    # Connect to all MCP toolkits
-    async with manager.connection():
-        tools = manager.get_all_tools()
+    await mcp_toolkit.connect()
 
-        society = await construct_society(question, tools)
+    # # Connect to all MCP toolkits
+    tools = [*mcp_toolkit.get_tools()]
 
-        answer, chat_history, token_count = await run_society(society)
+    society = await construct_society(question, tools)
+
+    answer, chat_history, token_count = await run_society(society)
 
     print(f"\033[94mAnswer: {answer}\033[0m")
 
+    await mcp_toolkit.disconnect()
 
 if __name__ == "__main__":
     asyncio.run(main())
\ No newline at end of file
diff --git a/owl/utils/mcp/mcp_toolkit_manager.py b/owl/utils/mcp/mcp_toolkit_manager.py
deleted file mode 100644
index b7ceff6..0000000
--- a/owl/utils/mcp/mcp_toolkit_manager.py
+++ /dev/null
@@ -1,86 +0,0 @@
-import json
-import os
-from typing import List, Optional, AsyncGenerator
-
-from camel.toolkits import MCPToolkit
-from contextlib import AsyncExitStack, asynccontextmanager
-
-
-class MCPToolkitManager:
-    r"""MCPToolkitManager is a class for managing multiple MCPToolkit
-    instances and providing unified connection management.
-
-    Attributes:
-        toolkits (List[MCPToolkit]): A list of MCPToolkit instances to be
-            managed.
-    """
-
-    def __init__(self, toolkits: List[MCPToolkit]):
-        self.toolkits = toolkits
-        self._exit_stack: Optional[AsyncExitStack] = None
-        self._connected = False
-
-
-    @staticmethod
-    def from_config(config_path: str) -> "MCPToolkitManager":
-        r"""Loads an MCPToolkit instance from a JSON configuration file and
-        returns an MCPToolkitManager instance.
-
-        Args:
-            config_path (str): The path to the JSON configuration file.
-
-        Returns:
-            MCPToolkitManager: The MCPToolkitManager instance.
-        """
-        with open(config_path, "r", encoding="utf-8") as f:
-            data = json.load(f)
-
-        all_toolkits = []
-
-        # "mcpServers" is the MCP server configuration running as stdio mode
-        mcp_servers = data.get("mcpServers", {})
-        for name, cfg in mcp_servers.items():
-            toolkit = MCPToolkit(
-                command_or_url=cfg["command"],
-                args=cfg.get("args", []),
-                env={**os.environ, **cfg.get("env", {})},
-                timeout=cfg.get("timeout", None),
-            )
-            all_toolkits.append(toolkit)
-
-        # "mcpWebServers" is the MCP server configuration running as sse mode
-        mcp_web_servers = data.get("mcpWebServers", {})
-        for name, cfg in mcp_web_servers.items():
-            toolkit = MCPToolkit(
-                command_or_url=cfg["url"],
-                timeout=cfg.get("timeout", None),
-            )
-            all_toolkits.append(toolkit)
-
-        return MCPToolkitManager(all_toolkits)
-
-    @asynccontextmanager
-    async def connection(self) -> AsyncGenerator["MCPToolkitManager", None]:
-        r"""Connect multiple MCPToolkit instances and close them when
-        leaving"""
-        self._exit_stack = AsyncExitStack()
-        try:
-            for tk in self.toolkits:
-                await self._exit_stack.enter_async_context(tk.connection())
-            self._connected = True
-            yield self
-        finally:
-            self._connected = False
-            await self._exit_stack.aclose()
-            self._exit_stack = None
-
-    def is_connected(self) -> bool:
-        r"""Returns whether the MCPToolkitManager is connected."""
-        return self._connected
-
-    def get_all_tools(self):
-        r"""Returns all tools from all MCPToolkit instances."""
-        all_tools = []
-        for tk in self.toolkits:
-            all_tools.extend(tk.get_tools())
-        return all_tools
\ No newline at end of file