diff --git a/autogen/tools/tool.py b/autogen/tools/tool.py
index aa6946c8a7..d223aa0ce4 100644
--- a/autogen/tools/tool.py
+++ b/autogen/tools/tool.py
@@ -8,7 +8,7 @@
 from autogen.agentchat.conversable_agent import ConversableAgent
 
 try:
-    from crewai.tools import Tool as CrewAITool
+    from crewai.tools import BaseTool as CrewAITool
 except ImportError:
     CrewAITool = MagicMock()
 
@@ -16,13 +16,14 @@
 
 
 class Tool:
-    def __init__(self, name: str, description: str, func: Callable[..., Any]):
+    def __init__(self, name: str, description: str, func: Callable[..., Any], kwargs: Dict[str, Any]):
         self._name = name
         self._description = description
         self._func = func
+        self._kwargs = kwargs
 
     @classmethod
-    def from_crewai_tool(self, tool: CrewAITool) -> "Tool":
+    def from_crewai_tool(cls, tool: CrewAITool) -> "Tool":
         name = tool.name.replace(" ", "_")
         description = tool.description.split("Tool Description: ")[-1]
 
@@ -40,4 +41,4 @@ def register_for_llm(self, agent: ConversableAgent) -> None:
         agent.register_for_llm(name=self._name, description=self._description)(self._func)
 
     def register_for_execution(self, agent: ConversableAgent) -> None:
-        agent.register_for_execution(name=self._name, description=self._description)(self._func)
+        agent.register_for_execution(name=self._name)(self._func)
diff --git a/notebook/tools_from_crewai_tool.ipynb b/notebook/tools_from_crewai_tool.ipynb
new file mode 100644
index 0000000000..b583a8c0b3
--- /dev/null
+++ b/notebook/tools_from_crewai_tool.ipynb
@@ -0,0 +1,151 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# ! pip install 'crewai[tools]'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-12-12 17:28:45,612 - 8269089792 - __init__.py-__init__:18 - WARNING: flaml.automl is not available. Please install flaml[automl] to enable AutoML functionalities.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import tempfile\n",
+    "from pathlib import Path\n",
+    "\n",
+    "from crewai_tools import FileWriterTool\n",
+    "\n",
+    "from autogen import AssistantAgent, UserProxyAgent\n",
+    "from autogen.tools import Tool"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "config_list = [{\"model\": \"gpt-4\", \"api_key\": os.environ[\"OPENAI_API_KEY\"]}]\n",
+    "user_proxy = UserProxyAgent(\n",
+    "    name=\"User\",\n",
+    "    human_input_mode=\"NEVER\",\n",
+    ")\n",
+    "\n",
+    "chatbot = AssistantAgent(\n",
+    "    name=\"chatbot\",\n",
+    "    llm_config={\"config_list\": config_list},\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mUser\u001b[0m (to chatbot):\n",
+      "\n",
+      "Write 'Easy Migration :)' into tool_result.txt.\n",
+      "Use /var/folders/79/kmq3y0pj0rbgrrnf4xlq8q0c0000gn/T/tmpv3px4peq dir.\n",
+      "\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "\u001b[33mchatbot\u001b[0m (to User):\n",
+      "\n",
+      "\u001b[32m***** Suggested tool call (call_or8EnSzoRxayagU27crpydfF): File_Writer_Tool *****\u001b[0m\n",
+      "Arguments: \n",
+      "{\n",
+      "  \"args\": {\n",
+      "    \"filename\": \"tool_result.txt\",\n",
+      "    \"directory\": \"/var/folders/79/kmq3y0pj0rbgrrnf4xlq8q0c0000gn/T/tmpv3px4peq\",\n",
+      "    \"overwrite\": \"yes\",\n",
+      "    \"content\": \"Easy Migration :)\"\n",
+      "  }\n",
+      "}\n",
+      "\u001b[32m*********************************************************************************\u001b[0m\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "\u001b[35m\n",
+      ">>>>>>>> EXECUTING FUNCTION File_Writer_Tool...\u001b[0m\n",
+      "Using Tool: File Writer Tool\n",
+      "\u001b[33mUser\u001b[0m (to chatbot):\n",
+      "\n",
+      "\u001b[32m***** Response from calling tool (call_or8EnSzoRxayagU27crpydfF) *****\u001b[0m\n",
+      "Content successfully written to /var/folders/79/kmq3y0pj0rbgrrnf4xlq8q0c0000gn/T/tmpv3px4peq/tool_result.txt\n",
+      "\u001b[32m**********************************************************************\u001b[0m\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "\u001b[33mchatbot\u001b[0m (to User):\n",
+      "\n",
+      "The content 'Easy Migration :)' has been successfully written to the file /var/folders/79/kmq3y0pj0rbgrrnf4xlq8q0c0000gn/T/tmpv3px4peq/tool_result.txt.\n",
+      "\n",
+      "TERMINATE\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "with tempfile.TemporaryDirectory() as tmpdirname:\n",
+    "    crewai_tool = FileWriterTool()\n",
+    "    ag2_tool = Tool.from_crewai_tool(crewai_tool)\n",
+    "\n",
+    "    ag2_tool.register_for_execution(user_proxy)\n",
+    "    ag2_tool.register_for_llm(chatbot)\n",
+    "\n",
+    "    filename = \"tool_result.txt\"\n",
+    "    message = f\"\"\"Write 'Easy Migration :)' into {filename}.\n",
+    "Use {tmpdirname} dir.\n",
+    "\"\"\"\n",
+    "    user_proxy.initiate_chat(recipient=chatbot, message=message, max_turns=2)\n",
+    "\n",
+    "    assert Path(tmpdirname, filename).read_text() == \"Easy Migration :)\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}