diff --git a/docs/docs/integrations/tools/fmp-data.ipynb b/docs/docs/integrations/tools/fmp-data.ipynb
index 30232f60786b4..3b53766e037b9 100644
--- a/docs/docs/integrations/tools/fmp-data.ipynb
+++ b/docs/docs/integrations/tools/fmp-data.ipynb
@@ -88,17 +88,14 @@
     "toolkit = FMPDataToolkit()\n",
     "\n",
     "# Instantiation with specific query focus\n",
-    "market_toolkit = FMPDataToolkit(\n",
-    "    query=\"Get stock market prices and technical indicators\",\n",
-    "    num_results=5\n",
-    ")\n",
+    "market_toolkit = FMPDataToolkit(query=\"Get stock market prices and technical indicators\",num_results=5)\n",
     "\n",
     "# Instantiation with custom configuration\n",
     "custom_toolkit = FMPDataToolkit(\n",
     "    query=\"Financial analysis\",\n",
     "    num_results=3,\n",
     "    similarity_threshold=0.4,\n",
-    "    cache_dir=\"/custom/cache/path\"\n",
+    "    cache_dir=\"/custom/cache/path\",\n",
     ")"
    ],
    "id": "615375140978a557"
@@ -152,14 +149,12 @@
     "tool = FMPDataTool()\n",
     "\n",
     "# Basic query\n",
-    "result = tool.invoke({\n",
-    "    \"query\": \"What's Apple's current stock price?\"\n",
-    "})\n",
+    "result = tool.invoke({\"query\": \"What's Apple's current stock price?\"})\n",
     "\n",
     "# Advanced query with specific format\n",
     "detailed_result = tool.invoke({\n",
     "    \"query\": \"Compare Tesla and Ford's profit margins\",\n",
-    "    \"response_format\": ResponseFormat.BOTH\n",
+    "    \"response_format\": ResponseFormat.BOTH,\n",
     "})"
    ]
   },
@@ -189,9 +184,7 @@
     "agent_executor = AgentExecutor(agent=agent, tools=tools)\n",
     "\n",
     "# Run query\n",
-    "response = agent_executor.invoke({\n",
-    "    \"input\": \"What's the PE ratio of Microsoft?\"\n",
-    "})"
+    "response = agent_executor.invoke({\"input\": \"What's the PE ratio of Microsoft?\"})"
    ]
   },
   {
@@ -226,10 +219,9 @@
     "4. Assessing growth metrics\n",
     "\"\"\"\n",
     "\n",
-    "response = advanced_tool.invoke({\n",
-    "    \"query\": query,\n",
-    "    \"response_format\": ResponseFormat.BOTH\n",
-    "})\n",
+    "response = advanced_tool.invoke(\n",
+    "    {\"query\": query, \"response_format\": ResponseFormat.BOTH}\n",
+    ")\n",
     "\n",
     "print(\"Detailed Financial Analysis:\")\n",
     "print(response)"
@@ -243,6 +235,14 @@
     "### FMPDataToolkit\n"
    ],
    "id": "9b9dc04b8a68e94c"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "source": "",
+   "id": "4b6604b7cf72c1a0",
+   "execution_count": null
   }
  ],
  "metadata": {