diff --git a/docs/modules/agents/agents/custom_llm_agent.ipynb b/docs/modules/agents/agents/custom_llm_agent.ipynb
index 7951fd5e19c..189aadaf1c5 100644
--- a/docs/modules/agents/agents/custom_llm_agent.ipynb
+++ b/docs/modules/agents/agents/custom_llm_agent.ipynb
@@ -60,7 +60,7 @@
    "id": "6df0253f",
    "metadata": {},
    "source": [
-    "# Set up tool\n",
+    "## Set up tool\n",
     "\n",
     "Set up any tools the agent may want to use. This may be necessary to put in the prompt (so that the agent knows to use these tools)."
    ]
diff --git a/docs/modules/agents/agents/custom_llm_chat_agent.ipynb b/docs/modules/agents/agents/custom_llm_chat_agent.ipynb
index bbac7bff0ea..9d5d224e104 100644
--- a/docs/modules/agents/agents/custom_llm_chat_agent.ipynb
+++ b/docs/modules/agents/agents/custom_llm_chat_agent.ipynb
@@ -61,7 +61,7 @@
    "id": "6df0253f",
    "metadata": {},
    "source": [
-    "# Set up tool\n",
+    "## Set up tool\n",
     "\n",
     "Set up any tools the agent may want to use. This may be necessary to put in the prompt (so that the agent knows to use these tools)."
    ]