diff --git a/notebook/agentchat_graph_rag_neo4j.ipynb b/notebook/agentchat_graph_rag_neo4j.ipynb
index d68ba8971d..00c4723aa5 100644
--- a/notebook/agentchat_graph_rag_neo4j.ipynb
+++ b/notebook/agentchat_graph_rag_neo4j.ipynb
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -47,7 +47,7 @@
     "\n",
     "import autogen\n",
     "\n",
-    "config_list = autogen.config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\", file_location=\".\")\n",
+    "config_list = autogen.config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\")\n",
     "\n",
     "# Put the OpenAI API key into the environment\n",
     "os.environ[\"OPENAI_API_KEY\"] = config_list[0][\"api_key\"]"
@@ -446,8 +446,14 @@
   }
  ],
  "metadata": {
+  "front_matter": {
+   "description": "Neo4j GraphRAG utilises a knowledge graph and can be added as a capability to agents.",
+   "tags": [
+    "RAG"
+   ]
+  },
   "kernelspec": {
-   "display_name": "ag2neo4j",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -461,7 +467,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.1"
+   "version": "3.11.10"
   }
  },
  "nbformat": 4,