diff --git a/docs/docs/tutorials/code_assistant/langgraph_code_assistant.ipynb b/docs/docs/tutorials/code_assistant/langgraph_code_assistant.ipynb
index 8ce428054..2e774a9b7 100644
--- a/docs/docs/tutorials/code_assistant/langgraph_code_assistant.ipynb
+++ b/docs/docs/tutorials/code_assistant/langgraph_code_assistant.ipynb
@@ -102,7 +102,7 @@
     "from langchain_community.document_loaders.recursive_url_loader import RecursiveUrlLoader\n",
     "\n",
     "# LCEL docs\n",
-    "url = \"https://python.langchain.com/docs/concepts/#langchain-expression-language-lcel\"\n",
+    "url = \"https://python.langchain.com/docs/concepts/lcel/\"\n",
     "loader = RecursiveUrlLoader(\n",
     "    url=url, max_depth=20, extractor=lambda x: Soup(x, \"html.parser\").text\n",
     ")\n",