diff --git a/Makefile b/Makefile
index f1b781c8c..0be07e405 100644
--- a/Makefile
+++ b/Makefile
@@ -26,6 +26,7 @@ format-docs:
 
 # Check the docs for linting violations
 lint-docs:
+	poetry run ruff format --check docs/docs
 	poetry run ruff check docs/docs
 
 codespell:
diff --git a/docs/docs/how-tos/memory/shared-state.ipynb b/docs/docs/how-tos/memory/shared-state.ipynb
index 254c7bbaf..cd1228e7c 100644
--- a/docs/docs/how-tos/memory/shared-state.ipynb
+++ b/docs/docs/how-tos/memory/shared-state.ipynb
@@ -189,10 +189,14 @@
     "            {\"role\": \"tool\", \"content\": \"Saved!\", \"tool_call_id\": tc[\"id\"]}\n",
     "        )\n",
     "        # We create a new memory from this tool call\n",
-    "        store.put((\"memories\", user_id), memory_id, {\n",
-    "            \"fact\": tc[\"args\"][\"fact\"],\n",
-    "            \"topic\": tc[\"args\"][\"topic\"],\n",
-    "        })\n",
+    "        store.put(\n",
+    "            (\"memories\", user_id),\n",
+    "            memory_id,\n",
+    "            {\n",
+    "                \"fact\": tc[\"args\"][\"fact\"],\n",
+    "                \"topic\": tc[\"args\"][\"topic\"],\n",
+    "            },\n",
+    "        )\n",
     "    # Return the messages and memories to update the state with\n",
     "    return {\"messages\": tool_calls}\n",
     "\n",
@@ -233,6 +237,7 @@
    ],
    "source": [
     "from IPython.display import Image, display\n",
+    "\n",
     "display(Image(graph.get_graph().draw_mermaid_png()))"
    ]
   },
diff --git a/docs/docs/tutorials/memory/long_term_memory_agent.ipynb b/docs/docs/tutorials/memory/long_term_memory_agent.ipynb
index 0b3b613ee..bc8dca7f2 100644
--- a/docs/docs/tutorials/memory/long_term_memory_agent.ipynb
+++ b/docs/docs/tutorials/memory/long_term_memory_agent.ipynb
@@ -174,7 +174,9 @@
     "\n",
     "\n",
     "@tool\n",
-    "def save_core_memory(memory: str, index: Optional[int] = None, config: RunnableConfig = None) -> str:\n",
+    "def save_core_memory(\n",
+    "    memory: str, index: Optional[int] = None, config: RunnableConfig = None\n",
+    ") -> str:\n",
     "    \"\"\"Store a core memory in the database.\n",
     "\n",
     "    Args:\n",
@@ -192,7 +194,7 @@
     "        memory_key = memories[index].key\n",
     "    else:\n",
     "        memory_key = str(uuid.uuid4())\n",
-    "    \n",
+    "\n",
     "    core_memory_store.put((\"memories\", user_id), memory_key, {\"memory\": memory})\n",
     "    return memory\n",
     "\n",
@@ -325,7 +327,7 @@
     "            \" do call tools, all text preceding the tool call is an internal\"\n",
     "            \" message. Respond AFTER calling the tool, once you have\"\n",
     "            \" confirmation that the tool completed successfully.\"\n",
-    "            \" REMEMBER: Use save_core_memories for key information like name, location, etc.\\n\\n\"\n",
+    "            \" REMEMBER: Use save_core_memories for key information like name, location, etc.\\n\\n\",\n",
     "        ),\n",
     "        (\"placeholder\", \"{messages}\"),\n",
     "    ]\n",
@@ -359,10 +361,10 @@
     "    bound = prompt | model_with_tools\n",
     "    # we can directly load core memories from the store parameter passed to the `agent` node\n",
     "    user_id = get_user_id(config)\n",
-    "    core_memories = [item.value[\"memory\"] for item in core_memory_store.search((\"memories\", user_id))]\n",
-    "    core_str = (\n",
-    "        \"<core_memory>\\n\" + \"\\n\".join(core_memories) + \"\\n</core_memory>\"\n",
-    "    )\n",
+    "    core_memories = [\n",
+    "        item.value[\"memory\"] for item in core_memory_store.search((\"memories\", user_id))\n",
+    "    ]\n",
+    "    core_str = \"<core_memory>\\n\" + \"\\n\".join(core_memories) + \"\\n</core_memory>\"\n",
     "    recall_str = (\n",
     "        \"<recall_memory>\\n\" + \"\\n\".join(state[\"recall_memories\"]) + \"\\n</recall_memory>\"\n",
     "    )\n",
@@ -370,7 +372,7 @@
     "        {\n",
     "            \"messages\": state[\"messages\"],\n",
     "            \"recall_memories\": recall_str,\n",
-    "            \"core_memories\": core_str\n",
+    "            \"core_memories\": core_str,\n",
     "        }\n",
     "    )\n",
     "    return {\n",