diff --git a/docs/modules/memory/types/buffer.ipynb b/docs/modules/memory/types/buffer.ipynb
index e310a62760..19a12e1e4b 100644
--- a/docs/modules/memory/types/buffer.ipynb
+++ b/docs/modules/memory/types/buffer.ipynb
@@ -30,7 +30,7 @@
    "outputs": [],
    "source": [
     "memory = ConversationBufferMemory()\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})"
    ]
   },
   {
@@ -70,7 +70,7 @@
    "outputs": [],
    "source": [
     "memory = ConversationBufferMemory(return_messages=True)\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})"
    ]
   },
   {
diff --git a/docs/modules/memory/types/buffer_window.ipynb b/docs/modules/memory/types/buffer_window.ipynb
index a653665abe..b2d15c0b2e 100644
--- a/docs/modules/memory/types/buffer_window.ipynb
+++ b/docs/modules/memory/types/buffer_window.ipynb
@@ -30,8 +30,8 @@
    "outputs": [],
    "source": [
     "memory = ConversationBufferWindowMemory( k=1)\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})\n",
-    "memory.save_context({\"input\": \"not much you\"}, {\"ouput\": \"not much\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})\n",
+    "memory.save_context({\"input\": \"not much you\"}, {\"output\": \"not much\"})"
    ]
   },
   {
@@ -71,8 +71,8 @@
    "outputs": [],
    "source": [
     "memory = ConversationBufferWindowMemory( k=1, return_messages=True)\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})\n",
-    "memory.save_context({\"input\": \"not much you\"}, {\"ouput\": \"not much\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})\n",
+    "memory.save_context({\"input\": \"not much you\"}, {\"output\": \"not much\"})"
    ]
   },
   {
diff --git a/docs/modules/memory/types/entity_summary_memory.ipynb b/docs/modules/memory/types/entity_summary_memory.ipynb
index 6d63d7aeff..b3d024a23f 100644
--- a/docs/modules/memory/types/entity_summary_memory.ipynb
+++ b/docs/modules/memory/types/entity_summary_memory.ipynb
@@ -35,7 +35,7 @@
     "memory.load_memory_variables(_input)\n",
     "memory.save_context(\n",
     "    _input,\n",
-    "    {\"ouput\": \" That sounds like a great project! What kind of project are they working on?\"}\n",
+    "    {\"output\": \" That sounds like a great project! What kind of project are they working on?\"}\n",
     ")"
    ]
   },
@@ -73,7 +73,7 @@
     "memory.load_memory_variables(_input)\n",
     "memory.save_context(\n",
     "    _input,\n",
-    "    {\"ouput\": \" That sounds like a great project! What kind of project are they working on?\"}\n",
+    "    {\"output\": \" That sounds like a great project! What kind of project are they working on?\"}\n",
     ")"
    ]
   },
diff --git a/docs/modules/memory/types/kg.ipynb b/docs/modules/memory/types/kg.ipynb
index c6739d4583..143e14d9b7 100644
--- a/docs/modules/memory/types/kg.ipynb
+++ b/docs/modules/memory/types/kg.ipynb
@@ -32,8 +32,8 @@
    "source": [
     "llm = OpenAI(temperature=0)\n",
     "memory = ConversationKGMemory(llm=llm)\n",
-    "memory.save_context({\"input\": \"say hi to sam\"}, {\"ouput\": \"who is sam\"})\n",
-    "memory.save_context({\"input\": \"sam is a friend\"}, {\"ouput\": \"okay\"})"
+    "memory.save_context({\"input\": \"say hi to sam\"}, {\"output\": \"who is sam\"})\n",
+    "memory.save_context({\"input\": \"sam is a friend\"}, {\"output\": \"okay\"})"
    ]
   },
   {
@@ -73,8 +73,8 @@
    "outputs": [],
    "source": [
     "memory = ConversationKGMemory(llm=llm, return_messages=True)\n",
-    "memory.save_context({\"input\": \"say hi to sam\"}, {\"ouput\": \"who is sam\"})\n",
-    "memory.save_context({\"input\": \"sam is a friend\"}, {\"ouput\": \"okay\"})"
+    "memory.save_context({\"input\": \"say hi to sam\"}, {\"output\": \"who is sam\"})\n",
+    "memory.save_context({\"input\": \"sam is a friend\"}, {\"output\": \"okay\"})"
    ]
   },
   {
diff --git a/docs/modules/memory/types/summary.ipynb b/docs/modules/memory/types/summary.ipynb
index b2dcbb9bf8..77d2a50aad 100644
--- a/docs/modules/memory/types/summary.ipynb
+++ b/docs/modules/memory/types/summary.ipynb
@@ -30,7 +30,7 @@
    "outputs": [],
    "source": [
     "memory = ConversationSummaryMemory(llm=OpenAI(temperature=0))\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})"
    ]
   },
   {
@@ -70,7 +70,7 @@
    "outputs": [],
    "source": [
     "memory = ConversationSummaryMemory(llm=OpenAI(temperature=0), return_messages=True)\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})"
    ]
   },
   {
diff --git a/docs/modules/memory/types/token_buffer.ipynb b/docs/modules/memory/types/token_buffer.ipynb
index 9cf371f1e0..a5fd6c0d57 100644
--- a/docs/modules/memory/types/token_buffer.ipynb
+++ b/docs/modules/memory/types/token_buffer.ipynb
@@ -32,8 +32,8 @@
    "outputs": [],
    "source": [
     "memory = ConversationTokenBufferMemory(llm=llm, max_token_limit=10)\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})\n",
-    "memory.save_context({\"input\": \"not much you\"}, {\"ouput\": \"not much\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})\n",
+    "memory.save_context({\"input\": \"not much you\"}, {\"output\": \"not much\"})"
    ]
   },
   {
@@ -73,8 +73,8 @@
    "outputs": [],
    "source": [
     "memory = ConversationTokenBufferMemory(llm=llm, max_token_limit=10, return_messages=True)\n",
-    "memory.save_context({\"input\": \"hi\"}, {\"ouput\": \"whats up\"})\n",
-    "memory.save_context({\"input\": \"not much you\"}, {\"ouput\": \"not much\"})"
+    "memory.save_context({\"input\": \"hi\"}, {\"output\": \"whats up\"})\n",
+    "memory.save_context({\"input\": \"not much you\"}, {\"output\": \"not much\"})"
    ]
   },
   {
diff --git a/docs/use_cases/agents/multi_modal_output_agent.ipynb b/docs/use_cases/agents/multi_modal_output_agent.ipynb
index 35102050a0..6e7da84cee 100644
--- a/docs/use_cases/agents/multi_modal_output_agent.ipynb
+++ b/docs/use_cases/agents/multi_modal_output_agent.ipynb
@@ -125,7 +125,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "def show_ouput(output):\n",
+    "def show_output(output):\n",
     "    \"\"\"Display the multi-modal output from the agent.\"\"\"\n",
     "    UUID_PATTERN = re.compile(\n",
     "        r\"([0-9A-Za-z]{8}-[0-9A-Za-z]{4}-[0-9A-Za-z]{4}-[0-9A-Za-z]{4}-[0-9A-Za-z]{12})\"\n",
@@ -168,7 +168,7 @@
     }
    ],
    "source": [
-    "show_ouput(output)"
+    "show_output(output)"
    ]
   },
   {
@@ -266,7 +266,7 @@
     }
    ],
    "source": [
-    "show_ouput(output)"
+    "show_output(output)"
    ]
   },
   {
diff --git a/docs/use_cases/multi_modal/image_agent.ipynb b/docs/use_cases/multi_modal/image_agent.ipynb
index ca856ede18..5ed4223d86 100644
--- a/docs/use_cases/multi_modal/image_agent.ipynb
+++ b/docs/use_cases/multi_modal/image_agent.ipynb
@@ -125,7 +125,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "def show_ouput(output):\n",
+    "def show_output(output):\n",
     "    \"\"\"Display the multi-modal output from the agent.\"\"\"\n",
     "    UUID_PATTERN = re.compile(\n",
     "        r\"([0-9A-Za-z]{8}-[0-9A-Za-z]{4}-[0-9A-Za-z]{4}-[0-9A-Za-z]{4}-[0-9A-Za-z]{12})\"\n",
@@ -168,7 +168,7 @@
     }
    ],
    "source": [
-    "show_ouput(output)"
+    "show_output(output)"
    ]
   },
   {
@@ -221,7 +221,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "show_ouput(output)"
+    "show_output(output)"
    ]
   },
   {