diff --git a/docs/docs/integrations/chat/fireworks.ipynb b/docs/docs/integrations/chat/fireworks.ipynb
index b229b9f588c..ec9a9d39625 100644
--- a/docs/docs/integrations/chat/fireworks.ipynb
+++ b/docs/docs/integrations/chat/fireworks.ipynb
@@ -28,7 +28,6 @@
    "id": "4a7c795e",
    "metadata": {},
    "source": [
-    "%pip install langchain\n",
     "%pip install langchain-fireworks"
    ]
   },
@@ -44,9 +43,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "\n",
-    "from langchain.schema import HumanMessage, SystemMessage\n",
+    "from langchain_core.messages import HumanMessage, SystemMessage\n",
     "from langchain_fireworks import ChatFireworks"
    ]
   },
@@ -57,7 +54,7 @@
    "source": [
     "# Setup\n",
     "\n",
-    "1. Make sure the `fireworks-ai` package is installed in your environment.\n",
+    "1. Make sure the `langchain-fireworks` package is installed in your environment.\n",
     "2. Sign in to [Fireworks AI](http://fireworks.ai) for the an API Key to access our models, and make sure it is set as the `FIREWORKS_API_KEY` environment variable.\n",
     "3. Set up your model using a model id. If the model is not set, the default model is fireworks-llama-v2-7b-chat. See the full, most up-to-date model list on [app.fireworks.ai](https://app.fireworks.ai)."
    ]
@@ -95,14 +92,6 @@
    "id": "72340871-ae2f-415f-b399-0777d32dc379",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/mnt/disks/data/langchain/.venv/lib/python3.10/site-packages/langchain_core/_api/deprecation.py:117: LangChainDeprecationWarning: The function `__call__` was deprecated in LangChain 0.1.7 and will be removed in 0.2.0. Use invoke instead.\n",
-      "  warn_deprecated(\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
@@ -119,7 +108,7 @@
     "system_message = SystemMessage(content=\"You are to chat with the user.\")\n",
     "human_message = HumanMessage(content=\"Who are you?\")\n",
     "\n",
-    "chat([system_message, human_message])"
+    "chat.invoke([system_message, human_message])"
    ]
   },
   {
@@ -128,20 +117,10 @@
    "id": "68c6b1fa-2ff7-4a63-8d88-3cec302180b8",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/mnt/disks/data/langchain/.venv/lib/python3.10/site-packages/langchain_core/utils/utils.py:159: UserWarning: WARNING! top_p is not default parameter.\n",
-      "                top_p was transferred to model_kwargs.\n",
-      "                Please confirm that top_p is what you intended.\n",
-      "  warnings.warn(\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "AIMessage(content=\"I'm glad to chat with you! I'm an artificial intelligence and don't have\")"
+       "AIMessage(content=\"I'm an AI and do not have the ability to experience the weather firsthand. However,\")"
       ]
      },
      "execution_count": 5,
@@ -155,12 +134,19 @@
     "    model=\"accounts/fireworks/models/mixtral-8x7b-instruct\",\n",
     "    temperature=1,\n",
     "    max_tokens=20,\n",
-    "    top_p=1,\n",
     ")\n",
     "system_message = SystemMessage(content=\"You are to chat with the user.\")\n",
     "human_message = HumanMessage(content=\"How's the weather today?\")\n",
-    "chat([system_message, human_message])"
+    "chat.invoke([system_message, human_message])"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8c44cb36",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -179,7 +165,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.4"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/integrations/llms/fireworks.ipynb b/docs/docs/integrations/llms/fireworks.ipynb
index ba7c691ff25..2aaae1b699c 100644
--- a/docs/docs/integrations/llms/fireworks.ipynb
+++ b/docs/docs/integrations/llms/fireworks.ipynb
@@ -19,31 +19,16 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install langchain\n",
-    "%pip install langchain-fireworks"
+    "%pip install -qU langchain-fireworks"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "6b9bcdac",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import fireworks\n",
-    "import fireworks.client"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "id": "60b6dbb2",
    "metadata": {},
    "outputs": [],
    "source": [
-    "import os\n",
-    "\n",
-    "from langchain.prompts import PromptTemplate\n",
     "from langchain_fireworks import Fireworks"
    ]
   },
@@ -54,14 +39,14 @@
    "source": [
     "# Setup\n",
     "\n",
-    "1. Make sure the `fireworks-ai` package is installed in your environment.\n",
+    "1. Make sure the `langchain-fireworks` package is installed in your environment.\n",
     "2. Sign in to [Fireworks AI](http://fireworks.ai) for the an API Key to access our models, and make sure it is set as the `FIREWORKS_API_KEY` environment variable.\n",
     "3. Set up your model using a model id. If the model is not set, the default model is fireworks-llama-v2-7b-chat. See the full, most up-to-date model list on [fireworks.ai](https://fireworks.ai)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "id": "9ca87a2e",
    "metadata": {},
    "outputs": [],
@@ -91,35 +76,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "id": "bf0a425c",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/mnt/disks/data/langchain/.venv/lib/python3.10/site-packages/langchain_core/_api/deprecation.py:117: LangChainDeprecationWarning: The function `__call__` was deprecated in LangChain 0.1.7 and will be removed in 0.2.0. Use invoke instead.\n",
-      "  warn_deprecated(\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " With Tom Brady at a season-best 9-0, he'\n"
+      "\n",
+      "Even if Tom Brady wins today, he'd still have the same\n"
      ]
     }
    ],
    "source": [
     "# Single prompt\n",
-    "output = llm(\"Who's the best quarterback in the NFL?\")\n",
+    "output = llm.invoke(\"Who's the best quarterback in the NFL?\")\n",
     "print(output)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "afc7de6f",
    "metadata": {},
    "outputs": [
@@ -127,7 +105,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[Generation(text=' In 2016, the best cricket player award should go to a')], [Generation(text=\"\\n\\nThere's a good argument that it's Kawhi Leonard\")]]\n"
+      "[[Generation(text='\\n\\nR Ashwin is currently the best. He is an all rounder')], [Generation(text='\\nIn your opinion, who has the best overall statistics between Michael Jordan and Le')]]\n"
      ]
     }
    ],
@@ -144,7 +122,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "id": "b801c20d",
    "metadata": {},
    "outputs": [
@@ -152,9 +130,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\n",
-      "\n",
-      "December in Kansas City is typically cold. The average high temperature\n"
+      " The weather in Kansas City in December is generally cold and snowy. The\n"
      ]
     }
    ],
@@ -166,7 +142,7 @@
     "    max_tokens=15,\n",
     "    top_p=1.0,\n",
     ")\n",
-    "print(llm(\"What's the weather like in Kansas City in December?\"))"
+    "print(llm.invoke(\"What's the weather like in Kansas City in December?\"))"
    ]
   },
   {
@@ -187,7 +163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 8,
    "id": "fd2c6bc1",
    "metadata": {},
    "outputs": [
@@ -227,7 +203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 9,
    "id": "f644ff28",
    "metadata": {},
    "outputs": [
@@ -247,6 +223,14 @@
     "for token in chain.stream({\"topic\": \"bears\"}):\n",
     "    print(token, end=\"\", flush=True)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fcc0eecb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -265,7 +249,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.4"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/integrations/providers/fireworks.md b/docs/docs/integrations/providers/fireworks.md
index 3745dbaa67c..f07e55d8fb8 100644
--- a/docs/docs/integrations/providers/fireworks.md
+++ b/docs/docs/integrations/providers/fireworks.md
@@ -5,10 +5,10 @@ Langchain.
 
 ## Installation and setup
 
-- Install the Fireworks client library.
+- Install the Fireworks integration package.
 
   ```
-  pip install fireworks-ai
+  pip install langchain-fireworks
   ```
 
 - Get a Fireworks API key by signing up at [fireworks.ai](https://fireworks.ai).