From b149fd72141348139f8613c79ee30ccf64c934e9 Mon Sep 17 00:00:00 2001
From: reibs <areibman@gmail.com>
Date: Thu, 20 Jun 2024 15:23:27 -0700
Subject: [PATCH] added shadow to banner

---
 docs/images/external/logo/banner-badge.png    | Bin 33596 -> 75368 bytes
 docs/images/external/logo/banner-badge.svg    |  32 ++-
 .../multion/Autonomous_web_browsing.ipynb     | 145 +++++++++++--
 examples/multion/Sample_browsing_agent.ipynb  |  48 ++++-
 examples/multion/Untitled.ipynb               | 201 ++++++++++++++++++
 5 files changed, 391 insertions(+), 35 deletions(-)
 create mode 100644 examples/multion/Untitled.ipynb

diff --git a/docs/images/external/logo/banner-badge.png b/docs/images/external/logo/banner-badge.png
index 8324d3c389d70faca6dde924b14bbbd5b85ba393..7dd6fb9c3e78e842ec2e75bbde2fb3616a2987d1 100644
GIT binary patch
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+<feOffset dy="4"/>
+<feGaussianBlur stdDeviation="2"/>
+<feComposite in2="hardAlpha" operator="out"/>
+<feColorMatrix type="matrix" values="0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.25 0"/>
+<feBlend mode="normal" in2="BackgroundImageFix" result="effect1_dropShadow_1610_17"/>
+<feBlend mode="normal" in="SourceGraphic" in2="effect1_dropShadow_1610_17" result="shape"/>
+</filter>
+<filter id="filter1_ii_1610_17" x="4" y="0" width="440" height="110" filterUnits="userSpaceOnUse" color-interpolation-filters="sRGB">
 <feFlood flood-opacity="0" result="BackgroundImageFix"/>
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+<feBlend mode="normal" in2="shape" result="effect1_innerShadow_1610_17"/>
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diff --git a/examples/multion/Autonomous_web_browsing.ipynb b/examples/multion/Autonomous_web_browsing.ipynb
index 58cc6f969..e0d14f3fb 100644
--- a/examples/multion/Autonomous_web_browsing.ipynb
+++ b/examples/multion/Autonomous_web_browsing.ipynb
@@ -17,14 +17,65 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 9,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "\u001b[33mWARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0m\u001b[33mWARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0mObtaining file:///Users/reibs/Projects/multion-python\n",
+      "  Installing build dependencies ... \u001b[?25ldone\n",
+      "\u001b[?25h  Checking if build backend supports build_editable ... \u001b[?25ldone\n",
+      "\u001b[?25h  Getting requirements to build editable ... \u001b[?25ldone\n",
+      "\u001b[?25h  Preparing editable metadata (pyproject.toml) ... \u001b[?25ldone\n",
+      "\u001b[33m  WARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0m\u001b[?25hRequirement already satisfied: agentops<0.3.0,>=0.2.3 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from multion==1.3.1) (0.2.3)\n",
+      "Requirement already satisfied: httpx>=0.21.2 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from multion==1.3.1) (0.27.0)\n",
+      "Requirement already satisfied: httpx-sse==0.4.0 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from multion==1.3.1) (0.4.0)\n",
+      "Requirement already satisfied: pydantic>=1.9.2 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from multion==1.3.1) (2.7.1)\n",
+      "Requirement already satisfied: typing_extensions>=4.0.0 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from multion==1.3.1) (4.11.0)\n",
+      "Requirement already satisfied: requests==2.31.0 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from agentops<0.3.0,>=0.2.3->multion==1.3.1) (2.31.0)\n",
+      "Requirement already satisfied: psutil==5.9.8 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from agentops<0.3.0,>=0.2.3->multion==1.3.1) (5.9.8)\n",
+      "Requirement already satisfied: packaging==23.2 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from agentops<0.3.0,>=0.2.3->multion==1.3.1) (23.2)\n",
+      "Requirement already satisfied: termcolor==2.4.0 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from agentops<0.3.0,>=0.2.3->multion==1.3.1) (2.4.0)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from requests==2.31.0->agentops<0.3.0,>=0.2.3->multion==1.3.1) (2.0.4)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from requests==2.31.0->agentops<0.3.0,>=0.2.3->multion==1.3.1) (2.10)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from requests==2.31.0->agentops<0.3.0,>=0.2.3->multion==1.3.1) (2.2.1)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from requests==2.31.0->agentops<0.3.0,>=0.2.3->multion==1.3.1) (2022.12.7)\n",
+      "Requirement already satisfied: anyio in /Users/reibs/anaconda3/lib/python3.11/site-packages (from httpx>=0.21.2->multion==1.3.1) (4.2.0)\n",
+      "Requirement already satisfied: httpcore==1.* in /Users/reibs/anaconda3/lib/python3.11/site-packages (from httpx>=0.21.2->multion==1.3.1) (1.0.4)\n",
+      "Requirement already satisfied: sniffio in /Users/reibs/anaconda3/lib/python3.11/site-packages (from httpx>=0.21.2->multion==1.3.1) (1.3.1)\n",
+      "Requirement already satisfied: h11<0.15,>=0.13 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from httpcore==1.*->httpx>=0.21.2->multion==1.3.1) (0.14.0)\n",
+      "Requirement already satisfied: annotated-types>=0.4.0 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from pydantic>=1.9.2->multion==1.3.1) (0.6.0)\n",
+      "Requirement already satisfied: pydantic-core==2.18.2 in /Users/reibs/anaconda3/lib/python3.11/site-packages (from pydantic>=1.9.2->multion==1.3.1) (2.18.2)\n",
+      "Building wheels for collected packages: multion\n",
+      "  Building editable for multion (pyproject.toml) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for multion: filename=multion-1.3.1-py3-none-any.whl size=2888 sha256=705a80daffe9d39b2b108258ed2afe7415ff97b0518fc724b54c68feddecaa64\n",
+      "  Stored in directory: /private/var/folders/3v/sx9ds7pn6r549nzgvpcjhsw00000gn/T/pip-ephem-wheel-cache-gum23cmv/wheels/b6/bd/dc/6e96e52cdfa012ed615438c3981e30b812df904743d1e270c0\n",
+      "Successfully built multion\n",
+      "\u001b[33mWARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0mInstalling collected packages: multion\n",
+      "\u001b[33mWARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0mSuccessfully installed multion-1.3.1\n",
+      "\u001b[33mWARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0m\u001b[33mWARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0m\u001b[33mWARNING: Skipping /Users/reibs/anaconda3/lib/python3.11/site-packages/pydantic_core-2.14.6.dist-info due to invalid metadata entry 'name'\u001b[0m\u001b[33m\n",
+      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
    "source": [
     "# Install dependencies\n",
-    "%pip install multion\n",
-    "%pip install agentops\n",
-    "%pip install openai"
+    "%pip uninstall multion -y -qqq\n",
+    "%pip install -e /Users/reibs/Projects/multion-python/\n",
+    "# %pip install agentops\n",
+    "# %pip install openai"
    ]
   },
   {
@@ -38,21 +89,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Set your API keys\n",
     "import os\n",
-    "os.environ[\"MULTION_API_KEY\"] = \"multion_key\"\n",
-    "os.environ[\"AGENTOPS_API_KEY\"] = \"agentops_key\""
+    "# os.environ[\"MULTION_API_KEY\"] = \"multion_key\"\n",
+    "os.environ[\"AGENTOPS_API_KEY\"] = \"a640373b-30ae-4655-a1f3-5caa882a8721\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "🖇 AgentOps: \u001b[34m\u001b[34mSession Replay: https://app.agentops.ai/drilldown?session_id=3fdb6c69-21aa-49df-864c-777a8fb4ff07\u001b[0m\u001b[0m\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The three things you get with AgentOps are:\n",
+      "1. Three Lines of Code.\n",
+      "2. Unlimited Testing.\n",
+      "3. Install in seconds. Save weeks.\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "from multion.client import MultiOn\n",
     "from multion.core.request_options import RequestOptions\n",
@@ -89,11 +159,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "UUID('3fdb6c69-21aa-49df-864c-777a8fb4ff07')"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "agentops.init(auto_start_session=False, tags=['MultiOn browse example'])"
+    "agentops.init(auto_start_session=False, tags=['MultiOn brtreaowse example'])"
    ]
   },
   {
@@ -105,9 +186,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "🖇 AgentOps: Cannot start session - session already started\n",
+      "🖇 AgentOps: Error: Expecting value: line 1 column 1 (char 0)\n"
+     ]
+    },
+    {
+     "ename": "JSONDecodeError",
+     "evalue": "Expecting value: line 1 column 1 (char 0)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mJSONDecodeError\u001b[0m                           Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[4], line 10\u001b[0m\n\u001b[1;32m      5\u001b[0m cmd \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwhat three things do i get with agentops\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m      6\u001b[0m request_options \u001b[38;5;241m=\u001b[39m RequestOptions(\n\u001b[1;32m      7\u001b[0m     timeout_in_seconds\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m60\u001b[39m, max_retries\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m, additional_headers\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ming\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n\u001b[1;32m      8\u001b[0m )\n\u001b[0;32m---> 10\u001b[0m browse_response \u001b[38;5;241m=\u001b[39m multion\u001b[38;5;241m.\u001b[39mbrowse(\n\u001b[1;32m     11\u001b[0m     cmd\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwhat three things do i get with agentops\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     12\u001b[0m     url\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://www.agentops.ai/\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     13\u001b[0m     max_steps\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m,\n\u001b[1;32m     14\u001b[0m     include_screenshot\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m     15\u001b[0m     request_options\u001b[38;5;241m=\u001b[39mrequest_options,\n\u001b[1;32m     16\u001b[0m )\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28mprint\u001b[39m(browse_response\u001b[38;5;241m.\u001b[39mmessage)\n",
+      "File \u001b[0;32m~/Projects/multion-python/src/multion/client.py:83\u001b[0m, in \u001b[0;36mMultiOn.browse\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     80\u001b[0m     \u001b[38;5;129m@agentops\u001b[39m\u001b[38;5;241m.\u001b[39mrecord_function(event_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbrowse\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     81\u001b[0m     \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapped_browse\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     82\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_browse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m---> 83\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m wrapped_browse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m     84\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_browse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/agentops/decorators.py:31\u001b[0m, in \u001b[0;36mrecord_function.<locals>.decorator.<locals>.sync_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     29\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m     30\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msync_wrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m---> 31\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m Client()\u001b[38;5;241m.\u001b[39m_record_event_sync(func, event_name, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/agentops/meta_client.py:61\u001b[0m, in \u001b[0;36mhandle_exceptions.<locals>.wrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m config \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m     58\u001b[0m     \u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39msend_exception_to_server(\n\u001b[1;32m     59\u001b[0m         e, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconfig\u001b[38;5;241m.\u001b[39m_api_key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_session\n\u001b[1;32m     60\u001b[0m     )\n\u001b[0;32m---> 61\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/agentops/meta_client.py:53\u001b[0m, in \u001b[0;36mhandle_exceptions.<locals>.wrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     51\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     52\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 53\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m method(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m     54\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m     55\u001b[0m         logger\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/agentops/client.py:257\u001b[0m, in \u001b[0;36mClient._record_event_sync\u001b[0;34m(self, func, event_name, *args, **kwargs)\u001b[0m\n\u001b[1;32m    249\u001b[0m event \u001b[38;5;241m=\u001b[39m ActionEvent(\n\u001b[1;32m    250\u001b[0m     params\u001b[38;5;241m=\u001b[39marg_values,\n\u001b[1;32m    251\u001b[0m     init_timestamp\u001b[38;5;241m=\u001b[39minit_time,\n\u001b[1;32m    252\u001b[0m     agent_id\u001b[38;5;241m=\u001b[39mcheck_call_stack_for_agent_id(),\n\u001b[1;32m    253\u001b[0m     action_type\u001b[38;5;241m=\u001b[39mevent_name,\n\u001b[1;32m    254\u001b[0m )\n\u001b[1;32m    256\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 257\u001b[0m     returns \u001b[38;5;241m=\u001b[39m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    259\u001b[0m     \u001b[38;5;66;03m# If the function returns multiple values, record them all in the same event\u001b[39;00m\n\u001b[1;32m    260\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(returns, \u001b[38;5;28mtuple\u001b[39m):\n",
+      "File \u001b[0;32m~/Projects/multion-python/src/multion/client.py:82\u001b[0m, in \u001b[0;36mMultiOn.browse.<locals>.wrapped_browse\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     80\u001b[0m \u001b[38;5;129m@agentops\u001b[39m\u001b[38;5;241m.\u001b[39mrecord_function(event_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbrowse\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     81\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapped_browse\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m---> 82\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_browse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m~/Projects/multion-python/src/multion/client.py:70\u001b[0m, in \u001b[0;36mMultiOn._browse\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[38;5;129m@wraps_function\u001b[39m(BaseMultiOn\u001b[38;5;241m.\u001b[39mbrowse)  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m     69\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_browse\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m BrowseOutput:\n\u001b[0;32m---> 70\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mbrowse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m~/Projects/multion-python/src/multion/base_client.py:201\u001b[0m, in \u001b[0;36mBaseMultiOn.browse\u001b[0;34m(self, cmd, url, local, session_id, max_steps, include_screenshot, temperature, mode, use_proxy, request_options)\u001b[0m\n\u001b[1;32m    196\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m UnprocessableEntityError(\n\u001b[1;32m    197\u001b[0m         typing\u001b[38;5;241m.\u001b[39mcast(HttpValidationError, construct_type(type_\u001b[38;5;241m=\u001b[39mHttpValidationError, object_\u001b[38;5;241m=\u001b[39m_response\u001b[38;5;241m.\u001b[39mjson()))  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m    198\u001b[0m     )\n\u001b[1;32m    199\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m500\u001b[39m:\n\u001b[1;32m    200\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m InternalServerError(\n\u001b[0;32m--> 201\u001b[0m         typing\u001b[38;5;241m.\u001b[39mcast(InternalServerErrorResponse, construct_type(type_\u001b[38;5;241m=\u001b[39mInternalServerErrorResponse, object_\u001b[38;5;241m=\u001b[39m_response\u001b[38;5;241m.\u001b[39mjson()))  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m    202\u001b[0m     )\n\u001b[1;32m    203\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    204\u001b[0m     _response_json \u001b[38;5;241m=\u001b[39m _response\u001b[38;5;241m.\u001b[39mjson()\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/httpx/_models.py:764\u001b[0m, in \u001b[0;36mResponse.json\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m    763\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mjson\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: typing\u001b[38;5;241m.\u001b[39mAny) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m typing\u001b[38;5;241m.\u001b[39mAny:\n\u001b[0;32m--> 764\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m jsonlib\u001b[38;5;241m.\u001b[39mloads(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcontent, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/json/__init__.py:346\u001b[0m, in \u001b[0;36mloads\u001b[0;34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    341\u001b[0m     s \u001b[38;5;241m=\u001b[39m s\u001b[38;5;241m.\u001b[39mdecode(detect_encoding(s), \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msurrogatepass\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    343\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m    344\u001b[0m         parse_int \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m parse_float \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m    345\u001b[0m         parse_constant \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_pairs_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kw):\n\u001b[0;32m--> 346\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m _default_decoder\u001b[38;5;241m.\u001b[39mdecode(s)\n\u001b[1;32m    347\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    348\u001b[0m     \u001b[38;5;28mcls\u001b[39m \u001b[38;5;241m=\u001b[39m JSONDecoder\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/json/decoder.py:337\u001b[0m, in \u001b[0;36mJSONDecoder.decode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    332\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecode\u001b[39m(\u001b[38;5;28mself\u001b[39m, s, _w\u001b[38;5;241m=\u001b[39mWHITESPACE\u001b[38;5;241m.\u001b[39mmatch):\n\u001b[1;32m    333\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Return the Python representation of ``s`` (a ``str`` instance\u001b[39;00m\n\u001b[1;32m    334\u001b[0m \u001b[38;5;124;03m    containing a JSON document).\u001b[39;00m\n\u001b[1;32m    335\u001b[0m \n\u001b[1;32m    336\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 337\u001b[0m     obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw_decode(s, idx\u001b[38;5;241m=\u001b[39m_w(s, \u001b[38;5;241m0\u001b[39m)\u001b[38;5;241m.\u001b[39mend())\n\u001b[1;32m    338\u001b[0m     end \u001b[38;5;241m=\u001b[39m _w(s, end)\u001b[38;5;241m.\u001b[39mend()\n\u001b[1;32m    339\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m end \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(s):\n",
+      "File \u001b[0;32m~/anaconda3/lib/python3.11/json/decoder.py:355\u001b[0m, in \u001b[0;36mJSONDecoder.raw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    353\u001b[0m     obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mscan_once(s, idx)\n\u001b[1;32m    354\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m--> 355\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m JSONDecodeError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExpecting value\u001b[39m\u001b[38;5;124m\"\u001b[39m, s, err\u001b[38;5;241m.\u001b[39mvalue) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    356\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj, end\n",
+      "\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
+     ]
+    }
+   ],
    "source": [
     "multion = MultiOn(\n",
     "    api_key=os.environ.get(\"MULTION_API_KEY\"),\n",
diff --git a/examples/multion/Sample_browsing_agent.ipynb b/examples/multion/Sample_browsing_agent.ipynb
index 54a379f52..f9c6aa789 100644
--- a/examples/multion/Sample_browsing_agent.ipynb
+++ b/examples/multion/Sample_browsing_agent.ipynb
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -42,14 +42,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Set your API keys\n",
     "import os\n",
-    "os.environ[\"MULTION_API_KEY\"] = \"multion_key\"\n",
-    "os.environ[\"AGENTOPS_API_KEY\"] = \"agentops_key\""
+    "os.environ[\"MULTION_API_KEY\"] = \"\"\n",
+    "# os.environ[\"AGENTOPS_API_KEY\"] = \"a640373b-30ae-4655-a1f3-5caa882a8721\""
    ]
   },
   {
@@ -62,9 +62,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "🖇 AgentOps: No API key provided - no data will be recorded.\n"
+     ]
+    }
+   ],
    "source": [
     "agentops.init(auto_start_session=False, tags=['MultiOn browse example'])"
    ]
@@ -78,13 +86,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "UnauthorizedError",
+     "evalue": "status_code: 401, body: status_code=None error=None message=None detail='No API key or access token provided'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mUnauthorizedError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[5], line 10\u001b[0m\n\u001b[1;32m      5\u001b[0m cmd \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwhat three things do i get with agentops\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m      6\u001b[0m request_options \u001b[38;5;241m=\u001b[39m RequestOptions(\n\u001b[1;32m      7\u001b[0m     timeout_in_seconds\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m60\u001b[39m, max_retries\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m, additional_headers\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ming\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n\u001b[1;32m      8\u001b[0m )\n\u001b[0;32m---> 10\u001b[0m browse_response \u001b[38;5;241m=\u001b[39m multion\u001b[38;5;241m.\u001b[39mbrowse(\n\u001b[1;32m     11\u001b[0m     cmd\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwhat three things do i get with agentops\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     12\u001b[0m     url\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://www.agentops.ai/\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     13\u001b[0m     max_steps\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m,\n\u001b[1;32m     14\u001b[0m     include_screenshot\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m     15\u001b[0m     request_options\u001b[38;5;241m=\u001b[39mrequest_options,\n\u001b[1;32m     16\u001b[0m )\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28mprint\u001b[39m(browse_response\u001b[38;5;241m.\u001b[39mmessage)\n",
+      "File \u001b[0;32m~/Projects/multion-python/src/multion/client.py:84\u001b[0m, in \u001b[0;36mMultiOn.browse\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     82\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_browse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m     83\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m wrapped_browse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m---> 84\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_browse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m~/Projects/multion-python/src/multion/client.py:70\u001b[0m, in \u001b[0;36mMultiOn._browse\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[38;5;129m@wraps_function\u001b[39m(BaseMultiOn\u001b[38;5;241m.\u001b[39mbrowse)  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m     69\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_browse\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m BrowseOutput:\n\u001b[0;32m---> 70\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mbrowse(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m~/Projects/multion-python/src/multion/base_client.py:188\u001b[0m, in \u001b[0;36mBaseMultiOn.browse\u001b[0;34m(self, cmd, url, local, session_id, max_steps, include_screenshot, temperature, mode, use_proxy, request_options)\u001b[0m\n\u001b[1;32m    184\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m BadRequestError(\n\u001b[1;32m    185\u001b[0m         typing\u001b[38;5;241m.\u001b[39mcast(BadRequestResponse, construct_type(type_\u001b[38;5;241m=\u001b[39mBadRequestResponse, object_\u001b[38;5;241m=\u001b[39m_response\u001b[38;5;241m.\u001b[39mjson()))  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m    186\u001b[0m     )\n\u001b[1;32m    187\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m401\u001b[39m:\n\u001b[0;32m--> 188\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m UnauthorizedError(\n\u001b[1;32m    189\u001b[0m         typing\u001b[38;5;241m.\u001b[39mcast(UnauthorizedResponse, construct_type(type_\u001b[38;5;241m=\u001b[39mUnauthorizedResponse, object_\u001b[38;5;241m=\u001b[39m_response\u001b[38;5;241m.\u001b[39mjson()))  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m    190\u001b[0m     )\n\u001b[1;32m    191\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m402\u001b[39m:\n\u001b[1;32m    192\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PaymentRequiredError(\n\u001b[1;32m    193\u001b[0m         typing\u001b[38;5;241m.\u001b[39mcast(PaymentRequiredResponse, construct_type(type_\u001b[38;5;241m=\u001b[39mPaymentRequiredResponse, object_\u001b[38;5;241m=\u001b[39m_response\u001b[38;5;241m.\u001b[39mjson()))  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m    194\u001b[0m     )\n",
+      "\u001b[0;31mUnauthorizedError\u001b[0m: status_code: 401, body: status_code=None error=None message=None detail='No API key or access token provided'"
+     ]
+    }
+   ],
    "source": [
     "multion = MultiOn(\n",
     "    api_key=os.environ.get(\"MULTION_API_KEY\"),\n",
-    "    agentops_api_key=os.environ.get(\"AGENTOPS_API_KEY\"),\n",
+    "    # agentops_api_key=os.environ.get(\"AGENTOPS_API_KEY\"),\n",
     ")\n",
     "cmd = \"what three things do i get with agentops\"\n",
     "request_options = RequestOptions(\n",
@@ -139,6 +162,13 @@
     "## Check your session\n",
     "Check your session on [AgentOps](https://app.agentops.ai). This session should include the MultiOn browse action and the OpenAI call."
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/examples/multion/Untitled.ipynb b/examples/multion/Untitled.ipynb
new file mode 100644
index 000000000..920dc729f
--- /dev/null
+++ b/examples/multion/Untitled.ipynb
@@ -0,0 +1,201 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "56aa3a31-e9cd-4035-b10e-f8795d4a796c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Note: you may need to restart the kernel to use updated packages.\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "%pip uninstall multion -y -qqq\n",
+    "%pip install -e /Users/reibs/Projects/multion-python/ -qqq\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b7267393-f6cb-4bad-8b84-da41a67a99f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<multion.client.MultiOn object at 0x10a7b7e50>\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "🖇 AgentOps: \u001b[34m\u001b[34mSession Replay: https://app.agentops.ai/drilldown?session_id=2049d2b6-7d57-4254-8b87-3b05a8e6fc05\u001b[0m\u001b[0m\n",
+      "🖇 AgentOps: Cannot start session - session already started\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "browse: message='Hello, Howard! How can I assist you today?\\n' status='DONE' url='https://www.google.com/' screenshot='' session_id='29e7acd2-4105-4712-bd6d-413d02be9c55' metadata=Metadata(step_count=1, processing_time=4, temperature=0.2)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "🖇 AgentOps: Could not post data - internal server error\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "createSession response: status='CONTINUE' message='New Session Created' session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' url='https://www.google.com' screenshot=''\n",
+      "sessionId: 5f7d8853-181e-4e04-b0e0-9242a3e378a8\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': 'I am'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' entering'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' the'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' search'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' query'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' \"'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': 'cake'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' in'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' london'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': '\"'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' into'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' the'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' search'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' bar'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' and'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' submitting'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' it'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' to'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' find'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' relevant'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': ' results'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' type='event' delta={'content': '.\\n'}\n",
+      "stepSession response: data=None session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' screenshot=None type='final_event' status='CONTINUE' delta={'status': 'CONTINUE'} url='https://www.google.com/search?q=cake+in+london&sca_esv=2ef42cc145b3d098&source=hp&ei=HGNyZvfYKsmSwbkP-6SU2Ac&iflsig=AL9hbdgAAAAAZnJxLNoGPkYfLsNj_FokcHwnjuUpzjHy&ved=0ahUKEwj31tLG7uaGAxVJSTABHXsSBXsQ4dUDCBA&uact=5&oq=cake+in+london&gs_lp=Egdnd3Mtd2l6Ig5jYWtlIGluIGxvbmRvbjIFEAAYgAQyBRAAGIAEMgYQABgWGB4yBhAAGBYYHjIGEAAYFhgeMgYQABgWGB4yBhAAGBYYHjIGEAAYFhgeMgYQABgWGB4yBhAAGBYYHkhBUABYAHAAeACQAQCYASSgASSqAQExuAEDyAEA-AEBmAIBoAItmAMAkgcBMaAH2AU&sclient=gws-wiz'\n",
+      "stepSession response: status='DONE' message='Here are some cake shops in London based on the search results:\\n\\n1. **Crumbs & Doilies**\\n   - Rating: 4.6 out of 5\\n   - Price: £1–10\\n   - Location: 1 Kingly Ct\\n   - Services: In-store shopping, In-store pickup, Delivery\\n   - Hours: Closed ⋅ Opens 11 AM\\n\\n2. **Anges de Sucre**\\n   - Rating: 4.7 out of 5\\n   - Location: London, United Kingdom\\n   - Description: Lauded cake shop with intricate designs\\n   - Hours: Closed ⋅ Opens 9 AM\\n\\n3. **Cutter & Squidge**\\n   - Rating: 4.3 out of 5\\n   - Price: $$\\n   - Location: 20 Brewer St\\n   - Description: Light-filled bakery for cakes & pastries\\n   - Hours: Closed ⋅ Opens 11 AM\\n' session_id='5f7d8853-181e-4e04-b0e0-9242a3e378a8' url='https://www.google.com/search?q=cake+in+london&sca_esv=2ef42cc145b3d098&source=hp&ei=HGNyZvfYKsmSwbkP-6SU2Ac&iflsig=AL9hbdgAAAAAZnJxLNoGPkYfLsNj_FokcHwnjuUpzjHy&ved=0ahUKEwj31tLG7uaGAxVJSTABHXsSBXsQ4dUDCBA&uact=5&oq=cake+in+london&gs_lp=Egdnd3Mtd2l6Ig5jYWtlIGluIGxvbmRvbjIFEAAYgAQyBRAAGIAEMgYQABgWGB4yBhAAGBYYHjIGEAAYFhgeMgYQABgWGB4yBhAAGBYYHjIGEAAYFhgeMgYQABgWGB4yBhAAGBYYHkhBUABYAHAAeACQAQCYASSgASSqAQExuAEDyAEA-AEBmAIBoAItmAMAkgcBMaAH2AU&sclient=gws-wiz' screenshot='' metadata=SessionStepSuccessMetadata(temperature=0.2)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "🖇 AgentOps: Could not post data - internal server error\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error: status_code: 500, body: Internal Server Error\n"
+     ]
+    }
+   ],
+   "source": [
+    "from multion.client import MultiOn\n",
+    "import os\n",
+    "os.environ[\"MULTION_API_KEY\"] = \"ccafc73615ef4f93a8fdd815a12ae5c8\"\n",
+    "os.environ[\"AGENTOPS_API_KEY\"] = \"a640373b-30ae-4655-a1f3-5caa882a8721\"\n",
+    "\n",
+    "def run_tests():\n",
+    "    \n",
+    "    multion = MultiOn(api_key=\"ccafc73615ef4f93a8fdd815a12ae5c8\", \n",
+    "                      agentops_api_key=os.environ[\"AGENTOPS_API_KEY\"]\n",
+    "                     )\n",
+    "\n",
+    "    print(multion)\n",
+    "\n",
+    "    try:\n",
+    "        browse = multion.browse(cmd=\"hello\", url=\"https://www.google.com\")\n",
+    "        print(\"browse:\", browse)\n",
+    "        create_session_response = multion.sessions.create(url=\"https://www.google.com\")\n",
+    "        print(\"createSession response:\", create_session_response)\n",
+    "        session_id = create_session_response.session_id\n",
+    "        print(\"sessionId:\", session_id)\n",
+    "        step_session_stream = multion.sessions.step_stream(\n",
+    "            session_id=session_id,\n",
+    "            cmd=\"search for cake in london\",\n",
+    "            url=\"https://www.google.com\",\n",
+    "        )\n",
+    "        for step in step_session_stream:\n",
+    "            print(\"stepSession response:\", step)\n",
+    "        step_session_response = multion.sessions.step(\n",
+    "            session_id=session_id,\n",
+    "            cmd=\"search for cake in london\",\n",
+    "            url=\"https://www.google.com\"\n",
+    "        )\n",
+    "        print(\"stepSession response:\", step_session_response)\n",
+    "        sessions = multion.sessions.list()\n",
+    "        print(\"sessions:\", sessions)\n",
+    "        close_session_response = multion.sessions.close(session_id=session_id)\n",
+    "        print(\"closeSession response:\", close_session_response)\n",
+    "        get_screenshot = multion.sessions.screenshot(session_id=session_id)\n",
+    "        print(\"getScreenshot response:\", get_screenshot)\n",
+    "\n",
+    "    except Exception as e:\n",
+    "        print(\"Error:\", e)\n",
+    "\n",
+    "run_tests()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2b887ce1-94d2-42cf-8f0e-af9644e7b2d7",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "45a7e052-1f10-4653-92b1-db63a2686224",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10c56c32-0e9c-4a46-874a-4671bbaf048e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}