diff --git a/cookbook/research-agent/crewai_integration.ipynb b/cookbook/research-agent/crewai_integration.ipynb
new file mode 100644
index 0000000..01ee97d
--- /dev/null
+++ b/cookbook/research-agent/crewai_integration.ipynb
@@ -0,0 +1,249 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "<a target=\"_blank\" href=\"https://colab.research.google.com/drive/1oqGzVer_XTWOJq88tpcPyQ0B72l38YUL?usp=sharing\">\n",
+        "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
+        "</a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "XjbB5NvzdB0j"
+      },
+      "source": [
+        "# Scraping agent for ecommerce"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3DHEIAp316DR"
+      },
+      "source": [
+        "![Screenshot 2025-01-19 alle 14.54.04.png](data:image/png;base64,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)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "wPQ3ZmBjc-Mz"
+      },
+      "source": [
+        "## Installation of the required libraries"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "m9mtKbuacveq"
+      },
+      "outputs": [],
+      "source": [
+        "%%capture\n",
+        "!pip install crewai\n",
+        "!pip install crewai-tools"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ws1ueZZ9djul"
+      },
+      "source": [
+        "## Environment configuration"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "_XTTnMmZdnhz",
+        "outputId": "dcc56a3b-7bc3-4e0e-d057-310e1e98b9d8"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "SCRAPEGRAPH_API_KEY found in environment.\n"
+          ]
+        }
+      ],
+      "source": [
+        "import os\n",
+        "from getpass import getpass\n",
+        "\n",
+        "# Check if the API key is already set in the environment\n",
+        "sgai_api_key = os.getenv(\"SCRAPEGRAPH_API_KEY\")\n",
+        "\n",
+        "if sgai_api_key:\n",
+        "    print(\"SCRAPEGRAPH_API_KEY found in environment.\")\n",
+        "else:\n",
+        "    print(\"SCRAPEGRAPH_API_KEY not found in environment.\")\n",
+        "    # Prompt the user to input the API key securely (hidden input)\n",
+        "    sgai_api_key = getpass(\"Please enter your SGAI_API_KEY: \").strip()\n",
+        "    if sgai_api_key:\n",
+        "        # Set the API key in the environment\n",
+        "        os.environ[\"SCRAPEGRAPH_API_KEY\"] = sgai_api_key\n",
+        "        print(\"SCRAPEGRAPH_API_KEY has been set in the environment.\")\n",
+        "    else:\n",
+        "        print(\"No API key entered. Please set the API key to continue.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "pbWasAqodoZG",
+        "outputId": "06f75acf-c0be-4fdd-e7b7-9f19ce4a156a"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "OPENAI_API_KEY found in environment.\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Check if the API key is already set in the environment\n",
+        "sgai_api_key = os.getenv(\"OPENAI_API_KEY\")\n",
+        "\n",
+        "if sgai_api_key:\n",
+        "    print(\"OPENAI_API_KEY found in environment.\")\n",
+        "else:\n",
+        "    print(\"OPENAI_API_KEY not found in environment.\")\n",
+        "    # Prompt the user to input the API key securely (hidden input)\n",
+        "    sgai_api_key = getpass(\"Please enter your OPENAI_API_KEY: \").strip()\n",
+        "    if sgai_api_key:\n",
+        "        # Set the API key in the environment\n",
+        "        os.environ[\"OPENAI_API_KEY\"] = sgai_api_key\n",
+        "        print(\"OPENAI_API_KEY has been set in the environment.\")\n",
+        "    else:\n",
+        "        print(\"No API key entered. Please set the API key to continue.\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Dpb7akE3dUjX"
+      },
+      "source": [
+        "## Imports"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "2vOrmP3GdWJt"
+      },
+      "outputs": [],
+      "source": [
+        "from crewai import Agent, Crew, Process, Task\n",
+        "from crewai_tools import ScrapegraphScrapeTool"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "lyC3gQWxeGVh",
+        "outputId": "764eed43-2558-4e77-8fe5-e7280edda2d2"
+      },
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "WARNING:opentelemetry.trace:Overriding of current TracerProvider is not allowed\n"
+          ]
+        }
+      ],
+      "source": [
+        "website = \"https://www.ebay.com/sch/i.html?_nkw=keyboard&_sacat=0&_from=R40&_trksid=p4432023.m570.l1313\"\n",
+        "tool = ScrapegraphScrapeTool()\n",
+        "\n",
+        "agent = Agent(\n",
+        "    role=\"Web Researcher\",\n",
+        "    goal=\"Research and extract accurate information from websites\",\n",
+        "    backstory=\"You are an expert web researcher with experience in extracting and analyzing information from various websites.\",\n",
+        "    tools=[tool],\n",
+        ")\n",
+        "\n",
+        "task = Task(\n",
+        "    name=\"scraping task\",\n",
+        "    description=f\"Visit the website {website} and extract detailed information about all the keyboards available.\",\n",
+        "    expected_output=\"A file with the informations extracted from the website.\",\n",
+        "    agent=agent,\n",
+        ")\n",
+        "\n",
+        "crew = Crew(\n",
+        "    agents=[agent],\n",
+        "    tasks=[task],\n",
+        ")\n",
+        "\n",
+        "res = crew.kickoff()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 137
+        },
+        "id": "fiPH4Ta8JnCO",
+        "outputId": "4b9d7fb0-511e-4158-de52-e5b549ca8f5e"
+      },
+      "outputs": [
+        {
+          "data": {
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "string"
+            },
+            "text/plain": [
+              "'{\\n  \"keyboards\": [\\n    {\\n      \"title\": \"Teclado para juegos SteelSeries Apex Pro TKL Gen 3 con cable certificado restaurado\",\\n      \"price\": \"USD 164.99\",\\n      \"seller_information\": {\\n        \"seller_name\": \"gamesngadgetsplus\",\\n        \"ratings\": 3580,\\n        \"positive_feedback\": \"99.1%\"\\n      },\\n      \"item_specifics\": {\\n        \"condition\": \"Restored\",\\n        \"shipping_cost\": \"USD 63.74\",\\n        \"shipping_origin\": \"United States\"\\n      },\\n      \"link\": \"https://www.ebay.com/itm/146284292952?_skw=keyboard&epid=14072039453&itmmeta=01JHZ2XD60HFYG3H2SGW3ZPD20&hash=item220f392b58:g:5NoAAOSw7ytnZb8d&itmprp=enc%3AAQAJAAAA4HoV3kP08IDx%2BKZ9MfhVJKnJnAISV9LpbsB4qVE8BPDpZj1d0167Ko%2FPBy31lCqIBYnInLHGEdjeLgwAL02glnIeEEqKoS8V3y38FHo2UIjJyTsghnHunyefi%2FEBvMC2cLNkeLXhfAORbJw3MAn4akA698gi%2FDHZRVsyYFpHdTlbNnmDWCY0Q9P9Fwen%2BFtKEK%2BFBGll8l%2F%2BfDJ1U5bOAA8iV65K2VaglTrW4CbrLvIABLQFhJAgq4wik7AiQpnRDahukAMx%2BX3VRfl8iGPeGPZ0WXJ93qe41x8cGWgH0ljL%7Ctkp%3ABFBMytP14o9l\"\\n    },\\n    {\\n      \"title\": \"Teclado electrónico portátil de 61 teclas para todos los niveles (sin soporte)\",\\n      \"price\": \"Not specified\",\\n      \"seller_information\": {\\n        \"seller_name\": \"Not specified\",\\n        \"ratings\": \"Not specified\",\\n        \"positive_feedback\": \"Not specified\"\\n      },\\n      \"item_specifics\": {\\n        \"condition\": \"Not specified\",\\n        \"shipping_cost\": \"Not specified\",\\n        \"shipping_origin\": \"Not specified\"\\n      },\\n      \"link\": \"https://www.ebay.com/itm/116374921423?_skw=keyboard&itmmeta=01JHZ2XD60HFBCXZGCTNGMSD5V&hash=item1b187c60cf:g:PosAAOSwO~pnIUCg&itmprp=enc%3AAQAJAAAA4HoV3kP08IDx%2BKZ9MfhVJKmMPWqDzISoc%2Fy0NEb29gCBnD2SpusvA4MSMxa35GGERgjG9%2F6sPB22PedK5%2F1LDxZYJxeqhSv646gq6mzx0ZBojH%2BEibOOCTplRqmprWLDLC6HUF16BntMg6fgfm0Q6F4OvFJ1CqEgvY6uz2HQ759uu%2F2yNkR1WiVurWxkd1HRZZ1kvI6r3XrsTvwVQnSa%2F6SWbqbe0IYP8%2FN8ohPwBzLez7IxzcWbVbFWk31XtVDH0%2Bio5dT6ZWgofYotfUUQUuYjCwnuLCXR0BDwXX1BX4\"\\n    },\\n    {\\n      \"title\": \"Teclado electrónico portátil de 61 teclas\",\\n      \"price\": \"USD 49.99 (or Best Offer)\",\\n      \"seller_information\": {\\n        \"seller_name\": \"elanza771\",\\n        \"ratings\": 4076,\\n        \"positive_rating_percentage\": 95.4\\n      },\\n      \"item_specifics\": \"Totally new\"\\n    },\\n    // More items similar to above...\\n  ]\\n}'"
+            ]
+          },
+          "execution_count": 23,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "res.raw"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}