{
  "workflow": {
    "id": 3379,
    "name": "Automate product training & customer support via WhatsApp, GPT-4 & Google Sheets",
    "views": 37653,
    "recentViews": 5,
    "totalViews": 37653,
    "createdAt": "2025-03-30T16:46:52.017Z",
    "description": "![Workflow Screenshot](https://www.dr-firas.com/workflow_Automate_Product.png)\n\n# WhatsApp AI Agent: Auto-Train Product Data & Handle Customer Support\n\n## Who Is This For\n\nThis workflow is ideal for **eCommerce founders**, **product managers**, **customer support teams**, and **automation builders** who rely on WhatsApp to manage product information and interact with clients.\n\nIt’s perfect for businesses that want to **automate product data entry and support responses** directly from WhatsApp messages using GPT-4 and Google Sheets.\n\n## What Problem Does This Workflow Solve\n\n- **Manual Product Data Entry**: Collecting and organizing product data from links is tedious and error-prone.  \n- **Slow Customer Response Times**: Responding to client questions manually leads to delays and inconsistent support.  \n- **No Logging System for Issues**: Without automation, support issues often go undocumented, making it harder to learn and improve.\n\n## What This Workflow Does\n\n### Step 1 – Incoming Message Detection\n- Listens for incoming messages via WhatsApp.\n- If the message starts with `train:`, it routes to the product training process.\n- Otherwise, it routes to the customer support assistant.\n\n### Step 2 – Product Data Training\n- **Extracts URL** from the message using a regex script.\n- **Fetches HTML content** from the URL.\n- **Cleans HTML data** to extract readable product description.\n- **Saves raw data** (URL + description) into Google Sheets.\n- **Uses GPT-4** to enhance product data:  \n  → Name, price (one-time or subscription), topic, and FAQs.  \n- **Updates the product row** in Google Sheets with structured information.\n\n### Step 3 – Customer Support Flow\n- Analyzes user messages with GPT-4 to understand the request or issue.\n- Looks up relevant product info in Google Sheets.\n- Detects potential problems (e.g. payment, login, delivery).\n- Suggests an appropriate solution.\n- Logs the problem, solution, and category to the `Customer Issues` sheet.\n- Sends a response back to the client via WhatsApp.\n\n### Step 4 – Client Response\n- Sends the AI-generated response to the client via WhatsApp.\n- Keeps the communication fast, clear, and professional.\n\n## Setup Guide\n\n### Prerequisites\n\n- **WhatsApp Business API access**\n- **OpenAI API Key**\n- **Google Account** with Google Sheets access\n- A hosted instance of **n8n (Cloud or self-hosted)**\n\n### Setup Steps\n\n1. **Import the Workflow** into your n8n instance.\n2. **Connect your credentials** for WhatsApp, OpenAI, and Google Sheets.\n3. **Customize Google Sheet IDs and names** as needed.\n4. **Test** by sending a `train:` message or a regular customer message to WhatsApp.\n5. **Activate the workflow** to make it live.\n\n## How to Customize This Workflow\n\n- **Edit AI prompts** to reflect your product type, language style, or tone.\n- **Change the trigger keyword** (e.g. from `train:` to `add:` or anything else).\n- **Add integrations** like Notion, Airtable, or CRM tools.\n- **Expand the Sheets structure** with more product fields (e.g. stock status, image link).\n- **Add notifications** to Slack or email after product updates or issue logging.\n\n📄 **Documentation**: [Notion Guide](https://automatisation.notion.site/WHATSAPP-WORKFLOW-FULL-1-1c63d6550fd9804d8303c08cd1083587?pvs=4)\n\n---\n\n### Need help customizing?\nContact me for consulting and support : [Linkedin](https://www.linkedin.com/in/doctor-firass/) / [Youtube](https:/https://www.youtube.com/@DRFIRASS)\n",
    "workflow": {
      "id": "GvlLeSOUPfar0DQS",
      "meta": {
        "instanceId": "a2b23892dd6989fda7c1209b381f5850373a7d2b85609624d7c2b7a092671d44",
        "templateCredsSetupCompleted": true
      },
      "name": "Automate Product Data Collection & Customer Support via WhatsApp + GPT-4 + Google Sheets",
      "tags": [],
      "nodes": [
        {
          "id": "370611ee-2725-4ee4-a73a-68d4eaabfe3a",
          "name": "WhatsApp Business Cloud",
          "type": "n8n-nodes-base.whatsApp",
          "position": [
            1020,
            220
          ],
          "webhookId": "ef261fd4-e3b8-42e9-a0e2-2c3c44b6b15e",
          "parameters": {
            "textBody": "={{ $json.output }}",
            "operation": "send",
            "phoneNumberId": "574583382412256",
            "additionalFields": {},
            "recipientPhoneNumber": "+1234567890"
          },
          "credentials": {
            "whatsAppApi": {
              "id": "credential-id",
              "name": "whatsAppApi Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "30520fe8-a423-4942-85b2-9e8776b45939",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -740,
            -20
          ],
          "parameters": {
            "width": 400,
            "height": 440,
            "content": "## 🟡 STEP 1 – Incoming WhatsApp Message\nListens for new WhatsApp messages.\nIf the message starts with train:, it triggers the product training flow.\nOtherwise, it goes to the customer support flow.\n**WhatsApp Business Cloud node** : [Here](https://www.notion.so/automatisation/WHATSAPP-WORKFLOW-1c63d6550fd980559679e7535938a68d?pvs=4#1c63d6550fd980f9a2a5e25a3654da82)"
          },
          "typeVersion": 1
        },
        {
          "id": "d3259e0e-5368-407d-8ac6-993784c939c9",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -300,
            280
          ],
          "parameters": {
            "color": 6,
            "width": 1180,
            "height": 420,
            "content": "## 🔵 STEP 3 – Customer Support Flow\nTriggered when the message **does NOT start with `train:`**.\n\n1. **AI Analyzes the Message**  \n   Understands the customer's question or problem.\n\n2. **Fetch Product Data if Needed**  \n   Reads relevant product info from Google Sheets.\n\n3. **Detect Issues Automatically**  \n   Identifies if the user is facing a specific issue.\n\n4. **Suggest Solutions**  \n   Proposes a helpful, clear response to solve the issue.\n\n5. **Log Customer Problems**  \n   Saves the problem, suggested solution, and category.\n\n6. **Respond to the User**  \n   Sends a professional and helpful WhatsApp reply."
          },
          "typeVersion": 1
        },
        {
          "id": "455ce4ab-6d14-4d4e-8ff8-04612cf532b9",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -300,
            -400
          ],
          "parameters": {
            "color": 3,
            "width": 1180,
            "height": 660,
            "content": "## 🔴 STEP 2 – Product Data Training (Triggered by train:)\nTriggered when the message starts with `train:`.\n**OpenAI API keys** : [Here](https://platform.openai.com/api-keys)\n\n\n\n\n\n\n\n\n\n\n\n\n1. **Extract URL from Message**  \n   Uses regex to detect and extract the product link.\n\n2. **Fetch HTML Content**  \n   Sends an HTTP request to retrieve the full page content.\n\n3. **Clean HTML Data**  \n   Strips HTML tags, scripts, and formats the text.\n\n4. **Save Raw Product Info**  \n   Appends the cleaned content and URL into Google Sheets.\n\n5. **AI: Enhance Product Details**  \n   - Extracts Product Name  \n   - Detects Price (subscription or one-time)  \n   - Identifies Product Topic  \n   - Generates FAQs\n\n6. **Update Product Sheet**  \n   Enriches the row in Sheets with structured product data.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "15251a04-a139-4a71-9e96-d5ecd9c2e66c",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            920,
            -20
          ],
          "parameters": {
            "color": 4,
            "width": 320,
            "height": 440,
            "content": "## 🟢 STEP 4 – Client Response\nFinal step of the flow.\n\n- Sends the AI-generated response back to the customer via WhatsApp.\n- Ensures the message is clear, helpful, and personalized."
          },
          "typeVersion": 1
        },
        {
          "id": "f028f5a3-fed3-4f90-89cc-2af211da7362",
          "name": "Incoming Message Trigger",
          "type": "n8n-nodes-base.whatsAppTrigger",
          "position": [
            -700,
            220
          ],
          "webhookId": "48ce9bac-c7ea-4cb7-a40a-b010ea5ac743",
          "parameters": {
            "options": {},
            "updates": [
              "messages"
            ]
          },
          "credentials": {
            "whatsAppTriggerApi": {
              "id": "credential-id",
              "name": "whatsAppTriggerApi Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "54edaa0c-005e-4810-a2fa-76fbcc009b2b",
          "name": "Check If Training",
          "type": "n8n-nodes-base.switch",
          "position": [
            -520,
            220
          ],
          "parameters": {
            "rules": {
              "values": [
                {
                  "outputKey": "train",
                  "conditions": {
                    "options": {
                      "version": 2,
                      "leftValue": "",
                      "caseSensitive": true,
                      "typeValidation": "strict"
                    },
                    "combinator": "and",
                    "conditions": [
                      {
                        "id": "9865cb5b-33da-490c-afc3-186457d5b564",
                        "operator": {
                          "type": "string",
                          "operation": "startsWith"
                        },
                        "leftValue": "={{ $json.messages[0].text.body }}",
                        "rightValue": "train:"
                      }
                    ]
                  },
                  "renameOutput": true
                },
                {
                  "outputKey": "text",
                  "conditions": {
                    "options": {
                      "version": 2,
                      "leftValue": "",
                      "caseSensitive": true,
                      "typeValidation": "strict"
                    },
                    "combinator": "and",
                    "conditions": [
                      {
                        "id": "5a9a1fee-b408-469f-a08c-e8d690fc9792",
                        "operator": {
                          "type": "string",
                          "operation": "notStartsWith"
                        },
                        "leftValue": "={{ $json.messages[0].text.body }}",
                        "rightValue": "train:"
                      }
                    ]
                  },
                  "renameOutput": true
                }
              ]
            },
            "options": {}
          },
          "typeVersion": 3.2
        },
        {
          "id": "b4187b28-efd9-46cb-8d1c-23d89d3f6125",
          "name": "Extract URL from Text",
          "type": "n8n-nodes-base.code",
          "position": [
            -260,
            -320
          ],
          "parameters": {
            "jsCode": "// Récupérer le texte à analyser depuis l'input\nconst texteExemple = $input.first().json.messages[0].text.body;\n\n// Expression régulière modifiée pour capturer les URL avec ou sans protocole\nconst regex = /((?:https?:\\/\\/)?(?:www\\.)?[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,6}(?:\\/\\S*)?)/g;\n\n// Extraction des URL à partir du texte\nconst matches = texteExemple.match(regex) || [];\n\n// Si des URL ont été trouvées, on les mappe en objets\nif (matches.length > 0) {\n    const output = matches.map(url => ({ url }));\n    return output;\n} else {\n    // Si aucune URL n'est trouvée, on retourne les items d'entrée pour que le workflow continue\n    return $input.all();\n}\n"
          },
          "typeVersion": 2
        },
        {
          "id": "dbbcc8cf-2544-4de1-bcfd-6292d96a1017",
          "name": "Fetch HTML Page",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            -100,
            -320
          ],
          "parameters": {
            "url": "={{ $json.url }}",
            "options": {
              "response": {
                "response": {
                  "responseFormat": "text"
                }
              }
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "91e711d0-26c0-41dd-a9c5-28100f0f44f6",
          "name": "Clean HTML Content",
          "type": "n8n-nodes-base.code",
          "position": [
            60,
            -320
          ],
          "parameters": {
            "jsCode": "// Exemple : récupération du contenu HTML depuis le premier item\n// Si vous avez un champ nommé \"html\" dans un noeud précédent.\nconst htmlContent = $input.first().json.html;\n\n// Fonction de nettoyage du HTML\nfunction nettoyerHTML(input) {\n  if (typeof input !== 'string') {\n    throw new Error(\"Expected HTML content as a string.\");\n  }\n  let cleanedText = input;\n\n  // 1. Retirer les liens <a> et leur contenu\n  cleanedText = cleanedText.replace(/<a[^>]*>.*?<\\/a>/gs, '');\n\n  // 2. Retirer <script>, <style>, commentaires, etc.\n  cleanedText = cleanedText.replace(/<script[^>]*>.*?<\\/script>/gs, '');\n  cleanedText = cleanedText.replace(/<style[^>]*>.*?<\\/style>/gs, '');\n  cleanedText = cleanedText.replace(/<!--[\\s\\S]*?-->/g, '');\n\n  // 3. Insérer des retours à la ligne pour certaines balises\n  cleanedText = cleanedText.replace(/<h[1-6][^>]*>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<\\/h[1-6]>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<p[^>]*>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<\\/p>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<ul[^>]*>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<\\/ul>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<ol[^>]*>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<\\/ol>/gi, '\\n');\n  cleanedText = cleanedText.replace(/<li[^>]*>/gi, '- ');\n  cleanedText = cleanedText.replace(/<\\/li>/gi, '\\n');\n\n  // 4. Supprimer toutes les balises HTML restantes\n  cleanedText = cleanedText.replace(/<[^>]+>/g, '');\n\n  // 5. Supprimer (ou ajuster) les caractères spéciaux\n  cleanedText = cleanedText.replace(/[^\\w\\sÀ-ÖØ-öø-ÿ]+/g, '');\n\n  // 6. Normaliser les espaces multiples et trim\n  cleanedText = cleanedText.replace(/\\s+/g, ' ').trim();\n\n  return cleanedText;\n}\n\n// Nettoyage\nconst result = nettoyerHTML($input.first().json.data);\n\n// Retour d'un tableau contenant l'objet final\nreturn [\n  {\n    json: {\n      cleanedText: result\n    }\n  }\n];\n"
          },
          "typeVersion": 2
        },
        {
          "id": "7e457450-42ef-417e-b5f9-3248c9c7c2ae",
          "name": "Save Raw Product Info",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            240,
            -320
          ],
          "parameters": {
            "columns": {
              "value": {
                "Product Link": "={{ $('Extract URL from Text').item.json.url }}",
                "Product Description": "={{ $json.cleanedText }}"
              },
              "schema": [
                {
                  "id": "Product Link",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Link",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Name",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Name",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Price",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Price",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Description",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Description",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Topic",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Topic",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                }
              ],
              "mappingMode": "defineBelow",
              "matchingColumns": [],
              "attemptToConvertTypes": false,
              "convertFieldsToString": false
            },
            "options": {},
            "operation": "append",
            "sheetName": {
              "__rl": true,
              "mode": "list",
              "value": 689245338,
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1wa41S888Ya3sqEkBdzYiDq-5FOu_V30BOe-toX_78xQ/edit#gid=689245338",
              "cachedResultName": "Products"
            },
            "documentId": {
              "__rl": true,
              "mode": "list",
              "value": "1wa41S888Ya3sqEkBdzYiDq-5FOu_V30BOe-toX_78xQ",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1wa41S888Ya3sqEkBdzYiDq-5FOu_V30BOe-toX_78xQ/edit?usp=drivesdk",
              "cachedResultName": "Product Sales - AI Agent WhatsApp"
            }
          },
          "credentials": {
            "googleSheetsOAuth2Api": {
              "id": "credential-id",
              "name": "googleSheetsOAuth2Api Credential"
            }
          },
          "typeVersion": 4.5
        },
        {
          "id": "d3dfa439-4056-4ce9-b874-100500967de6",
          "name": "OpenAI Model",
          "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
          "position": [
            320,
            -40
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "gpt-4o-mini"
            },
            "options": {}
          },
          "credentials": {
            "openAiApi": {
              "id": "credential-id",
              "name": "openAiApi Credential"
            }
          },
          "typeVersion": 1.2
        },
        {
          "id": "10217317-f6dd-4890-b05d-197d3d2adb79",
          "name": "Short-Term Memory",
          "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
          "position": [
            500,
            -40
          ],
          "parameters": {
            "sessionKey": "={{ $('Incoming Message Trigger').item.json.messages[0].id }}",
            "sessionIdType": "customKey",
            "contextWindowLength": 50
          },
          "typeVersion": 1.3
        },
        {
          "id": "58ce0f46-fabc-4b6e-97d7-857dc6f1e568",
          "name": "Update Product Sheet",
          "type": "n8n-nodes-base.googleSheetsTool",
          "position": [
            680,
            -40
          ],
          "parameters": {
            "columns": {
              "value": {
                "F&Q": "={{ $fromAI(\"product_faq\", \"these are the most common questions users might have about the product, including answers if available\") }}\n",
                "Product Link": "={{ $fromAI(\"product_url\",\"this is the website link of the product\") }}",
                "Product Name": "={{ $fromAI(\"product_name\",\"this is the name of the product\") }}",
                "Product Price": "={{ $fromAI(\"product_price\",\"this is the price of the product\") }}",
                "Product Topic": "={{ $fromAI(\"product_topic\",\"this is the topic of the product that specifies what it is for, who it is for and what the key benefits are\") }}"
              },
              "schema": [
                {
                  "id": "Product Link",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Product Link",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Name",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Name",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Price",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Price",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Description",
                  "type": "string",
                  "display": true,
                  "removed": true,
                  "required": false,
                  "displayName": "Product Description",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Product Topic",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Product Topic",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "F&Q",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "F&Q",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                }
              ],
              "mappingMode": "defineBelow",
              "matchingColumns": [
                "Product Link"
              ],
              "attemptToConvertTypes": false,
              "convertFieldsToString": false
            },
            "options": {},
            "operation": "appendOrUpdate",
            "sheetName": {
              "__rl": true,
              "mode": "list",
              "value": 689245338,
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1wa41S888Ya3sqEkBdzYiDq-5FOu_V30BOe-toX_78xQ/edit#gid=689245338",
              "cachedResultName": "Products"
            },
            "documentId": {
              "__rl": true,
              "mode": "list",
              "value": "1wa41S888Ya3sqEkBdzYiDq-5FOu_V30BOe-toX_78xQ",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1wa41S888Ya3sqEkBdzYiDq-5FOu_V30BOe-toX_78xQ/edit?usp=drivesdk",
              "cachedResultName": "Product Sales - AI Agent WhatsApp"
            }
          },
          "credentials": {
            "googleSheetsOAuth2Api": {
              "id": "credential-id",
              "name": "googleSheetsOAuth2Api Credential"
            }
          },
          "typeVersion": 4.5
        },
        {
          "id": "020714ae-5668-4fa5-8ba8-f1e476a8060e",
          "name": "AI Agent -  Customer Support Agent",
          "type": "@n8n/n8n-nodes-langchain.agent",
          "position": [
            380,
            300
          ],
          "parameters": {
            "text": "={{ $json.messages[0].text.body }}",
            "options": {
              "systemMessage": "You are a helpful and intelligent customer support assistant.\n\nYou have access to a Google Sheets tool that allows you to read any content from a specific sheet to gather necessary information.\nNever mention to the user that you accessed Google Sheets to retrieve any data.\n\nYour main responsibilities:\n\nUnderstand the user’s request or issue.\n\nIf the user is asking about a product, retrieve the relevant product name, price, and details as needed.\n\nDetermine whether the product price is a subscription or a one-time payment, based on the description.\n\nIf you detect that the user is facing a problem:\n\nIdentify and describe the problem clearly.\n\nPropose a practical and helpful solution.\n\nLog this interaction by adding a new row to the Google Sheet with the following columns:\n\nProblem\n\nSuggested Solution\n\nCategory (e.g., payment, login, access, delivery, technical issue, etc.)\n\nBe professional, concise, and empathetic in your responses.\nAlways aim to resolve the issue or provide the next best action."
            },
            "promptType": "define"
          },
          "typeVersion": 1.7
        },
        {
          "id": "53e49985-e1b9-48fd-9ea8-3352a63484e0",
          "name": "AI Agent - Enhance Product Details",
          "type": "@n8n/n8n-nodes-langchain.agent",
          "position": [
            420,
            -320
          ],
          "parameters": {
            "text": "=My product description :  {{ $json['Product Description'] }}\n\nMy product link : {{ $json['Product Link'] }}",
            "options": {
              "systemMessage": "You are a helpful and intelligent assistant.\n\nYou receive the text content of a product page.\n\nYour tasks are:\n\nExtract the product name.\n\nExtract the product price, and determine whether it is a subscription or a one-time payment.\n\nIdentify the product topic.\n\nExtract the most frequently asked questions (FAQs) related to the product.\n\nYou have access to a Google Sheets tool that allows you to update specific columns and cells.\n\nAlways add the following data to the same row as the product URL in the Google Sheet:\n\nProduct Name\n\nProduct Price (with subscription/one-time label)\n\nProduct Topic\n\nFAQs\n\nBe accurate, structured, and consistent when filling in the sheet.\nDo not mention Google Sheets in your responses."
            },
            "promptType": "define"
          },
          "typeVersion": 1.8
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        {
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                  "label": "How a Membership Development Manager automates his work and investments"
                },
                {
                  "url": "https://n8n.io/blog/a-low-code-bitcoin-ticker-built-with-questdb-and-n8n-io/",
                  "icon": "📈",
                  "label": "A low-code bitcoin ticker built with QuestDB and n8n.io"
                },
                {
                  "url": "https://n8n.io/blog/how-to-set-up-a-ci-cd-pipeline-with-no-code/",
                  "icon": "🎡",
                  "label": "How to set up a no-code CI/CD pipeline with GitHub and TravisCI"
                },
                {
                  "url": "https://n8n.io/blog/automations-for-activists/",
                  "icon": "✨",
                  "label": "How Common Knowledge use workflow automation for activism"
                },
                {
                  "url": "https://n8n.io/blog/creating-scheduled-text-affirmations-with-n8n/",
                  "icon": "🤟",
                  "label": "Creating scheduled text affirmations with n8n"
                },
                {
                  "url": "https://n8n.io/blog/how-goomer-automated-their-operations-with-over-200-n8n-workflows/",
                  "icon": "🛵",
                  "label": "How Goomer automated their operations with over 200 n8n workflows"
                },
                {
                  "url": "https://n8n.io/blog/aws-workflow-automation/",
                  "label": "7 no-code workflow automations for Amazon Web Services"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.httprequest/"
                }
              ]
            },
            "categories": [
              "Development",
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers"
              ]
            }
          }
        },
        "group": "[\"output\"]",
        "defaults": {
          "name": "HTTP Request",
          "color": "#0004F5"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
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        "displayName": "HTTP Request",
        "typeVersion": 4,
        "nodeCategories": [
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            "id": 5,
            "name": "Development"
          },
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 112,
        "icon": "fa:map-signs",
        "name": "n8n-nodes-base.switch",
        "codex": {
          "data": {
            "alias": [
              "Router",
              "If",
              "Path",
              "Filter",
              "Condition",
              "Logic",
              "Branch",
              "Case"
            ],
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/2021-the-year-to-automate-the-new-you-with-n8n/",
                  "icon": "☀️",
                  "label": "2021: The Year to Automate the New You with n8n"
                },
                {
                  "url": "https://n8n.io/blog/how-to-get-started-with-crm-automation-and-no-code-workflow-ideas/",
                  "icon": "👥",
                  "label": "How to get started with CRM automation (with 3 no-code workflow ideas"
                },
                {
                  "url": "https://n8n.io/blog/build-your-own-virtual-assistant-with-n8n-a-step-by-step-guide/",
                  "icon": "👦",
                  "label": "Build your own virtual assistant with n8n: A step by step guide"
                },
                {
                  "url": "https://n8n.io/blog/automation-for-maintainers-of-open-source-projects/",
                  "icon": "🏷️",
                  "label": "How to automatically manage contributions to open-source projects"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.switch/"
                }
              ]
            },
            "categories": [
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            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Flow"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Switch",
          "color": "#506000"
        },
        "iconData": {
          "icon": "map-signs",
          "type": "icon"
        },
        "displayName": "Switch",
        "typeVersion": 3,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 565,
        "icon": "fa:sticky-note",
        "name": "n8n-nodes-base.stickyNote",
        "codex": {
          "data": {
            "alias": [
              "Comments",
              "Notes",
              "Sticky"
            ],
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers"
              ]
            }
          }
        },
        "group": "[\"input\"]",
        "defaults": {
          "name": "Sticky Note",
          "color": "#FFD233"
        },
        "iconData": {
          "icon": "sticky-note",
          "type": "icon"
        },
        "displayName": "Sticky Note",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 827,
        "icon": "file:whatsapp.svg",
        "name": "n8n-nodes-base.whatsApp",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.whatsapp/"
                }
              ],
              "credentialDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/credentials/whatsapp/"
                }
              ]
            },
            "categories": [
              "Communication",
              "HITL"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "HITL": [
                "Human in the Loop"
              ]
            }
          }
        },
        "group": "[\"output\"]",
        "defaults": {
          "name": "WhatsApp Business Cloud"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "WhatsApp Business Cloud",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 6,
            "name": "Communication"
          },
          {
            "id": 28,
            "name": "HITL"
          }
        ]
      },
      {
        "id": 834,
        "icon": "file:code.svg",
        "name": "n8n-nodes-base.code",
        "codex": {
          "data": {
            "alias": [
              "cpde",
              "Javascript",
              "JS",
              "Python",
              "Script",
              "Custom Code",
              "Function"
            ],
            "details": "The Code node allows you to execute JavaScript in your workflow.",
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code/"
                }
              ]
            },
            "categories": [
              "Development",
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers",
                "Data Transformation"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Code"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "Code",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 5,
            "name": "Development"
          },
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 1119,
        "icon": "fa:robot",
        "name": "@n8n/n8n-nodes-langchain.agent",
        "codex": {
          "data": {
            "alias": [
              "LangChain",
              "Chat",
              "Conversational",
              "Plan and Execute",
              "ReAct",
              "Tools"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Agents",
                "Root Nodes"
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            }
          }
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        "group": "[\"transform\"]",
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              "Langchain"
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                "Root Nodes"
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              "Language Models": [
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            "name": "AI"
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            "id": 26,
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        "icon": "fa:database",
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            "subcategories": {
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            "name": "Communication"
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    "categories": [
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        "id": 40,
        "name": "Support Chatbot"
      },
      {
        "id": 47,
        "name": "AI Chatbot"
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    ],
    "image": []
  }
}