{
  "workflow": {
    "id": 5966,
    "name": "Analyze & target high-value customers with GPT-4 and Bright Data MCP",
    "views": 428,
    "recentViews": 0,
    "totalViews": 428,
    "createdAt": "2025-07-13T19:02:15.762Z",
    "description": "*This workflow contains community nodes that are only compatible with the self-hosted version of n8n.*\n\nThis workflow automatically analyzes customer lifetime value (CLV) metrics to optimize customer acquisition and retention strategies. It saves you time by eliminating the need to manually calculate CLV and provides data-driven insights for maximizing customer profitability and improving business growth.\n\n## Overview\n\nThis workflow automatically scrapes customer data, purchase history, and engagement metrics to calculate and analyze customer lifetime value patterns. It uses Bright Data to access customer analytics platforms and AI to intelligently segment customers, predict CLV, and identify high-value customer characteristics.\n\n## Tools Used\n\n- **n8n**: The automation platform that orchestrates the workflow\n- **Bright Data**: For scraping customer analytics and CRM platforms without being blocked\n- **OpenAI**: AI agent for intelligent CLV analysis and customer segmentation\n- **Google Sheets**: For storing CLV calculations and customer analysis data\n\n## How to Install\n\n1. **Import the Workflow**: Download the .json file and import it into your n8n instance\n2. **Configure Bright Data**: Add your Bright Data credentials to the MCP Client node\n3. **Set Up OpenAI**: Configure your OpenAI API credentials\n4. **Configure Google Sheets**: Connect your Google Sheets account and set up your CLV analysis spreadsheet\n5. **Customize**: Define customer data sources and CLV calculation parameters\n\n## Use Cases\n\n- **Customer Success**: Focus retention efforts on high-value customers\n- **Marketing Strategy**: Optimize customer acquisition costs based on projected CLV\n- **Sales Teams**: Prioritize prospects with higher lifetime value potential\n- **Business Strategy**: Make data-driven decisions about customer investments\n\n## Connect with Me\n\n- **Website**: https://www.nofluff.online\n- **YouTube**: https://www.youtube.com/@YaronBeen/videos\n- **LinkedIn**: https://www.linkedin.com/in/yaronbeen/\n- **Get Bright Data**: https://get.brightdata.com/1tndi4600b25 (Using this link supports my free workflows with a small commission)\n\n#n8n #automation #customerlifetimevalue #clv #customeranalytics #brightdata #webscraping #customerdata #n8nworkflow #workflow #nocode #customersegmentation #valueanalysis #customerinsights #revenueoptimization #customervalue #clvanalysis #customermetrics #customerprofitability #businessintelligence #customerretention #valueprediction #customeroptimization #revenueanalysis #customerstrategy #lifetimevalue #customerroi #valuedriven #customerworth #profitability",
    "workflow": {
      "id": "wIBHF1QNYzvZZHta",
      "meta": {
        "instanceId": "60046904b104f0f72b2629a9d88fe9f676be4035769f1f08dad1dd38a76b9480",
        "templateCredsSetupCompleted": true
      },
      "name": "23 Analyze Customer Lifetime Value",
      "tags": [],
      "nodes": [
        {
          "id": "a73dd3f9-4d76-46ba-b4bc-9c7035109825",
          "name": "Run Offer Campaign Monthly",
          "type": "n8n-nodes-base.scheduleTrigger",
          "position": [
            0,
            0
          ],
          "parameters": {
            "rule": {
              "interval": [
                {
                  "field": "months",
                  "triggerAtHour": 9
                }
              ]
            }
          },
          "typeVersion": 1.2
        },
        {
          "id": "8b11a03a-71da-4d82-8891-084adcddfd77",
          "name": "Set customer history url",
          "type": "n8n-nodes-base.set",
          "position": [
            200,
            0
          ],
          "parameters": {
            "options": {},
            "assignments": {
              "assignments": [
                {
                  "id": "b366b00a-ad35-46ab-9722-6478ded6ec91",
                  "name": "customer data url",
                  "type": "string",
                  "value": "example.com"
                }
              ]
            }
          },
          "typeVersion": 3.4
        },
        {
          "id": "b1f84ba5-90f9-4483-968e-67df657a1936",
          "name": "Scrape Customer Profiles & Orders (Agent)",
          "type": "@n8n/n8n-nodes-langchain.agent",
          "position": [
            480,
            0
          ],
          "parameters": {
            "text": "=scrape the customer history url below and extract the key information:\n{{ $json['customer data url'] }}",
            "options": {},
            "promptType": "define",
            "hasOutputParser": true
          },
          "typeVersion": 2
        },
        {
          "id": "5aced094-ac88-4033-8a9b-dfc7b1457a6d",
          "name": "Bright Data MCP Scraper",
          "type": "n8n-nodes-mcp.mcpClientTool",
          "position": [
            640,
            280
          ],
          "parameters": {
            "toolName": "scrape_as_markdown",
            "operation": "executeTool",
            "toolParameters": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Tool_Parameters', ``, 'json') }}"
          },
          "credentials": {
            "mcpClientApi": {
              "id": "credential-id",
              "name": "mcpClientApi Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "ef9b75c8-1ec6-43ca-9969-909146214422",
          "name": "AI Assistant",
          "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
          "position": [
            440,
            280
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "gpt-4o-mini"
            },
            "options": {}
          },
          "credentials": {
            "openAiApi": {
              "id": "credential-id",
              "name": "openAiApi Credential"
            }
          },
          "typeVersion": 1.2
        },
        {
          "id": "2d7909b4-333c-46cc-9909-5df7fe9bdeb6",
          "name": "Format Customer Info",
          "type": "n8n-nodes-base.code",
          "position": [
            900,
            0
          ],
          "parameters": {
            "jsCode": "// Get the array inside the 'output' key\nconst customers = items[0].json.output;\n\n// Map each customer to a separate item\nreturn customers.map(customer => {\n  return { json: customer };\n});\n"
          },
          "typeVersion": 2
        },
        {
          "id": "8d562c3e-2e0c-4ba8-8dbe-a89a23ba913b",
          "name": "Get Customer Order History",
          "type": "n8n-nodes-base.code",
          "position": [
            1100,
            0
          ],
          "parameters": {
            "jsCode": "// Loop through all incoming customers\nconst output = [];\n\nfor (const item of items) {\n  const customerName = item.json.customer_name;\n  const customerEmail = item.json.customer_email;  // Added email extraction\n  const orders = item.json.orders;\n\n  for (const order of orders) {\n    output.push({\n      json: {\n        customer_name: customerName,\n        customer_email: customerEmail,  // Added email in output\n        amount: order.amount,\n        date: order.date\n      }\n    });\n  }\n}\n\nreturn output;\n"
          },
          "typeVersion": 2
        },
        {
          "id": "02a09456-b359-4989-99b5-c830e9d6ca2a",
          "name": "Is Customer High-Value?",
          "type": "n8n-nodes-base.if",
          "position": [
            1360,
            0
          ],
          "parameters": {
            "options": {},
            "conditions": {
              "options": {
                "version": 2,
                "leftValue": "",
                "caseSensitive": true,
                "typeValidation": "strict"
              },
              "combinator": "and",
              "conditions": [
                {
                  "id": "6725053f-eae9-422c-942d-c82279482697",
                  "operator": {
                    "type": "number",
                    "operation": "gte"
                  },
                  "leftValue": "={{ $json.amount }}",
                  "rightValue": 200
                }
              ]
            }
          },
          "typeVersion": 2.2
        },
        {
          "id": "9a0b0647-1341-4159-b639-5b3581548d74",
          "name": "Send Special Offer Email",
          "type": "n8n-nodes-base.gmail",
          "position": [
            1580,
            -100
          ],
          "webhookId": "f2c94a4c-06f0-43a0-81db-8c728ef0de2f",
          "parameters": {
            "sendTo": "={{ $json.customer_email }}",
            "message": "write any offer",
            "options": {},
            "subject": "Offer for being out ideal customer"
          },
          "credentials": {
            "gmailOAuth2": {
              "id": "credential-id",
              "name": "gmailOAuth2 Credential"
            }
          },
          "typeVersion": 2.1
        },
        {
          "id": "3d73fb01-ab20-4be2-97c7-c21d5c95b45f",
          "name": "Ignore Low-Value Customers",
          "type": "n8n-nodes-base.noOp",
          "position": [
            1580,
            100
          ],
          "parameters": {},
          "typeVersion": 1
        },
        {
          "id": "7f81c4d2-d406-4d58-956e-78bca5a8f861",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -40,
            -1020
          ],
          "parameters": {
            "color": 2,
            "width": 400,
            "height": 1200,
            "content": "## 🔁 **Section 1: Schedule & Input Setup**\n\n### 🧱 Nodes:\n\n* **🕒 `Run Offer Campaign Daily`**\n* **✏️ `Set Admin Dashboard URL`**\n\n### 📖 What Happens Here:\n\nThis section **initiates the workflow on a regular schedule** (daily, weekly, etc.). It also **sets the URL** of the **admin dashboard** where your customer data is stored.\n\n💡 **Beginner Tip:**\nThis is your starting point. You don't need to manually run the workflow every time — just schedule it, and it will run automatically using the trigger.\n\n✅ **Why it’s useful:**\nYou can run this process daily or weekly to find customers who deserve promotional offers, all on autopilot!\n\n---\n\n"
          },
          "typeVersion": 1
        },
        {
          "id": "de0d7ee1-b627-4f17-b03e-4076b09166a9",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            440,
            -900
          ],
          "parameters": {
            "color": 3,
            "width": 340,
            "height": 1080,
            "content": "## 🤖 **Section 2: Scraping Customer Data with Agent**\n\n### 🧱 Nodes:\n\n* **🤖 `Scrape Customer Profiles & Orders (Agent)`**\n\n  * ⚙️ **`AI Assistant (OpenAI Chat Model)`**\n  * 🌐 **`Bright Data MCP Scraper`**\n  * 🧾 **`Format Agent Output (Structured Output Parser)`**\n\n### 📖 What Happens Here:\n\nThe **AI Agent** (powered by OpenAI and Bright Data MCP) accesses your dashboard and scrapes:\n\n* 📇 **Customer profiles**\n* 🛒 **Their purchase/order history**\n\nThe **Structured Output Parser** then **cleans up and organizes** this data into a format that other nodes can use.\n\n💡 **Beginner Tip:**\nThis is like a smart assistant that goes to your admin dashboard, collects important info, and makes sure it’s readable for the next steps.\n\n✅ **Why it’s useful:**\nEven if the data is messy or complex on the dashboard, this section makes sure it’s clean and ready to use in your automation.\n\n---\n\n"
          },
          "typeVersion": 1
        },
        {
          "id": "9f5db009-9461-4937-8c88-d55bf47bfe2c",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            860,
            -760
          ],
          "parameters": {
            "color": 5,
            "width": 360,
            "height": 940,
            "content": "## 🧩 **Section 3: Data Formatting & Order Extraction**\n\n### 🧱 Nodes:\n\n* **🔧 `Format Customer Info`**\n* **📦 `Get Customer Order History`**\n\n### 📖 What Happens Here:\n\nThese function nodes further **organize and process the scraped data**:\n\n* The first node extracts key customer details like name, email, and ID.\n* The second node focuses on their **order data** — how many items they bought, total amount spent, etc.\n\n💡 **Beginner Tip:**\nThink of this as organizing data into two folders: 🧍‍♂️ “Customer Info” and 📊 “Purchase Data”.\n\n✅ **Why it’s useful:**\nClean separation of data means better targeting. You'll know exactly **who** bought **what**, and **how much** they spent — perfect for personalized offers!\n\n---\n\n"
          },
          "typeVersion": 1
        },
        {
          "id": "a46e5710-fb85-46d6-addd-211994597386",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1320,
            -740
          ],
          "parameters": {
            "color": 6,
            "width": 380,
            "height": 1000,
            "content": "## 🎯 **Section 4: Offer Decision & Action**\n\n### 🧱 Nodes:\n\n* **💰 `Is Customer High-Value?`**\n* **📧 `Send Special Offer Email`**\n* **➡️ `Ignore Low-Value Customers`**\n\n### 📖 What Happens Here:\n\nThis section **decides what action to take**:\n\n* The \"High Value Check\" compares a customer’s total spending against a fixed threshold.\n* If their spending is **high enough**, they get a personalized **offer email** via Gmail.\n* If not, they’re simply **skipped** — no email is sent.\n\n💡 **Beginner Tip:**\nYou don’t want to send offers to everyone. This smart filter ensures **only loyal/high-value customers** get incentives.\n\n"
          },
          "typeVersion": 1
        },
        {
          "id": "e32fb60f-390a-4f16-9b81-6b82fda08328",
          "name": "Sticky Note5",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1820,
            -740
          ],
          "parameters": {
            "color": 7,
            "width": 380,
            "height": 240,
            "content": "## I’ll receive a tiny commission if you join Bright Data through this link—thanks for fueling more free content!\n\n### https://get.brightdata.com/1tndi4600b25"
          },
          "typeVersion": 1
        },
        {
          "id": "a31f7eec-c104-4631-86f3-523e68aab57b",
          "name": "Sticky Note9",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -1780,
            -1040
          ],
          "parameters": {
            "color": 4,
            "width": 1300,
            "height": 320,
            "content": "=======================================\n            WORKFLOW ASSISTANCE\n=======================================\nFor any questions or support, please contact:\n    Yaron@nofluff.online\n\nExplore more tips and tutorials here:\n   - YouTube: https://www.youtube.com/@YaronBeen/videos\n   - LinkedIn: https://www.linkedin.com/in/yaronbeen/\n=======================================\n"
          },
          "typeVersion": 1
        },
        {
          "id": "0f4db4d3-102f-4c2c-a456-42bd14e95a76",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -1780,
            -700
          ],
          "parameters": {
            "color": 4,
            "width": 1289,
            "height": 2758,
            "content": "# 🎯 **Automated High-Value Customer Targeting & Offer Campaign**\n\n### *Smartly scrape, segment, and send personalized offers — all without lifting a finger.*\n\n---\n\n## 🔁 **Section 1: Schedule & Input Setup**\n\n### 🧱 Nodes:\n\n* **🕒 `Run Offer Campaign Daily`**\n* **✏️ `Set Admin Dashboard URL`**\n\n### 📖 What Happens Here:\n\nThis section **initiates the workflow on a regular schedule** (daily, weekly, etc.). It also **sets the URL** of the **admin dashboard** where your customer data is stored.\n\n💡 **Beginner Tip:**\nThis is your starting point. You don't need to manually run the workflow every time — just schedule it, and it will run automatically using the trigger.\n\n✅ **Why it’s useful:**\nYou can run this process daily or weekly to find customers who deserve promotional offers, all on autopilot!\n\n---\n\n## 🤖 **Section 2: Scraping Customer Data with Agent**\n\n### 🧱 Nodes:\n\n* **🤖 `Scrape Customer Profiles & Orders (Agent)`**\n\n  * ⚙️ **`AI Assistant (OpenAI Chat Model)`**\n  * 🌐 **`Bright Data MCP Scraper`**\n  * 🧾 **`Format Agent Output (Structured Output Parser)`**\n\n### 📖 What Happens Here:\n\nThe **AI Agent** (powered by OpenAI and Bright Data MCP) accesses your dashboard and scrapes:\n\n* 📇 **Customer profiles**\n* 🛒 **Their purchase/order history**\n\nThe **Structured Output Parser** then **cleans up and organizes** this data into a format that other nodes can use.\n\n💡 **Beginner Tip:**\nThis is like a smart assistant that goes to your admin dashboard, collects important info, and makes sure it’s readable for the next steps.\n\n✅ **Why it’s useful:**\nEven if the data is messy or complex on the dashboard, this section makes sure it’s clean and ready to use in your automation.\n\n---\n\n## 🧩 **Section 3: Data Formatting & Order Extraction**\n\n### 🧱 Nodes:\n\n* **🔧 `Format Customer Info`**\n* **📦 `Get Customer Order History`**\n\n### 📖 What Happens Here:\n\nThese function nodes further **organize and process the scraped data**:\n\n* The first node extracts key customer details like name, email, and ID.\n* The second node focuses on their **order data** — how many items they bought, total amount spent, etc.\n\n💡 **Beginner Tip:**\nThink of this as organizing data into two folders: 🧍‍♂️ “Customer Info” and 📊 “Purchase Data”.\n\n✅ **Why it’s useful:**\nClean separation of data means better targeting. You'll know exactly **who** bought **what**, and **how much** they spent — perfect for personalized offers!\n\n---\n\n## 🎯 **Section 4: Offer Decision & Action**\n\n### 🧱 Nodes:\n\n* **💰 `Is Customer High-Value?`**\n* **📧 `Send Special Offer Email`**\n* **➡️ `Ignore Low-Value Customers`**\n\n### 📖 What Happens Here:\n\nThis section **decides what action to take**:\n\n* The \"High Value Check\" compares a customer’s total spending against a fixed threshold.\n* If their spending is **high enough**, they get a personalized **offer email** via Gmail.\n* If not, they’re simply **skipped** — no email is sent.\n\n💡 **Beginner Tip:**\nYou don’t want to send offers to everyone. This smart filter ensures **only loyal/high-value customers** get incentives.\n\n✅ **Why it’s useful:**\nIt automates your **customer segmentation** and **email marketing**, saving you time while targeting the right people to boost sales.\n\n---\n\n## 🎉 Final Thoughts\n\nThis workflow is a **powerful marketing automation tool**. Here's what it empowers you to do:\n\n* ⏰ Run promotions on autopilot\n* 🧠 Use AI and proxies to collect data\n* 🧹 Organize complex customer records\n* 🎯 Only target the most valuable users\n* 📈 Increase conversion rates with personalized emails\n\n---\n\n"
          },
          "typeVersion": 1
        },
        {
          "id": "e7eec1fb-1a84-44be-8b8c-ab6fa4acbc1c",
          "name": "Auto-fixing Output Parser",
          "type": "@n8n/n8n-nodes-langchain.outputParserAutofixing",
          "position": [
            780,
            280
          ],
          "parameters": {
            "options": {}
          },
          "typeVersion": 1
        },
        {
          "id": "3e4a7bfa-5ba6-4abb-8dac-72eeee8263a4",
          "name": "OpenAI Chat Model",
          "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
          "position": [
            760,
            500
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "gpt-4o-mini"
            },
            "options": {}
          },
          "credentials": {
            "openAiApi": {
              "id": "credential-id",
              "name": "openAiApi Credential"
            }
          },
          "typeVersion": 1.2
        },
        {
          "id": "6ba75ee7-46ea-4388-b5c2-b5ab2d4aecc1",
          "name": "Structured Output Parser",
          "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
          "position": [
            920,
            500
          ],
          "parameters": {
            "jsonSchemaExample": "[\n  {\n    \"customer_name\": \"John Doe\",\n    \"orders\": [\n      {\n        \"amount\": 120,\n        \"date\": \"2024-05-10\"\n      },\n      {\n        \"amount\": 80,\n        \"date\": \"2024-06-15\"\n      }\n    ]\n  },\n  {\n    \"customer_name\": \"Jane Smith\",\n    \"orders\": [\n      {\n        \"amount\": 200,\n        \"date\": \"2024-04-05\"\n      },\n      {\n        \"amount\": 150,\n        \"date\": \"2024-05-01\"\n      },\n      {\n        \"amount\": 180,\n        \"date\": \"2024-06-10\"\n      }\n    ]\n  },\n  {\n    \"customer_name\": \"Michael Johnson\",\n    \"orders\": [\n      {\n        \"amount\": 600,\n        \"date\": \"2024-07-01\"\n      }\n    ]\n  }\n]\n"
          },
          "typeVersion": 1.2
        }
      ],
      "active": false,
      "pinData": {
        "Scrape Customer Profiles & Orders (Agent)": [
          {
            "json": {
              "output": [
                {
                  "orders": [
                    {
                      "date": "2024-05-10",
                      "amount": 120
                    },
                    {
                      "date": "2024-06-15",
                      "amount": 80
                    }
                  ],
                  "customer_name": "John Doe",
                  "customer_email": "johndoe@gmail.com"
                },
                {
                  "orders": [
                    {
                      "date": "2024-04-05",
                      "amount": 200
                    },
                    {
                      "date": "2024-05-01",
                      "amount": 150
                    },
                    {
                      "date": "2024-06-10",
                      "amount": 180
                    }
                  ],
                  "customer_name": "Jane Smith",
                  "customer_email": "johnsmith@gmail.com"
                },
                {
                  "orders": [
                    {
                      "date": "2024-07-01",
                      "amount": 600
                    }
                  ],
                  "customer_name": "Michael Johnson",
                  "customer_email": "michael@gmail.com"
                }
              ]
            }
          }
        ]
      },
      "settings": {
        "executionOrder": "v1"
      },
      "versionId": "f2ffb3ba-6efc-493d-93c6-6a2e99e8c2d8",
      "connections": {
        "AI Assistant": {
          "ai_languageModel": [
            [
              {
                "node": "Scrape Customer Profiles & Orders (Agent)",
                "type": "ai_languageModel",
                "index": 0
              }
            ]
          ]
        },
        "OpenAI Chat Model": {
          "ai_languageModel": [
            [
              {
                "node": "Auto-fixing Output Parser",
                "type": "ai_languageModel",
                "index": 0
              }
            ]
          ]
        },
        "Format Customer Info": {
          "main": [
            [
              {
                "node": "Get Customer Order History",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Bright Data MCP Scraper": {
          "ai_tool": [
            [
              {
                "node": "Scrape Customer Profiles & Orders (Agent)",
                "type": "ai_tool",
                "index": 0
              }
            ]
          ]
        },
        "Is Customer High-Value?": {
          "main": [
            [
              {
                "node": "Send Special Offer Email",
                "type": "main",
                "index": 0
              }
            ],
            [
              {
                "node": "Ignore Low-Value Customers",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Set customer history url": {
          "main": [
            [
              {
                "node": "Scrape Customer Profiles & Orders (Agent)",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Structured Output Parser": {
          "ai_outputParser": [
            [
              {
                "node": "Auto-fixing Output Parser",
                "type": "ai_outputParser",
                "index": 0
              }
            ]
          ]
        },
        "Auto-fixing Output Parser": {
          "ai_outputParser": [
            [
              {
                "node": "Scrape Customer Profiles & Orders (Agent)",
                "type": "ai_outputParser",
                "index": 0
              }
            ]
          ]
        },
        "Get Customer Order History": {
          "main": [
            [
              {
                "node": "Is Customer High-Value?",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Run Offer Campaign Monthly": {
          "main": [
            [
              {
                "node": "Set customer history url",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Scrape Customer Profiles & Orders (Agent)": {
          "main": [
            [
              {
                "node": "Format Customer Info",
                "type": "main",
                "index": 0
              }
            ]
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        "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": 839,
        "icon": "fa:clock",
        "name": "n8n-nodes-base.scheduleTrigger",
        "codex": {
          "data": {
            "alias": [
              "Time",
              "Scheduler",
              "Polling",
              "Cron",
              "Interval"
            ],
            "resources": {
              "generic": [],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.scheduletrigger/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0"
          }
        },
        "group": "[\"trigger\",\"schedule\"]",
        "defaults": {
          "name": "Schedule Trigger",
          "color": "#31C49F"
        },
        "iconData": {
          "icon": "clock",
          "type": "icon"
        },
        "displayName": "Schedule Trigger",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "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"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "AI Agent",
          "color": "#404040"
        },
        "iconData": {
          "icon": "robot",
          "type": "icon"
        },
        "displayName": "AI Agent",
        "typeVersion": 3,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1153,
        "icon": "file:openAiLight.svg",
        "name": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.lmchatopenai/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Language Models",
                "Root Nodes"
              ],
              "Language Models": [
                "Chat Models (Recommended)"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "OpenAI Chat Model"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "OpenAI Chat Model",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1175,
        "icon": "fa:tools",
        "name": "@n8n/n8n-nodes-langchain.outputParserAutofixing",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserautofixing/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Output Parsers"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Auto-fixing Output Parser"
        },
        "iconData": {
          "icon": "tools",
          "type": "icon"
        },
        "displayName": "Auto-fixing Output Parser",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1179,
        "icon": "fa:code",
        "name": "@n8n/n8n-nodes-langchain.outputParserStructured",
        "codex": {
          "data": {
            "alias": [
              "json",
              "zod"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Output Parsers"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Structured Output Parser"
        },
        "iconData": {
          "icon": "code",
          "type": "icon"
        },
        "displayName": "Structured Output Parser",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      }
    ],
    "categories": [
      {
        "id": 32,
        "name": "Market Research"
      },
      {
        "id": 49,
        "name": "AI Summarization"
      }
    ],
    "image": []
  }
}