{
  "workflow": {
    "id": 2346,
    "name": "Enhance customer chat by buffering messages with Twilio and Redis",
    "views": 10668,
    "recentViews": 0,
    "totalViews": 10668,
    "createdAt": "2024-07-15T15:35:37.471Z",
    "description": "This n8n workflow demonstrates a simple approach to improve chat UX by staggering an AI Agent's reply for users who send in a sequence of partial messages and in short bursts.\n\n## How it works\n* Twilio webhook receives user's messages which are recorded in a message stack powered by Redis.\n* The execution is immediately paused for 5 seconds and then another check is done against the message stack for the latest message.\n* The purpose of this check lets use know if the user is sending more messages or if they are waiting for a reply.\n* The execution is aborted if the latest message on the stack differs from the incoming message and continues if they are the same.\n* For the latter, the agent receives the buffered messages up to that point and is able to respond to them in a single reply.\n\n## Requirements\n* A Twilio account and SMS-enabled phone number to receive messages.\n* Redis instance for the messages stack.\n* OpenAI account for the language model.\n\n## Customising the workflow\n\nThis workflow should work for other common messaging platforms such as Whatsapp and Telegram.\n\n5 seconds too long or too short? Adjust the wait threshold to suit your customers.",
    "workflow": {
      "meta": {
        "instanceId": "26ba763460b97c249b82942b23b6384876dfeb9327513332e743c5f6219c2b8e"
      },
      "nodes": [
        {
          "id": "d61d8ff3-532a-4b0d-a5a7-e02d2e79ddce",
          "name": "OpenAI Chat Model",
          "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
          "position": [
            2660,
            480
          ],
          "parameters": {
            "options": {}
          },
          "credentials": {
            "openAiApi": {
              "id": "credential-id",
              "name": "openAiApi Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "b6d5c1cf-b4a1-4901-b001-0c375747ee63",
          "name": "No Operation, do nothing",
          "type": "n8n-nodes-base.noOp",
          "position": [
            1660,
            520
          ],
          "parameters": {},
          "typeVersion": 1
        },
        {
          "id": "f4e08e32-bb96-4b5d-852e-26ad6fec3c8c",
          "name": "Add to Messages Stack",
          "type": "n8n-nodes-base.redis",
          "position": [
            1340,
            200
          ],
          "parameters": {
            "list": "=chat-buffer:{{ $json.From }}",
            "tail": true,
            "operation": "push",
            "messageData": "={{ $json.Body }}"
          },
          "credentials": {
            "redis": {
              "id": "credential-id",
              "name": "redis Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "181ae99e-ebe7-4e99-b5a5-999acc249621",
          "name": "Should Continue?",
          "type": "n8n-nodes-base.if",
          "position": [
            1660,
            360
          ],
          "parameters": {
            "options": {},
            "conditions": {
              "options": {
                "leftValue": "",
                "caseSensitive": true,
                "typeValidation": "strict"
              },
              "combinator": "and",
              "conditions": [
                {
                  "id": "ec39573f-f92a-4fe4-a832-0a137de8e7d0",
                  "operator": {
                    "type": "string",
                    "operation": "equals"
                  },
                  "leftValue": "={{ $('Get Latest Message Stack').item.json.messages.last() }}",
                  "rightValue": "={{ $('Twilio Trigger').item.json.Body }}"
                }
              ]
            }
          },
          "typeVersion": 2
        },
        {
          "id": "640c63ca-2798-48a9-8484-b834c1a36301",
          "name": "Window Buffer Memory",
          "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
          "position": [
            2780,
            480
          ],
          "parameters": {
            "sessionKey": "=chat-debouncer:{{ $('Twilio Trigger').item.json.From }}",
            "sessionIdType": "customKey"
          },
          "typeVersion": 1.2
        },
        {
          "id": "123c35c5-f7b2-4b4d-b220-0e5273e25115",
          "name": "Twilio Trigger",
          "type": "n8n-nodes-base.twilioTrigger",
          "position": [
            940,
            360
          ],
          "webhookId": "0ca3da0e-e4e1-4e94-8380-06207bf9b429",
          "parameters": {
            "updates": [
              "com.twilio.messaging.inbound-message.received"
            ]
          },
          "credentials": {
            "twilioApi": {
              "id": "credential-id",
              "name": "twilioApi Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "f4e86455-7f4d-4401-8f61-a859be1433a9",
          "name": "Get Latest Message Stack",
          "type": "n8n-nodes-base.redis",
          "position": [
            1500,
            360
          ],
          "parameters": {
            "key": "=chat-buffer:{{ $json.From }}",
            "keyType": "list",
            "options": {},
            "operation": "get",
            "propertyName": "messages"
          },
          "credentials": {
            "redis": {
              "id": "credential-id",
              "name": "redis Credential"
            }
          },
          "typeVersion": 1,
          "alwaysOutputData": false
        },
        {
          "id": "02f8e7f5-12b4-4a5a-9ce9-5f0558e447aa",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1232.162872321277,
            -50.203627749982275
          ],
          "parameters": {
            "color": 7,
            "width": 632.8309394802918,
            "height": 766.7069233634998,
            "content": "## Step 2. Buffer Incoming Messages\n[Learn more about using Redis](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.redis)\n\n* New messages are captured into a list.\n* After X seconds, we get a fresh copy of this list\n* If the last message on the list is the same as the incoming message, then we know no new follow-on messages were sent within the last 5 seconds. Hence the user should be waiting and it is safe to reply.\n* But if the reverse is true, then we will abort the execution here."
          },
          "typeVersion": 1
        },
        {
          "id": "311c0d69-a735-4435-91b6-e80bf7d4c012",
          "name": "Send Reply",
          "type": "n8n-nodes-base.twilio",
          "position": [
            3000,
            320
          ],
          "parameters": {
            "to": "={{ $('Twilio Trigger').item.json.From }}",
            "from": "={{ $('Twilio Trigger').item.json.To }}",
            "message": "={{ $json.output }}",
            "options": {}
          },
          "credentials": {
            "twilioApi": {
              "id": "credential-id",
              "name": "twilioApi Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "c0e0cd08-66e3-4ca3-9441-8436c0d9e664",
          "name": "Wait 5 seconds",
          "type": "n8n-nodes-base.wait",
          "position": [
            1340,
            360
          ],
          "webhookId": "d486979c-8074-4ecb-958e-fcb24455086b",
          "parameters": {},
          "typeVersion": 1.1
        },
        {
          "id": "c7959fa2-69a5-46b4-8e67-1ef824860f4e",
          "name": "Get Chat History",
          "type": "@n8n/n8n-nodes-langchain.memoryManager",
          "position": [
            2000,
            280
          ],
          "parameters": {
            "options": {
              "groupMessages": true
            }
          },
          "typeVersion": 1.1
        },
        {
          "id": "55933c54-5546-4770-8b36-a31496163528",
          "name": "Window Buffer Memory1",
          "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
          "position": [
            2000,
            420
          ],
          "parameters": {
            "sessionKey": "=chat-debouncer:{{ $('Twilio Trigger').item.json.From }}",
            "sessionIdType": "customKey"
          },
          "typeVersion": 1.2
        },
        {
          "id": "459c0181-d239-4eec-88b6-c9603868d518",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            774.3250485705519,
            198.07493876489747
          ],
          "parameters": {
            "color": 7,
            "width": 431.1629802181097,
            "height": 357.49804533541777,
            "content": "## Step 1. Listen for Twilio Messages\n[Read more about Twilio Trigger](https://docs.n8n.io/integrations/builtin/trigger-nodes/n8n-nodes-base.twiliotrigger)\n\nIn this example, we'll use the sender's phone number as the session ID. This will be important in retrieving chat history."
          },
          "typeVersion": 1
        },
        {
          "id": "e06313a9-066a-4387-a36c-a6c6ff57d6f9",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1900,
            80
          ],
          "parameters": {
            "color": 7,
            "width": 618.970917763344,
            "height": 501.77420646931444,
            "content": "## Step 3. Get Messages Since Last Reply\n[Read more about using Chat Memory](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.memorymanager)\n\nOnce conditions are met and we allow the agent to reply, we'll need to find the bot's last reply and work out the buffer of user messages since then. We can do this by looking using chat memory and comparing this to the latest message in our redis messages stack."
          },
          "typeVersion": 1
        },
        {
          "id": "601a71f6-c6f8-4b73-98c7-cfa11b1facaa",
          "name": "Get Messages Buffer",
          "type": "n8n-nodes-base.set",
          "position": [
            2320,
            280
          ],
          "parameters": {
            "options": {},
            "assignments": {
              "assignments": [
                {
                  "id": "01434acb-c224-46d2-99b0-7a81a2bb50c5",
                  "name": "messages",
                  "type": "string",
                  "value": "={{\n$('Get Latest Message Stack').item.json.messages\n  .slice(\n    $('Get Latest Message Stack').item.json.messages.lastIndexOf(\n      $('Get Chat History').item.json.messages.last().human\n      || $('Twilio Trigger').item.json.chatInput\n    ),\n    $('Get Latest Message Stack').item.json.messages.length\n  )\n  .join('\\n')\n}}"
                }
              ]
            }
          },
          "typeVersion": 3.4
        },
        {
          "id": "9e49f2de-89e6-4152-8e9c-ed47c5fc4654",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            2549,
            120
          ],
          "parameters": {
            "color": 7,
            "width": 670.2274698011594,
            "height": 522.5993538768389,
            "content": "## Step 4. Send Single Agent Reply For Many Messages\n[Learn more about using AI Agents](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent)\n\nFinally, our buffered messages are sent to the AI Agent that can formulate a single response for all. This could potentially improve the conversation experience if the chat interaction is naturally more rapid and spontaneous. A drawback however is that responses could be feel much slower - tweak the wait threshold to suit your needs!"
          },
          "typeVersion": 1
        },
        {
          "id": "be13c74a-467c-4ab1-acca-44878c68dba4",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            380,
            80
          ],
          "parameters": {
            "width": 375.55385425077225,
            "height": 486.69228315530853,
            "content": "## Try It Out!\n### This workflow demonstrates a simple approach to stagger an AI Agent's reply if users often send in a sequence of partial messages and in short bursts.\n\n* Twilio webhook receives user's messages which are recorded in a message stack powered by Redis.\n* The execution is immediately paused for 5 seconds and then another check is done against the message stack for the latest message.\n* The purpose of this check lets use know if the user is sending more messages or if they are waiting for a reply.\n* The execution is aborted if the latest message on the stack differs from the incoming message and continues if they are the same.\n* For the latter, the agent receives buffered messages and is able to respond to all in a single reply."
          },
          "typeVersion": 1
        },
        {
          "id": "334d38e1-ec16-46f2-a57d-bf531adb8d3d",
          "name": "AI Agent",
          "type": "@n8n/n8n-nodes-langchain.agent",
          "position": [
            2660,
            320
          ],
          "parameters": {
            "text": "={{ $json.messages }}",
            "agent": "conversationalAgent",
            "options": {},
            "promptType": "define"
          },
          "typeVersion": 1.6
        }
      ],
      "pinData": {},
      "connections": {
        "AI Agent": {
          "main": [
            [
              {
                "node": "Send Reply",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Twilio Trigger": {
          "main": [
            [
              {
                "node": "Add to Messages Stack",
                "type": "main",
                "index": 0
              },
              {
                "node": "Wait 5 seconds",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Wait 5 seconds": {
          "main": [
            [
              {
                "node": "Get Latest Message Stack",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Get Chat History": {
          "main": [
            [
              {
                "node": "Get Messages Buffer",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Should Continue?": {
          "main": [
            [
              {
                "node": "Get Chat History",
                "type": "main",
                "index": 0
              }
            ],
            [
              {
                "node": "No Operation, do nothing",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "OpenAI Chat Model": {
          "ai_languageModel": [
            [
              {
                "node": "AI Agent",
                "type": "ai_languageModel",
                "index": 0
              }
            ]
          ]
        },
        "Get Messages Buffer": {
          "main": [
            [
              {
                "node": "AI Agent",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Window Buffer Memory": {
          "ai_memory": [
            [
              {
                "node": "AI Agent",
                "type": "ai_memory",
                "index": 0
              }
            ]
          ]
        },
        "Window Buffer Memory1": {
          "ai_memory": [
            [
              {
                "node": "Get Chat History",
                "type": "ai_memory",
                "index": 0
              }
            ]
          ]
        },
        "Get Latest Message Stack": {
          "main": [
            [
              {
                "node": "Should Continue?",
                "type": "main",
                "index": 0
              }
            ]
          ]
        }
      }
    },
    "lastUpdatedBy": 16,
    "workflowInfo": {
      "nodeCount": 18,
      "nodeTypes": {
        "n8n-nodes-base.if": {
          "count": 1
        },
        "n8n-nodes-base.set": {
          "count": 1
        },
        "n8n-nodes-base.noOp": {
          "count": 1
        },
        "n8n-nodes-base.wait": {
          "count": 1
        },
        "n8n-nodes-base.redis": {
          "count": 2
        },
        "n8n-nodes-base.twilio": {
          "count": 1
        },
        "n8n-nodes-base.stickyNote": {
          "count": 5
        },
        "n8n-nodes-base.twilioTrigger": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.agent": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.lmChatOpenAi": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.memoryManager": {
          "count": 1
        },
        "@n8n/n8n-nodes-langchain.memoryBufferWindow": {
          "count": 2
        }
      }
    },
    "status": "published",
    "user": {
      "name": "Jimleuk",
      "username": "jimleuk",
      "bio": "Founder @ Subworkflow.ai - the fastest way to build durable RAG applications.\n\nFreelance AI Automation Engineer based in London, UK. Since 2024, my n8n templates have documented my journey into applied AI and have helped hundreds of businesses and organisations get up to speed with AI automation. Today, I continue to explore use-cases as AI evolves and occasionally upload templates which I find novel and interesting.\n\nSubscribe to the RSS Feed: https://cdn.subworkflow.ai/n8n-templates/rss.xml",
      "verified": true,
      "links": [
        "https://linkedin.com/in/jimleuk"
      ],
      "avatar": "https://gravatar.com/avatar/4ab99e51473df76838beeaac908747f7928c625f869794815cabe34016967d51?r=pg&d=retro&size=200"
    },
    "nodes": [
      {
        "id": 20,
        "icon": "fa:map-signs",
        "name": "n8n-nodes-base.if",
        "codex": {
          "data": {
            "alias": [
              "Router",
              "Filter",
              "Condition",
              "Logic",
              "Boolean",
              "Branch"
            ],
            "details": "The IF node can be used to implement binary conditional logic in your workflow. You can set up one-to-many conditions to evaluate each item of data being inputted into the node. That data will either evaluate to TRUE or FALSE and route out of the node accordingly.\n\nThis node has multiple types of conditions: Bool, String, Number, and Date & Time.",
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/learn-to-automate-your-factorys-incident-reporting-a-step-by-step-guide/",
                  "icon": "🏭",
                  "label": "Learn to Automate Your Factory's Incident Reporting: A Step by Step Guide"
                },
                {
                  "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/why-business-process-automation-with-n8n-can-change-your-daily-life/",
                  "icon": "🧬",
                  "label": "Why business process automation with n8n can change your daily life"
                },
                {
                  "url": "https://n8n.io/blog/create-a-toxic-language-detector-for-telegram/",
                  "icon": "🤬",
                  "label": "Create a toxic language detector for Telegram in 4 step"
                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
                  "icon": "store",
                  "label": "6 e-commerce workflows to power up your Shopify s"
                },
                {
                  "url": "https://n8n.io/blog/how-to-build-a-low-code-self-hosted-url-shortener/",
                  "icon": "🔗",
                  "label": "How to build a low-code, self-hosted URL shortener in 3 steps"
                },
                {
                  "url": "https://n8n.io/blog/automate-your-data-processing-pipeline-in-9-steps-with-n8n/",
                  "icon": "⚙️",
                  "label": "Automate your data processing pipeline in 9 steps"
                },
                {
                  "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/5-tasks-you-can-automate-with-notion-api/",
                  "icon": "⚡️",
                  "label": "5 tasks you can automate with the new Notion API "
                },
                {
                  "url": "https://n8n.io/blog/automate-google-apps-for-productivity/",
                  "icon": "💡",
                  "label": "15 Google apps you can combine and automate to increase productivity"
                },
                {
                  "url": "https://n8n.io/blog/automation-for-maintainers-of-open-source-projects/",
                  "icon": "🏷️",
                  "label": "How to automatically manage contributions to open-source projects"
                },
                {
                  "url": "https://n8n.io/blog/how-uproc-scraped-a-multi-page-website-with-a-low-code-workflow/",
                  "icon": " 🕸️",
                  "label": "How uProc scraped a multi-page website with a low-code workflow"
                },
                {
                  "url": "https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/",
                  "icon": "🤖",
                  "label": "5 workflow automations for Mattermost that we love at n8n"
                },
                {
                  "url": "https://n8n.io/blog/why-this-product-manager-loves-workflow-automation-with-n8n/",
                  "icon": "🧠",
                  "label": "Why this Product Manager loves workflow automation with n8n"
                },
                {
                  "url": "https://n8n.io/blog/sending-automated-congratulations-with-google-sheets-twilio-and-n8n/",
                  "icon": "🙌",
                  "label": "Sending Automated Congratulations with Google Sheets, Twilio, and n8n "
                },
                {
                  "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/benefits-of-automation-and-n8n-an-interview-with-hubspots-hugh-durkin/",
                  "icon": "🎖",
                  "label": "Benefits of automation and n8n: An interview with HubSpot's Hugh Durkin"
                },
                {
                  "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.if/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Flow"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "If",
          "color": "#408000"
        },
        "iconData": {
          "icon": "map-signs",
          "type": "icon"
        },
        "displayName": "If",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 26,
        "icon": "fa:arrow-right",
        "name": "n8n-nodes-base.noOp",
        "codex": {
          "data": {
            "alias": [
              "nothing"
            ],
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/learn-to-automate-your-factorys-incident-reporting-a-step-by-step-guide/",
                  "icon": "🏭",
                  "label": "Learn to Automate Your Factory's Incident Reporting: A Step by Step Guide"
                },
                {
                  "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/create-a-toxic-language-detector-for-telegram/",
                  "icon": "🤬",
                  "label": "Create a toxic language detector for Telegram in 4 step"
                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
                  "icon": "store",
                  "label": "6 e-commerce workflows to power up your Shopify s"
                },
                {
                  "url": "https://n8n.io/blog/automate-your-data-processing-pipeline-in-9-steps-with-n8n/",
                  "icon": "⚙️",
                  "label": "Automate your data processing pipeline in 9 steps"
                },
                {
                  "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/5-tasks-you-can-automate-with-notion-api/",
                  "icon": "⚡️",
                  "label": "5 tasks you can automate with the new Notion API "
                },
                {
                  "url": "https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/",
                  "icon": "🤖",
                  "label": "5 workflow automations for Mattermost that we love at n8n"
                },
                {
                  "url": "https://n8n.io/blog/sending-automated-congratulations-with-google-sheets-twilio-and-n8n/",
                  "icon": "🙌",
                  "label": "Sending Automated Congratulations with Google Sheets, Twilio, and n8n "
                },
                {
                  "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/benefits-of-automation-and-n8n-an-interview-with-hubspots-hugh-durkin/",
                  "icon": "🎖",
                  "label": "Benefits of automation and n8n: An interview with HubSpot's Hugh Durkin"
                },
                {
                  "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.noop/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers"
              ]
            }
          }
        },
        "group": "[\"organization\"]",
        "defaults": {
          "name": "No Operation, do nothing",
          "color": "#b0b0b0"
        },
        "iconData": {
          "icon": "arrow-right",
          "type": "icon"
        },
        "displayName": "No Operation, do nothing",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 33,
        "icon": "file:redis.svg",
        "name": "n8n-nodes-base.redis",
        "codex": {
          "data": {
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/why-this-product-manager-loves-workflow-automation-with-n8n/",
                  "icon": "🧠",
                  "label": "Why this Product Manager loves workflow automation with n8n"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.redis/"
                }
              ],
              "credentialDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/credentials/redis/"
                }
              ]
            },
            "categories": [
              "Development",
              "Data & Storage"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0"
          }
        },
        "group": "[\"input\"]",
        "defaults": {
          "name": "Redis"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI2MCIgaGVpZ2h0PSI2MCI+PGcgZmlsbD0ibm9uZSIgZmlsbC1ydWxlPSJldmVub2RkIiBzdHJva2UtbGluZWNhcD0icm91bmQiIHN0cm9rZS1saW5lam9pbj0icm91bmQiPjxwYXRoIGZpbGw9IiNBNDFFMTEiIGQ9Ik01Ny42NTYgNDMuOTljLTMuMjAxIDEuNjgzLTE5Ljc4NyA4LjU2MS0yMy4zMTggMTAuNDE3cy01LjQ5NCAxLjgzOC04LjI4My40OTRjLTIuNzktMS4zNDMtMjAuNDQ5LTguNTM1LTIzLjYyOS0xMC4wNjdDLjgzNCA0NC4wNjYuMDAyIDQzLjQyMi4wMDIgNDIuODExdi02LjExN3MyMi45OC01LjA0NSAyNi42OS02LjM4OCA0Ljk5NS0xLjM5IDguMTU0LS4yMjVjMy4xNiAxLjE2NSAyMi4wMzUgNC42MDMgMjUuMTU0IDUuNzU2djYuMDMyYzAgLjYwNS0uNzIgMS4yODMtMi4zNSAyLjEyNHoiLz48cGF0aCBmaWxsPSIjRDgyQzIwIiBkPSJNNTcuNjU2IDM3Ljg3MmMtMy4yMDEgMS42ODUtMTkuNzg3IDguNTYtMjMuMzE4IDEwLjQxN3MtNS40OTQgMS44MzgtOC4yODMuNDk0Yy0yLjc5LTEuMzQzLTIwLjQ0OS04LjUzNC0yMy42My0xMC4wNjhzLTMuMjQzLTIuNTg4LS4xMjItMy44MmwyNC4zODgtOS41MmMzLjcxLTEuMzQgNC45OTQtMS4zOSA4LjE1My0uMjI1czE5LjY0MyA3Ljc4IDIyLjc0NyA4Ljk1MWMzLjEwMyAxLjE3IDMuMjQgMi4wODYuMDM3IDMuNzg2eiIvPjxwYXRoIGZpbGw9IiNBNDFFMTEiIGQ9Ik01Ny42NTYgMzQuMDE1Yy0zLjIwMSAxLjY4My0xOS43ODcgOC41NjEtMjMuMzE4IDEwLjQxN3MtNS40OTQgMS44MzgtOC4yODMuNDk1Yy0yLjc5LTEuMzQ0LTIwLjQ0OS04LjUzNi0yMy42MjktMTAuMDY3Qy44MzQgMzQuMDkyLjAwMiAzMy40NDcuMDAyIDMyLjgzNlYyNi43MnMyMi45OC01LjA0NSAyNi42OS02LjM4N2MzLjcxMS0xLjM0MyA0Ljk5NS0xLjM5IDguMTU0LS4yMjUgMy4xNiAxLjE2NSAyMi4wMzUgNC42MDIgMjUuMTU0IDUuNzU2djYuMDMyYzAgLjYwNS0uNzIgMS4yODMtMi4zNSAyLjEyM3oiLz48cGF0aCBmaWxsPSIjRDgyQzIwIiBkPSJNNTcuNjU2IDI3Ljg5OGMtMy4yMDEgMS42ODUtMTkuNzg3IDguNTYxLTIzLjMxOCAxMC40MTdzLTUuNDk0IDEuODM4LTguMjgzLjQ5NWMtMi43OS0xLjM0NC0yMC40NDktOC41MzQtMjMuNjMtMTAuMDY3LTMuMTgtMS41MzQtMy4yNDMtMi41ODgtLjEyMi0zLjgybDI0LjM4OC05LjUyYzMuNzEtMS4zNDMgNC45OTQtMS4zOSA4LjE1My0uMjI1IDMuMTYgMS4xNjYgMTkuNjQ0IDcuNzg1IDIyLjc2NSA4LjkzNXMzLjI0IDIuMDg1LjAzOCAzLjc4NXoiLz48cGF0aCBmaWxsPSIjQTQxRTExIiBkPSJNNTcuNjU2IDIzLjY3MWMtMy4yMDEgMS42ODMtMTkuNzg3IDguNTYxLTIzLjMxOCAxMC40MTlzLTUuNDk0IDEuODM4LTguMjgzLjQ5NWMtMi43OS0xLjM0NC0yMC40NDktOC41MzUtMjMuNjI5LTEwLjA2OS0xLjU5Mi0uNzY1LTIuNDI0LTEuNDExLTIuNDI0LTIuMDJ2LTYuMTFzMjIuOTgtNS4wNDUgMjYuNjktNi4zODggNC45OTUtMS4zOSA4LjE1NC0uMjI1YzMuMTYgMS4xNjUgMjIuMDM1IDQuNTkxIDI1LjE1NCA1Ljc0NXY2LjAzMmMwIC42MDUtLjcyIDEuMjgzLTIuMzUgMi4xMjN6Ii8+PHBhdGggZmlsbD0iI0Q4MkMyMCIgZD0iTTU3LjY1NiAxNy41NTNjLTMuMjAxIDEuNjg1LTE5Ljc4NyA4LjU2MS0yMy4zMTggMTAuNDE3cy01LjQ5NCAxLjgzOC04LjI4My40OTVjLTIuNzktMS4zNDQtMjAuNDQ5LTguNTM0LTIzLjYzLTEwLjA2OHMtMy4yNDMtMi41ODctLjEyMi0zLjgybDI0LjM4OC05LjUyYzMuNzEtMS4zNDMgNC45OTQtMS4zOSA4LjE1My0uMjI2IDMuMTYgMS4xNjUgMTkuNjQzIDcuNzg1IDIyLjc2NSA4LjkzNnMzLjI0IDIuMDg1LjAzOCAzLjc4NXoiLz48cGF0aCBmaWxsPSIjRkZGIiBkPSJtMzEuNDk3IDE1LjAzMi0xLjg4LTMuMTUzLTYuMDAyLS41NDUgNC40OC0xLjYzTDI2Ljc1IDcuMmw0LjE5MiAxLjY1MyAzLjk1NS0xLjMwNS0xLjA3IDIuNTg2IDQuMDMyIDEuNTI0LTUuMTk4LjU0NnptLTEwLjAxNCA2LjI3NSAxMy45MDMtMi4xNTMtNC4yIDYuMjExem0tMTEuMTctNS4xNjdjMC0xLjYxIDMuMzE0LTIuOTA2IDcuNDMxLTIuOTA2IDQuMTE4IDAgNy40MzIgMS4yOTYgNy40MzIgMi45MDZzLTMuMzE0IDIuOTA1LTcuNDMyIDIuOTA1Yy00LjExNyAwLTcuNDMxLTEuMjk1LTcuNDMxLTIuOTA1Ii8+PHBhdGggZmlsbD0iIzdBMEMwMCIgZD0ibTUyLjIzMyAxNS43MTQtOC4yMjQgMy4yNzYtLjAwNy02LjU1NnoiLz48cGF0aCBmaWxsPSIjQUQyMTE1IiBkPSJtNDQuMDEgMTguOTkxLS44OS4zNTMtOC4yMTctMy4yNzYgOS4wOTQtMy42M3oiLz48L2c+PC9zdmc+"
        },
        "displayName": "Redis",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 3,
            "name": "Data & Storage"
          },
          {
            "id": 5,
            "name": "Development"
          }
        ]
      },
      {
        "id": 38,
        "icon": "fa:pen",
        "name": "n8n-nodes-base.set",
        "codex": {
          "data": {
            "alias": [
              "Set",
              "JS",
              "JSON",
              "Filter",
              "Transform",
              "Map"
            ],
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/learn-to-automate-your-factorys-incident-reporting-a-step-by-step-guide/",
                  "icon": "🏭",
                  "label": "Learn to Automate Your Factory's Incident Reporting: A Step by Step Guide"
                },
                {
                  "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/automatically-pulling-and-visualizing-data-with-n8n/",
                  "icon": "📈",
                  "label": "Automatically pulling and visualizing data with n8n"
                },
                {
                  "url": "https://n8n.io/blog/database-monitoring-and-alerting-with-n8n/",
                  "icon": "📡",
                  "label": "Database Monitoring and Alerting with n8n"
                },
                {
                  "url": "https://n8n.io/blog/automatically-adding-expense-receipts-to-google-sheets-with-telegram-mindee-twilio-and-n8n/",
                  "icon": "🧾",
                  "label": "Automatically Adding Expense Receipts to Google Sheets with Telegram, Mindee, Twilio, and n8n"
                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
                  "icon": "store",
                  "label": "6 e-commerce workflows to power up your Shopify s"
                },
                {
                  "url": "https://n8n.io/blog/how-to-build-a-low-code-self-hosted-url-shortener/",
                  "icon": "🔗",
                  "label": "How to build a low-code, self-hosted URL shortener in 3 steps"
                },
                {
                  "url": "https://n8n.io/blog/automate-your-data-processing-pipeline-in-9-steps-with-n8n/",
                  "icon": "⚙️",
                  "label": "Automate your data processing pipeline in 9 steps"
                },
                {
                  "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/5-tasks-you-can-automate-with-notion-api/",
                  "icon": "⚡️",
                  "label": "5 tasks you can automate with the new Notion API "
                },
                {
                  "url": "https://n8n.io/blog/automate-google-apps-for-productivity/",
                  "icon": "💡",
                  "label": "15 Google apps you can combine and automate to increase productivity"
                },
                {
                  "url": "https://n8n.io/blog/how-uproc-scraped-a-multi-page-website-with-a-low-code-workflow/",
                  "icon": " 🕸️",
                  "label": "How uProc scraped a multi-page website with a low-code workflow"
                },
                {
                  "url": "https://n8n.io/blog/building-an-expense-tracking-app-in-10-minutes/",
                  "icon": "📱",
                  "label": "Building an expense tracking app in 10 minutes"
                },
                {
                  "url": "https://n8n.io/blog/the-ultimate-guide-to-automate-your-video-collaboration-with-whereby-mattermost-and-n8n/",
                  "icon": "📹",
                  "label": "The ultimate guide to automate your video collaboration with Whereby, Mattermost, and n8n"
                },
                {
                  "url": "https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/",
                  "icon": "🤖",
                  "label": "5 workflow automations for Mattermost that we love at n8n"
                },
                {
                  "url": "https://n8n.io/blog/learn-to-build-powerful-api-endpoints-using-webhooks/",
                  "icon": "🧰",
                  "label": "Learn to Build Powerful API Endpoints Using Webhooks"
                },
                {
                  "url": "https://n8n.io/blog/how-a-membership-development-manager-automates-his-work-and-investments/",
                  "icon": "📈",
                  "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/benefits-of-automation-and-n8n-an-interview-with-hubspots-hugh-durkin/",
                  "icon": "🎖",
                  "label": "Benefits of automation and n8n: An interview with HubSpot's Hugh Durkin"
                },
                {
                  "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.set/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Data Transformation"
              ]
            }
          }
        },
        "group": "[\"input\"]",
        "defaults": {
          "name": "Edit Fields"
        },
        "iconData": {
          "icon": "pen",
          "type": "icon"
        },
        "displayName": "Edit Fields (Set)",
        "typeVersion": 3,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 45,
        "icon": "file:twilio.svg",
        "name": "n8n-nodes-base.twilio",
        "codex": {
          "data": {
            "alias": [
              "SMS",
              "Phone",
              "Voice"
            ],
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/love-at-first-sight-ricardos-n8n-journey/",
                  "icon": "❤️",
                  "label": "Love at first sight: Ricardo’s n8n journey"
                },
                {
                  "url": "https://n8n.io/blog/database-monitoring-and-alerting-with-n8n/",
                  "icon": "📡",
                  "label": "Database Monitoring and Alerting with n8n"
                },
                {
                  "url": "https://n8n.io/blog/automatically-adding-expense-receipts-to-google-sheets-with-telegram-mindee-twilio-and-n8n/",
                  "icon": "🧾",
                  "label": "Automatically Adding Expense Receipts to Google Sheets with Telegram, Mindee, Twilio, and n8n"
                },
                {
                  "url": "https://n8n.io/blog/tracking-time-spent-in-meetings-with-google-calendar-twilio-and-n8n/",
                  "icon": "🗓",
                  "label": "Tracking Time Spent in Meetings With Google Calendar, Twilio, and n8n"
                },
                {
                  "url": "https://n8n.io/blog/creating-error-workflows-in-n8n/",
                  "icon": "🌪",
                  "label": "Creating Error Workflows in n8n"
                },
                {
                  "url": "https://n8n.io/blog/sending-automated-congratulations-with-google-sheets-twilio-and-n8n/",
                  "icon": "🙌",
                  "label": "Sending Automated Congratulations with Google Sheets, Twilio, and n8n "
                },
                {
                  "url": "https://n8n.io/blog/learn-to-build-powerful-api-endpoints-using-webhooks/",
                  "icon": "🧰",
                  "label": "Learn to Build Powerful API Endpoints Using Webhooks"
                },
                {
                  "url": "https://n8n.io/blog/sending-sms-the-low-code-way-with-airtable-twilio-programmable-sms-and-n8n/",
                  "icon": "📱",
                  "label": "Sending SMS the Low-Code Way with Airtable, Twilio Programmable SMS, and n8n"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.twilio/"
                }
              ],
              "credentialDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/credentials/twilio/"
                }
              ]
            },
            "categories": [
              "Communication",
              "Development"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0"
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Twilio"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "Twilio",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 5,
            "name": "Development"
          },
          {
            "id": 6,
            "name": "Communication"
          }
        ]
      },
      {
        "id": 514,
        "icon": "fa:pause-circle",
        "name": "n8n-nodes-base.wait",
        "codex": {
          "data": {
            "alias": [
              "pause",
              "sleep",
              "delay",
              "timeout"
            ],
            "resources": {
              "generic": [
                {
                  "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/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.wait/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers",
                "Flow"
              ]
            }
          }
        },
        "group": "[\"organization\"]",
        "defaults": {
          "name": "Wait",
          "color": "#804050"
        },
        "iconData": {
          "icon": "pause-circle",
          "type": "icon"
        },
        "displayName": "Wait",
        "typeVersion": 1,
        "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": 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": 1163,
        "icon": "fa:database",
        "name": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.memorybufferwindow/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Memory"
              ],
              "Memory": [
                "For beginners"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Simple Memory"
        },
        "iconData": {
          "icon": "database",
          "type": "icon"
        },
        "displayName": "Simple Memory",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1246,
        "icon": "fa:database",
        "name": "@n8n/n8n-nodes-langchain.memoryManager",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.memorymanager/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Miscellaneous",
                "Root Nodes"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Chat Memory Manager"
        },
        "iconData": {
          "icon": "database",
          "type": "icon"
        },
        "displayName": "Chat Memory Manager",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1259,
        "icon": "file:twilio.svg",
        "name": "n8n-nodes-base.twilioTrigger",
        "codex": {
          "data": {
            "alias": [
              "SMS",
              "Phone",
              "Voice"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/trigger-nodes/n8n-nodes-base.twiliotrigger/"
                }
              ],
              "credentialDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/credentials/twilio/"
                }
              ]
            },
            "categories": [
              "Communication",
              "Development"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0"
          }
        },
        "group": "[\"trigger\"]",
        "defaults": {
          "name": "Twilio Trigger"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "Twilio Trigger",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 5,
            "name": "Development"
          },
          {
            "id": 6,
            "name": "Communication"
          }
        ]
      }
    ],
    "categories": [
      {
        "id": 40,
        "name": "Support Chatbot"
      },
      {
        "id": 47,
        "name": "AI Chatbot"
      }
    ],
    "image": []
  }
}