고급 AI 데모 (AI 개발자 14번째 모임에서 발표)

• •Google 계정 및 Gmail API 인증 정보
• •Slack Bot Token 또는 Webhook URL
• •HTTP Webhook 엔드포인트(n8n이 자동으로 생성)
• •대상 API의 인증 정보가 필요할 수 있음
• •OpenAI API Key
• •Anthropic API Key
• •Pinecone API Key

{
  "meta": {
    "instanceId": "84ba6d895254e080ac2b4916d987aa66b000f88d4d919a6b9c76848f9b8a7616",
    "templateId": "2358"
  },
  "nodes": [
    {
      "id": "fb774d11-da48-4481-ad4e-8c93274f123e",
      "name": "메시지 전송",
      "type": "n8n-nodes-base.slack",
      "position": [
        2340,
        580
      ],
      "parameters": {
        "text": "=Data from webhook:  {{ $json.query.email }}",
        "select": "channel",
        "channelId": {
          "__rl": true,
          "mode": "list",
          "value": "C079GL6K3U6",
          "cachedResultName": "general"
        },
        "otherOptions": {},
        "authentication": "oAuth2"
      },
      "typeVersion": 2.2
    },
    {
      "id": "5a3ad8f1-eba7-4076-80fc-0c1237aab50b",
      "name": "스티커 노트2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        380,
        240
      ],
      "parameters": {
        "color": 7,
        "width": 1163.3132111854613,
        "height": 677.0358687053997,
        "content": "![h](https://i.postimg.cc/9XLvL5dL/slide-sf-talk.png#full-width)"
      },
      "typeVersion": 1
    },
    {
      "id": "01c59396-0fef-4d1c-aa1f-787669300650",
      "name": "스티커 노트",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1860,
        240
      ],
      "parameters": {
        "color": 7,
        "width": 437,
        "height": 99,
        "content": "# What is n8n?\n### Low-code Automation Platform for technical teams"
      },
      "typeVersion": 1
    },
    {
      "id": "0bdd4a35-7f5c-443c-a14a-4e6f7ed18712",
      "name": "JavaScript 실행",
      "type": "n8n-nodes-base.code",
      "position": [
        2340,
        380
      ],
      "parameters": {
        "jsCode": "// Loop over input items and add a new field called 'myNewField' to the JSON of each one\nfor (const item of $input.all()) {\n  item.json.myNewField = 1;\n}\n\nreturn $input.all();"
      },
      "typeVersion": 2
    },
    {
      "id": "4b1b6cc1-1a9f-4a0c-96d5-fd179c84c79d",
      "name": "스티커 노트3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        4440,
        240
      ],
      "parameters": {
        "color": 6,
        "width": 318,
        "height": 106,
        "content": "# Example #2\n### RAG with PDF as source"
      },
      "typeVersion": 1
    },
    {
      "id": "7e9e7802-5695-4240-83b9-d6f02192ad2b",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        5120,
        1000
      ],
      "parameters": {
        "options": {},
        "chunkSize": 3000,
        "chunkOverlap": 200
      },
      "typeVersion": 1
    },
    {
      "id": "63783c21-af6d-4e70-8dec-c861641c53fb",
      "name": "Embeddings OpenAI",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        4880,
        820
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1
    },
    {
      "id": "5742ce9c-2f73-4129-85eb-876f562cf6b1",
      "name": "기본 데이터 로더",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        5100,
        820
      ],
      "parameters": {
        "loader": "pdfLoader",
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "document-title",
                "value": "={{ $('PDFs to download').item.json.whitepaper_title }}"
              },
              {
                "name": "document-publish-year",
                "value": "={{ $('PDFs to download').item.json.publish_year }}"
              },
              {
                "name": "document-author",
                "value": "={{ $('PDFs to download').item.json.author }}"
              }
            ]
          }
        },
        "dataType": "binary"
      },
      "typeVersion": 1
    },
    {
      "id": "686c63fa-4672-4107-bd58-ffbb0650b44b",
      "name": "OpenAI 채팅 모델",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        5840,
        840
      ],
      "parameters": {
        "model": "gpt-4o",
        "options": {
          "temperature": 0.3
        }
      },
      "typeVersion": 1
    },
    {
      "id": "73a7df02-aa2c-4f0f-aa88-38cbbbf3b1cb",
      "name": "Embeddings OpenAI2",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        5980,
        1140
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1
    },
    {
      "id": "42737305-fd39-4ec7-b4ba-53f70085dd5f",
      "name": "벡터 저장소 검색기",
      "type": "@n8n/n8n-nodes-langchain.retrieverVectorStore",
      "position": [
        6040,
        840
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "2c7a3666-e123-439d-8b74-41eb375f066c",
      "name": "PDF 다운로드",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        4700,
        600
      ],
      "parameters": {
        "url": "={{ $json.file_url }}",
        "options": {}
      },
      "typeVersion": 4.2
    },
    {
      "id": "866eaeb9-6a7c-4209-b485-8ef13ed006b4",
      "name": "다운로드할 PDF",
      "type": "n8n-nodes-base.noOp",
      "notes": "BTC Whitepaper + metadata",
      "position": [
        4440,
        600
      ],
      "parameters": {},
      "notesInFlow": true,
      "typeVersion": 1
    },
    {
      "id": "e78f2191-096c-4575-9d48-fb891fd18698",
      "name": "스티커 노트4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        4440,
        440
      ],
      "parameters": {
        "color": 4,
        "width": 414.36616595939887,
        "height": 91.0723900084547,
        "content": "## A. Load PDF into Pinecone\nDownload the PDF, then text embeddings into Pincecone"
      },
      "typeVersion": 1
    },
    {
      "id": "7c3ccf27-32b1-4ea7-b2ef-6997793de733",
      "name": "스티커 노트5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        5600,
        460
      ],
      "parameters": {
        "color": 4,
        "width": 284.62109466374466,
        "height": 86.95121951219511,
        "content": "## B. Chat with PDF\nUse GPT4o to chat with Pinecone index"
      },
      "typeVersion": 1
    },
    {
      "id": "6063d009-da6e-4cbf-899f-c86b879931a7",
      "name": "Pinecone 벡터 저장소 읽기",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        5980,
        980
      ],
      "parameters": {
        "options": {
          "pineconeNamespace": "whitepaper"
        },
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "whitepapers",
          "cachedResultName": "whitepapers"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "8aa52156-264d-4911-993c-ac5117a76b21",
      "name": "질문 및 답변 체인",
      "type": "@n8n/n8n-nodes-langchain.chainRetrievalQa",
      "position": [
        5840,
        620
      ],
      "parameters": {
        "text": "={{ $json.chatInput }}. \nOnly use vector store knowledge to answer the question. Don't make anything up. If you don't know the answer, tell the user that you don't know.",
        "promptType": "define"
      },
      "typeVersion": 1.3
    },
    {
      "id": "b394ee1d-a2ca-4db0-8caa-981f8f066787",
      "name": "스티커 노트6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        7380,
        240
      ],
      "parameters": {
        "color": 6,
        "width": 504.25,
        "height": 106,
        "content": "# Example #3\n### AI Assistant that knows how to use predefined API endpoints "
      },
      "typeVersion": 1
    },
    {
      "id": "37a8b8f2-c444-4c6e-9b02-b97a5c616e84",
      "name": "스티커 노트7",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        3020,
        220
      ],
      "parameters": {
        "color": 6,
        "width": 318,
        "height": 111,
        "content": "# Example #1\n### Categorize incoming emails with AI"
      },
      "typeVersion": 1
    },
    {
      "id": "07123e8e-8760-4c89-acda-aaef6de68be2",
      "name": "Anthropic 채팅 모델",
      "type": "@n8n/n8n-nodes-langchain.lmChatAnthropic",
      "position": [
        7580,
        700
      ],
      "parameters": {
        "options": {
          "temperature": 0.4
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "e338a175-e823-4cd4-b77d-f5acbfcbdb9d",
      "name": "캘린더 가용성 확인",
      "type": "@n8n/n8n-nodes-langchain.toolHttpRequest",
      "position": [
        7900,
        700
      ],
      "parameters": {
        "url": "https://www.googleapis.com/calendar/v3/freeBusy",
        "method": "POST",
        "jsonBody": "={\n  \"timeMin\": \"{timeMin}\",\n  \"timeMax\": \"{timeMax}\",\n  \"timeZone\": \"Europe/Berlin\",\n  \"groupExpansionMax\": 20,\n  \"calendarExpansionMax\": 10,\n  \"items\": [\n    {\n      \"id\": \"max@n8n.io\"\n    }\n  ]\n}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Call this tool to get the appointment availability for a particular period on the calendar. The tool may refer to availability as \"Free\" or \"Busy\". \n\nUse {timeMin} and {timeMax} to specify the window for the availability query. For example, to get availability for 25 July, 2024 the {timeMin} would be 2024-07-25T09:00:00+02:00 and {timeMax} would be 2024-07-25T17:00:00+02:00.\n\nIf the tool returns an empty response, it means that something went wrong. It does not mean that there is no availability.",
        "nodeCredentialType": "googleCalendarOAuth2Api"
      },
      "typeVersion": 1
    },
    {
      "id": "ae05933c-dfa9-4272-b610-8b5fc94d76fe",
      "name": "약속 예약 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        7680,
        480
      ],
      "parameters": {
        "options": {
          "systemMessage": "=You are an efficient and courteous assistant tasked with scheduling appointments with Max Tkacz.\n\nWhen users mention an appointment or meeting, they are referring to a meeting with Max.\nWhen users refer to the calendar or \"your schedule,\" they are referring to Max's calendar. \n\nYou can use various tools to access and manage Max's calendar. Your primary goal is to assist users in successfully booking an appointment with Max, ensuring no scheduling conflicts. Only book an appointment if the requested time slot is available (the tool may refer to this as \"Free\")\n\nToday's date is {{ $today.format('dd LLL yyyy') }}.\nAppointments are always 30 minutes in length. \n\n\nProvide accurate information at all times. If the tools are not functioning correctly, inform the user that you are unable to assist them at the moment.\n"
        }
      },
      "typeVersion": 1.6
    },
    {
      "id": "7e3b1797-150e-4c7c-93a5-306b981e0b6c",
      "name": "스티커 노트1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        8300,
        440
      ],
      "parameters": {
        "color": 7,
        "width": 327.46658341463433,
        "height": 571.8601927804875,
        "content": "![h](https://i.imghippo.com/files/d9Bgv1721858679.png#full-width)\n[Open Calendar](https://calendar.google.com/calendar/u/0/r/day/2024/7/26)"
      },
      "typeVersion": 1
    },
    {
      "id": "afe8d14d-d0d0-4a11-bb4f-57358de66bc1",
      "name": "Window Buffer Memory",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        7720,
        700
      ],
      "parameters": {
        "contextWindowLength": 10
      },
      "typeVersion": 1.2
    },
    {
      "id": "53d131ea-3235-4e4e-828b-dc22c9021e50",
      "name": "스티커 노트8",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        6380,
        640
      ],
      "parameters": {
        "color": 7,
        "width": 615.2162978341456,
        "height": 403.1877919219511,
        "content": "![h](https://i.postimg.cc/kXW9XrZt/Screenshot-2024-07-24-at-15-18-27.png#full-width)\nBTC Whitepaper references"
      },
      "typeVersion": 1
    },
    {
      "id": "55a0f180-bb35-4b35-b72c-b9361698e5ad",
      "name": "스티커 노트9",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        9660,
        240
      ],
      "parameters": {
        "color": 7,
        "width": 345.33741540309194,
        "height": 398.9629539487597,
        "content": "### Connect with me or explore this demo 👇\n![QR](https://i.postimg.cc/VNkdCLQh/frame.png#full-width)"
      },
      "typeVersion": 1
    },
    {
      "id": "14b3231d-aa96-4783-be8f-cb2f70b0bc7f",
      "name": "스티커 노트10",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        9220,
        240
      ],
      "parameters": {
        "color": 7,
        "width": 411.2946586626259,
        "height": 197.19036476628202,
        "content": "# Thank you and happy flowgramming 🤘\n\n### Max Tkacz | Senior Developer Advocate @ n8n"
      },
      "typeVersion": 1
    },
    {
      "id": "c9a2fcdc-c8ab-4b9d-9979-4fd7cca1e8a8",
      "name": "Pinecone 벡터 저장소에 삽입",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        4920,
        600
      ],
      "parameters": {
        "mode": "insert",
        "options": {
          "clearNamespace": true,
          "pineconeNamespace": "whitepaper"
        },
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "whitepapers",
          "cachedResultName": "whitepapers"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "6a890c74-67f9-4eee-bb56-7c9a68921ae1",
      "name": "약속 예약",
      "type": "@n8n/n8n-nodes-langchain.toolHttpRequest",
      "position": [
        8060,
        700
      ],
      "parameters": {
        "url": "https://www.googleapis.com/calendar/v3/calendars/max@n8n.io/events",
        "method": "POST",
        "jsonBody": "={\n  \"summary\": \"Appointment with {userName}\",\n  \"start\": {\n    \"dateTime\": \"{startTime}\",\n    \"timeZone\": \"Europe/Berlin\"\n  },\n  \"end\": {\n    \"dateTime\": \"{endTime}\",\n    \"timeZone\": \"Europe/Berlin\"\n  },\n  \"attendees\": [\n    {\"email\": \"max@n8n.io\"},\n    {\"email\": \"{userEmail}\"}\n  ]\n}",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "predefinedCredentialType",
        "toolDescription": "Call this tool to book an appointment in the calendar. ",
        "nodeCredentialType": "googleCalendarOAuth2Api",
        "placeholderDefinitions": {
          "values": [
            {
              "name": "userName",
              "description": "The full name of the user making the appointment. Like John Doe"
            },
            {
              "name": "startTime",
              "description": "The start time of the event in Europe/Berlin timezone. For example, 2024-07-24T10:00:00+02:00"
            },
            {
              "name": "endTime",
              "description": "The end time of the event in Europe/Berlin timezone. It should always be 30 minutes after the startTime. "
            },
            {
              "name": "userEmail",
              "description": "The email address of the user making the appointment"
            }
          ]
        }
      },
      "typeVersion": 1
    },
    {
      "id": "7f6e62f2-2d72-4fd2-a6ef-e57028d0055b",
      "name": "채팅 메시지 수신 시",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        5600,
        620
      ],
      "webhookId": "c348693e-9c43-4bf2-90a5-23786273e809",
      "parameters": {
        "public": true,
        "options": {
          "title": "Book an appointment with Max"
        },
        "initialMessages": "Hi there! 👋\nI can help you schedule an appointment with Max Tkacz. On which day would you like to meet?"
      },
      "typeVersion": 1.1
    },
    {
      "id": "52c65975-479d-4c76-bcd3-23f5c9bb6acf",
      "name": "스티커 노트11",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        9220,
        460
      ],
      "parameters": {
        "color": 7,
        "width": 411.2946586626259,
        "height": 80,
        "content": "### Explore 100+ AI Workflow templates on n8n.io\n[Open Templates Library](https://n8n.io/workflows)"
      },
      "typeVersion": 1
    },
    {
      "id": "ba0635c0-2ca4-4b27-b960-3a0e0f93a56a",
      "name": "스티커 노트12",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        9220,
        560
      ],
      "parameters": {
        "color": 7,
        "width": 411.2946586626259,
        "height": 80,
        "content": "### Ask a question in our community (13k+ members)\n[Explore n8n community](https://community.n8n.io/)"
      },
      "typeVersion": 1
    },
    {
      "id": "29227c52-a9cc-4bd1-b1a3-78fb805b659c",
      "name": "OpenAI 채팅 모델1",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        3260,
        660
      ],
      "parameters": {
        "model": "gpt-4o",
        "options": {
          "temperature": 0.5
        }
      },
      "typeVersion": 1
    },
    {
      "id": "494a2868-9ff5-402c-b83b-6dd2c3ddbcc9",
      "name": "자동화 라벨 추가",
      "type": "n8n-nodes-base.gmail",
      "position": [
        3760,
        300
      ],
      "parameters": {
        "labelIds": [
          "Label_4763053241338138112"
        ],
        "messageId": "={{ $json.id }}",
        "operation": "addLabels"
      },
      "typeVersion": 2.1
    },
    {
      "id": "0f9d834d-ec47-43f5-945b-8c464d371122",
      "name": "네이선 수신함에 새 이메일 도착 시",
      "type": "n8n-nodes-base.gmailTrigger",
      "disabled": true,
      "position": [
        3040,
        460
      ],
      "parameters": {
        "simple": false,
        "filters": {},
        "options": {},
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "142e2a49-40bd-4bf5-9ba3-f14ecd68618e",
      "name": "음악 라벨 추가",
      "type": "n8n-nodes-base.gmail",
      "position": [
        3760,
        500
      ],
      "parameters": {
        "labelIds": [
          "Label_6822395192337188416"
        ],
        "messageId": "={{ $json.id }}",
        "operation": "addLabels"
      },
      "typeVersion": 2.1
    },
    {
      "id": "2eb46753-a0e8-43ec-a460-466b1dd265c9",
      "name": "AI로 라벨 할당",
      "type": "@n8n/n8n-nodes-langchain.textClassifier",
      "position": [
        3280,
        460
      ],
      "parameters": {
        "options": {},
        "inputText": "={{ $json.text }}",
        "categories": {
          "categories": [
            {
              "category": "automation",
              "description": "email on the topic of automation or workflows and automated processes, includes newsletters on this topic"
            },
            {
              "category": "music",
              "description": "email on the topic of music, for example from an artist "
            }
          ]
        }
      },
      "typeVersion": 1
    },
    {
      "id": "576d8206-1b1e-4671-ba45-86e9d844a73b",
      "name": "Webhook",
      "type": "n8n-nodes-base.webhook",
      "position": [
        1860,
        460
      ],
      "webhookId": "74facfd7-0f51-4605-9724-2c300594fcf9",
      "parameters": {
        "path": "74facfd7-0f51-4605-9724-2c300594fcf9",
        "options": {}
      },
      "typeVersion": 2
    },
    {
      "id": "1e612376-1a3b-4c48-9cd3-97867ba4cad5",
      "name": "n8n 포함 이메일 여부 확인",
      "type": "n8n-nodes-base.if",
      "position": [
        2060,
        460
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "a0b16c44-03ea-4e96-9671-7b168697186d",
              "operator": {
                "type": "string",
                "operation": "contains"
              },
              "leftValue": "={{ $json.query.email }}",
              "rightValue": "@n8n"
            }
          ]
        }
      },
      "typeVersion": 2
    }
  ],
  "pinData": {},
  "connections": {
    "576d8206-1b1e-4671-ba45-86e9d844a73b": {
      "main": [
        [
          {
            "node": "1e612376-1a3b-4c48-9cd3-97867ba4cad5",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "2c7a3666-e123-439d-8b74-41eb375f066c": {
      "main": [
        [
          {
            "node": "c9a2fcdc-c8ab-4b9d-9979-4fd7cca1e8a8",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "6a890c74-67f9-4eee-bb56-7c9a68921ae1": {
      "ai_tool": [
        [
          {
            "node": "ae05933c-dfa9-4272-b610-8b5fc94d76fe",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "866eaeb9-6a7c-4209-b485-8ef13ed006b4": {
      "main": [
        [
          {
            "node": "2c7a3666-e123-439d-8b74-41eb375f066c",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "63783c21-af6d-4e70-8dec-c861641c53fb": {
      "ai_embedding": [
        [
          {
            "node": "c9a2fcdc-c8ab-4b9d-9979-4fd7cca1e8a8",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "686c63fa-4672-4107-bd58-ffbb0650b44b": {
      "ai_languageModel": [
        [
          {
            "node": "8aa52156-264d-4911-993c-ac5117a76b21",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "73a7df02-aa2c-4f0f-aa88-38cbbbf3b1cb": {
      "ai_embedding": [
        [
          {
            "node": "6063d009-da6e-4cbf-899f-c86b879931a7",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "29227c52-a9cc-4bd1-b1a3-78fb805b659c": {
      "ai_languageModel": [
        [
          {
            "node": "2eb46753-a0e8-43ec-a460-466b1dd265c9",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "5742ce9c-2f73-4129-85eb-876f562cf6b1": {
      "ai_document": [
        [
          {
            "node": "c9a2fcdc-c8ab-4b9d-9979-4fd7cca1e8a8",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "07123e8e-8760-4c89-acda-aaef6de68be2": {
      "ai_languageModel": [
        [
          {
            "node": "ae05933c-dfa9-4272-b610-8b5fc94d76fe",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "2eb46753-a0e8-43ec-a460-466b1dd265c9": {
      "main": [
        [
          {
            "node": "494a2868-9ff5-402c-b83b-6dd2c3ddbcc9",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "142e2a49-40bd-4bf5-9ba3-f14ecd68618e",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "afe8d14d-d0d0-4a11-bb4f-57358de66bc1": {
      "ai_memory": [
        [
          {
            "node": "ae05933c-dfa9-4272-b610-8b5fc94d76fe",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "42737305-fd39-4ec7-b4ba-53f70085dd5f": {
      "ai_retriever": [
        [
          {
            "node": "8aa52156-264d-4911-993c-ac5117a76b21",
            "type": "ai_retriever",
            "index": 0
          }
        ]
      ]
    },
    "e338a175-e823-4cd4-b77d-f5acbfcbdb9d": {
      "ai_tool": [
        [
          {
            "node": "ae05933c-dfa9-4272-b610-8b5fc94d76fe",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "6063d009-da6e-4cbf-899f-c86b879931a7": {
      "ai_vectorStore": [
        [
          {
            "node": "42737305-fd39-4ec7-b4ba-53f70085dd5f",
            "type": "ai_vectorStore",
            "index": 0
          }
        ]
      ]
    },
    "7f6e62f2-2d72-4fd2-a6ef-e57028d0055b": {
      "main": [
        [
          {
            "node": "8aa52156-264d-4911-993c-ac5117a76b21",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "1e612376-1a3b-4c48-9cd3-97867ba4cad5": {
      "main": [
        [
          {
            "node": "0bdd4a35-7f5c-443c-a14a-4e6f7ed18712",
            "type": "main",
            "index": 0
          },
          {
            "node": "fb774d11-da48-4481-ad4e-8c93274f123e",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "0f9d834d-ec47-43f5-945b-8c464d371122": {
      "main": [
        [
          {
            "node": "2eb46753-a0e8-43ec-a460-466b1dd265c9",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "7e9e7802-5695-4240-83b9-d6f02192ad2b": {
      "ai_textSplitter": [
        [
          {
            "node": "5742ce9c-2f73-4129-85eb-876f562cf6b1",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    }
  }
}