AI Tool Node와 GPT-4, DALL-E의 다중 지능체 책 작성 워크플로우 생성

• •AWS Access Key와 Secret
• •Google Drive API 인증 정보
• •대상 API의 인증 정보가 필요할 수 있음
• •OpenAI API Key

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  "meta": {
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    "templateCredsSetupCompleted": true
  },
  "name": "Multi-Agent Book Creation Workflow with AI Tool Node and GPT-4, DALL-E",
  "tags": [],
  "nodes": [
    {
      "id": "8186d3a3-15f5-456b-8ba4-d62ea9ea1bd4",
      "name": "채팅 메시지 수신 시",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
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      ],
      "webhookId": "d41b30e6-1c2d-4d84-8bcc-bb47a361e608",
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      "typeVersion": 1.1
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    {
      "id": "582637d7-5961-463c-bf35-d4172eceec30",
      "name": "디자이너 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
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      ],
      "parameters": {
        "text": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "You are Designer Agent, your job is to generate the prompt to create the book cover\n\nThe prompt must be ready for DALL·E 2 and include:\n- focal motif(s) matching brief.visual_motifs (1–3)\n- composition with clean top third for title; safe margins\n- style/medium; lighting; background texture/gradient\n- color direction (brief.color_palette)\n- typography guidance: “bold sans-serif title, high contrast”\n- aspect ratio mention: “aspect ratio 1:1.6”\n\nDo NOT generate images, return the prompt only, nothing else Do NOT return anything else."
      },
      "typeVersion": 2.2
    },
    {
      "id": "1508974a-2b9d-41de-bea8-6b69f52ec91a",
      "name": "콘텐츠 작가 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
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      ],
      "parameters": {
        "text": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "You are a Book Writer Agent\nYour task is to write the entire book in Markdown format following the provided writing_brief.\n\nOutput Rules\n\t•\tFormat strictly in Markdown\n\t•\tNo extra text, no explanations, no keys, no JSON\n\t•\tNo fabricated citations\n\nStructure\n\t•\t# Title page with title, subtitle, author\n\t•\t## Table of Contents listing all chapters\n\t•\t## Chapters (match chapter_count), use ## for chapter titles and ### for sections\n\t•\tInclude practical sections, examples, and brief checklists where relevant\n\t•\tEnd with:\n\t•\t## Conclusion / Key Takeaways\n\t•\t## Next Steps / Further Reading (if applicable)\n\nConstraints\n\t•\tRespect language, tone, target_word_count (±15%), and chapter_count.\nDo not add break line between chapter, each chapter should be long and informative.\nReturn in markdown only, nothing else."
      },
      "typeVersion": 2.2
    },
    {
      "id": "8a921536-1306-456a-a606-bed24c4a96ed",
      "name": "구조화 출력 파서",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        -144,
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      ],
      "parameters": {
        "jsonSchemaExample": "{\n  \"book_brief\": {\n    \"working_title\": \"Navigating AI Automation\",\n    \"subtitle\": \"A Practical Guide for Busy Teams\",\n    \"topic\": \"AI automation for SMEs\",\n    \"audience\": \"General readers with interest in the topic.\",\n    \"goals\": \"Teach a simple, repeatable automation playbook.\",\n    \"tone\": \"Clear, practical, friendly\",\n    \"language\": \"English\",\n    \"keywords\": [\"automation\",\"AI\",\"workflows\",\"n8n\"],\n    \"target_word_count\": 4000,\n    \"chapter_count\": 6\n  },\n  \"cover_design_brief\": {\n    \"title\": \"Navigating AI Automation\",\n    \"subtitle\": \"A Practical Guide for Busy Teams\",\n    \"author\": \"Anonymous\",\n    \"language\": \"English\",\n    \"style_descriptors\": [\"minimalist\",\"bold typography\",\"clean vector\",\"subtle texture\"],\n    \"visual_motifs\": [\"compass\",\"grid\",\"workflow nodes\"],\n    \"avoid\": [\"logos\",\"trademarked characters\",\"NSFW\"],\n    \"color_palette\": \"High-contrast, modern\",\n    \"composition_notes\": \"Leave top third clean for bold title\",\n    \"aspect_ratio\": \"1:1.6\"\n  },\n  \"writing_brief\": {\n    \"title\": \"Navigating AI Automation\",\n    \"subtitle\": \"A Practical Guide for Busy Teams\",\n    \"author\": \"Anonymous\",\n    \"language\": \"English\",\n    \"tone\": \"Clear, practical, friendly\",\n    \"target_word_count\": 4000,\n    \"chapter_count\": 6,\n    \"outline\": [\"Intro\",\"Foundations\",\"Core Concepts\",\"Workflow\",\"Case Study\",\"Pitfalls & Next Steps\"],\n    \"include_front_matter\": true,\n    \"include_back_matter\": true,\n    \"image_placeholders\": true,\n    \"citations_policy\": \"none unless sources provided\"\n  }\n}"
      },
      "typeVersion": 1.3
    },
    {
      "id": "700133ce-dbda-4f44-99d4-eef15c49e96c",
      "name": "도서 개요 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -304,
        -432
      ],
      "parameters": {
        "text": "=Create a short book brief from this request:\n- Topic: {{ $json.chatInput }}\n- Audience (optional): Kid\n- Language (optional): English\n- Target word count (optional): 10000\n- Chapter count (optional): 5\n- Author (optional): Trung Tran",
        "options": {
          "systemMessage": "You are General Agent. Your ONLY job in this call: return a single planning JSON object with keys\n{ book_brief, cover_design_brief, writing_brief }.\n\nHard rules:\n- Return EXACTLY one JSON object. No arrays, no markdown, no prose, no notes, no explanations.\n- If a field is missing, FILL a sensible default. Do NOT ask follow-ups or add “please provide”.\n- Top-level keys MUST be exactly: book_brief, cover_design_brief, writing_brief.\n- All arrays MUST be arrays of strings/integers as appropriate (no objects unless specified).\n- Language must mirror the request or default to \"English\".\n- Audience/tone defaults: audience=\"General readers with interest in the topic.\", tone=\"Clear, practical, friendly\".\n- Numbers are integers (e.g., target_word_count, chapter_count).\n\nSchema (shape, not instructions):\n{\n  \"book_brief\": {\n    \"working_title\": \"string\",\n    \"subtitle\": \"string\",\n    \"topic\": \"string\",\n    \"audience\": \"string\",\n    \"goals\": \"string\",\n    \"tone\": \"string\",\n    \"language\": \"string\",\n    \"keywords\": [\"string\"],\n    \"target_word_count\": 4000,\n    \"chapter_count\": 6,\n    \"author\": \"string\"\n  },\n  \"cover_design_brief\": {\n    \"title\": \"string\",\n    \"subtitle\": \"string\",\n    \"author\": \"string\",\n    \"language\": \"string\",\n    \"style_descriptors\": [\"string\"],\n    \"visual_motifs\": [\"string\"],\n    \"avoid\": [\"string\"],\n    \"color_palette\": \"string\",\n    \"composition_notes\": \"string\",\n    \"aspect_ratio\": \"1:1.6\"\n  },\n  \"writing_brief\": {\n    \"title\": \"string\",\n    \"subtitle\": \"string\",\n    \"author\": \"string\",\n    \"language\": \"string\",\n    \"tone\": \"string\",\n    \"target_word_count\": 4000,\n    \"chapter_count\": 6,\n    \"outline\": [\"string\"],\n    \"include_front_matter\": true,\n    \"include_back_matter\": true,\n    \"image_placeholders\": true,\n    \"citations_policy\": \"string\"\n  }\n}"
        },
        "promptType": "define",
        "hasOutputParser": true
      },
      "typeVersion": 2.1
    },
    {
      "id": "b8def711-2648-4065-adaf-e1d7265050ca",
      "name": "도서 작성 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        384,
        -432
      ],
      "parameters": {
        "text": "=Given the following input:\n{{ $json.output.toJsonString() }}\nUse the Designer Agent and Content Writer Agent to produce the final JSON output with:\n1.\tcover_prompt: a DALL·E input prompt generated from cover_design_brief.\n2.\tbook_content_markdown: the full book content in markdow (must be markdown format) generated from writing_brief.",
        "options": {
          "systemMessage": "You are the Orchestration Agent responsible for managing two specialized tool agents to create a children-friendly book project. Your job is to:\n\t1.\tAnalyze the input JSON which contains:\n\t•\tbook_brief: metadata about the book project\n\t•\tcover_design_brief: instructions for designing the book cover\n\t•\twriting_brief: instructions for writing the book content\n\t2.\tCoordinate two tool agents:\n\t•\tDesigner Agent → Generate a DALL·E-compatible prompt using cover_design_brief.\n\t•\tContent Writer Agent → Generate full book content in Markdown format using writing_brief.\n\t3.\tFinal Output:\n\t•\tA cover prompt (string) to be used later with DALL·E for cover creation.\n\t•\tThe full book manuscript in Markdown format, including front matter, chapters, image placeholders, and back matter as specified.\n\t4.\tConstraints & Style:\n\t•\tThe book should follow the tone, audience, and structure defined in the input.\n\t•\tThe Designer prompt must be visual, concise, and descriptive.\n\t•\tThe book content must be clear, practical, friendly, and suitable for kids.\n\t•\tReturn the results in JSON format with two fields:\n\t•\tcover_prompt\n\t•\tbook_content_markdown (must be markdown format)"
        },
        "promptType": "define",
        "hasOutputParser": true
      },
      "typeVersion": 2.1
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    {
      "id": "74667209-1051-4390-a98d-8c1b3cf3e281",
      "name": "gpt-4.1-mini",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
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      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "PPSwAKeLQYgAPobT",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "a4ca95db-4b95-4e60-881e-9007443b049d",
      "name": "gpt-4.1-mini1",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
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      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
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        "options": {}
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      "credentials": {
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          "id": "PPSwAKeLQYgAPobT",
          "name": "OpenAi account"
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      "typeVersion": 1.2
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      "id": "5bdcf76c-a163-4ff8-aa6a-38c282ccc479",
      "name": "gpt-4.1-mini2",
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      "position": [
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      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
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        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "PPSwAKeLQYgAPobT",
          "name": "OpenAi account"
        }
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      "typeVersion": 1.2
    },
    {
      "id": "52af3ecd-4d98-4553-becb-1dfc09860bf0",
      "name": "구조화 출력 파서1",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        864,
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      ],
      "parameters": {
        "jsonSchemaExample": "{\n  \"bookCoverPrompt\": \"prompt\",\n  \"bookContentMarkdown\": \"markdown\"\n}"
      },
      "typeVersion": 1.3
    },
    {
      "id": "04bc9c11-9816-4d26-b3da-9f92559d1f67",
      "name": "메타데이터 설정",
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      "position": [
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      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "1ff0b9a4-7d60-44ec-b047-e49252f1ace9",
              "name": "Drive Folder ID",
              "type": "string",
              "value": "your_folder_id"
            },
            {
              "id": "523998b6-631e-484e-bb78-fb0b38f00184",
              "name": "S3BaseURL",
              "type": "string",
              "value": "https://your_bucket_name.s3.ap-southeast-1.amazonaws.com/"
            },
            {
              "id": "630ed341-4064-4ae1-b3e1-cf36555bb04c",
              "name": "=PictureURL",
              "type": "string",
              "value": "=https://your_bucket_name.s3.ap-southeast-1.amazonaws.com/{{ $('Book Brief Agent').item.json.output.book_brief.working_title.replaceAll(\" \",'')}}-{{ $workflow.id }}.png"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "770f93e9-f4b7-4d08-861c-5d89de5fa601",
      "name": "문서를 PDF로 변환",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        2192,
        -432
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $json.id }}"
        },
        "options": {
          "googleFileConversion": {
            "conversion": {
              "docsToFormat": "application/pdf"
            }
          }
        },
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "fC471es5gk5Mm900",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "8688f126-e490-49e5-9a15-a1f80e999389",
      "name": "OpenAI Chat Model",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        320,
        0
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "PPSwAKeLQYgAPobT",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "0a085c77-8a24-4297-8b42-de7bfbb64a11",
      "name": "표지 이미지 생성",
      "type": "@n8n/n8n-nodes-langchain.openAi",
      "position": [
        1072,
        -432
      ],
      "parameters": {
        "model": "dall-e-2",
        "prompt": "={{ $json.output.bookCoverPrompt }}",
        "options": {},
        "resource": "image"
      },
      "credentials": {
        "openAiApi": {
          "id": "PPSwAKeLQYgAPobT",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.8
    },
    {
      "id": "d7705daf-bf94-40a9-8358-661c7617583b",
      "name": "AWS S3에 업로드",
      "type": "n8n-nodes-base.awsS3",
      "position": [
        1296,
        -432
      ],
      "parameters": {
        "fileName": "={{ $('Book Brief Agent').item.json.output.book_brief.working_title.replaceAll(\" \",'')}}-{{ $workflow.id }}.{{ $json.fileExtension }}",
        "operation": "upload",
        "bucketName": "wisestackai",
        "additionalFields": {
          "acl": "publicRead",
          "grantRead": true,
          "grantReadAcp": true
        }
      },
      "credentials": {
        "aws": {
          "id": "IZYsJuHhfVJ3PIrC",
          "name": "AWS account"
        }
      },
      "typeVersion": 2
    },
    {
      "id": "b0dd7e17-b059-4ac2-bde6-ed3b15dc270a",
      "name": "도서 HTML 빌드",
      "type": "n8n-nodes-base.markdown",
      "position": [
        1744,
        -432
      ],
      "parameters": {
        "mode": "markdownToHtml",
        "options": {},
        "markdown": "=![Alt text]({{ $json.PictureURL }})\n\n{{ $('Book Writer Agent').item.json.output.bookContentMarkdown.replaceAll(\"---\",'/n') }}"
      },
      "typeVersion": 1
    },
    {
      "id": "2254d49e-29c7-4e06-ac75-f4c4c0b60f02",
      "name": "Google Drive에 업로드",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1968,
        -432
      ],
      "parameters": {
        "url": "https://www.googleapis.com/upload/drive/v3/files?uploadType=multipart&supportsAllDrives=true",
        "body": "=--foo_bar_baz\nContent-Type: application/json; charset=UTF-8\n\n{\n  \"name\": \"{{ $('Book Brief Agent').item.json.output.book_brief.working_title }}: {{ $('Book Brief Agent').item.json.output.book_brief.subtitle }}\",\n  \"mimeType\": \"application/vnd.google-apps.document\",\n  \"parents\": [\"{{ $json['Drive Folder ID'] }}\"]\n}\n\n--foo_bar_baz\nContent-Type: text/html; charset=UTF-8\n\n{{ $json.data }}\n--foo_bar_baz--",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "sendQuery": true,
        "contentType": "raw",
        "sendHeaders": true,
        "authentication": "predefinedCredentialType",
        "rawContentType": "multipart/related; boundary=foo_bar_baz",
        "queryParameters": {
          "parameters": [
            {
              "name": "uploadType",
              "value": "multipart"
            },
            {
              "name": "supportsAllDrives",
              "value": "true"
            }
          ]
        },
        "headerParameters": {
          "parameters": [
            {
              "name": "boundary",
              "value": "foo_bar_baz"
            }
          ]
        },
        "nodeCredentialType": "googleDriveOAuth2Api"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "fC471es5gk5Mm900",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "53f746bb-13f6-4807-9bc8-154f546da928",
      "name": "Drive 폴더에 아카이브",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        2416,
        -432
      ],
      "parameters": {
        "name": "={{ $json.name }}.pdf",
        "driveId": {
          "__rl": true,
          "mode": "list",
          "value": "My Drive"
        },
        "options": {},
        "folderId": {
          "__rl": true,
          "mode": "list",
          "value": "1IPcko8bzogO3W4mxhrW2Q017QA0Lc5MI",
          "cachedResultUrl": "https://drive.google.com/drive/folders/1IPcko8bzogO3W4mxhrW2Q017QA0Lc5MI",
          "cachedResultName": "SmartSales"
        }
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "fC471es5gk5Mm900",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "45fd8cf7-c850-4c7a-bb7a-af78cf6fd675",
      "name": "스티커 노트",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1584,
        -1008
      ],
      "parameters": {
        "width": 992,
        "height": 1920,
        "content": "# Multi-Agent Book Creation Workflow with AI Tool Node and GPT-4, DALL-E\n[![Watch the video](https://wisestackai.s3.ap-southeast-1.amazonaws.com/multi-agent-book-creation-workflow-with-ai-tool-node-and-gpt-4-dall-e.jpg)](https://www.youtube.com/watch?v=o1x8Tw_7FwQ)\n\n## **Who’s it for**\nThis workflow is designed for:\n- **Content creators** who want to generate books or structured documents automatically.  \n- **Educators and trainers** who need quick course materials, eBooks, or study guides.  \n- **Automation enthusiasts** exploring **multi-agent systems** using the newly released **AI Tool Node** in n8n.  \n- **Developers** looking for a reference template to understand **orchestration of multiple AI agents** with structured output.  \n\n## **How it works / What it does**\nThis template demonstrates a **multi-agent orchestration system** powered by AI Tool Nodes:  \n1. **Trigger**: Workflow starts when a chat message is received.  \n2. **Book Brief Agent**: Generates the initial book concept (title, subtitle, and outline).  \n3. **Book Writer Agent**: Expands the outline into full content by collaborating with two sub-agents:  \n   - **Designer Agent** → Provides layout/design suggestions.  \n   - **Content Writer Agent** → Drafts and refines chapters.  \n4. **Generate Cover Image**: AI generates a custom book cover image.  \n5. **Upload to AWS S3**: Stores the cover image securely.  \n6. **Configure Metadata**: Adds metadata for title, author, and description.  \n7. **Build Book HTML**: Converts markdown-based content into HTML format.  \n8. **Upload to Google Drive**: Saves the HTML content for processing.  \n9. **Convert to PDF**: Transforms the book into a professional PDF.  \n10. **Archive to Google Drive**: Final version is archived for safe storage.  \n\nThis workflow showcases **multi-agent coordination, structured parsing, and seamless integration** with cloud storage services.  \n\n## **How to set up**\n1. **Import the workflow** into n8n.  \n2. Configure the following connections:  \n   - **OpenAI** (for Book Brief, Book Writer, Designer, and Content Writer Agents).  \n   - **AWS S3** (for image storage).  \n   - **Google Drive** (for document storage & archiving).  \n3. Add your API keys and credentials in **n8n credentials manager**.  \n4. Test the workflow by sending a sample chat message (e.g., *“Write a book about AI in education”*).  \n5. Verify outputs in Google Drive (HTML + PDF) and AWS S3 (cover image).  \n\n## **Requirements**\n- **n8n** (latest version with **AI Tool Node** support).  \n- **OpenAI API key** (to power multi-agent models).  \n- **AWS account** (with S3 bucket for storing images).  \n- **Google Drive integration** (for document storage and archiving).  \n- Basic familiarity with **workflow setup in n8n**.  \n\n## **How to customize the workflow**\n- **Switch Models**: Replace `gpt-4.1-mini` with other models (faster, cheaper, or more powerful).  \n- **Add More Agents**: Introduce agents for **editing, fact-checking, or translation**.  \n- **Change Output Format**: Export to **EPUB, DOCX, or Markdown** instead of PDF.  \n- **Branding Options**: Modify the **cover generation prompt** to include company logos or specific style.  \n- **Extend Storage**: Add **Dropbox, OneDrive, or Notion** integration for additional archiving.  \n- **Trigger Alternatives**: Replace chat trigger with **form submission, webhook, or schedule-based runs**.  \n\n✅ This workflow acts as a **free, plug-and-play template** to showcase how **multi-agents + AI Tool Node** can work together to automate complex content creation pipelines.  "
      },
      "typeVersion": 1
    },
    {
      "id": "e9b3dc5a-aac3-4323-8071-e873c0e4dbc5",
      "name": "스티커 노트1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -560,
        -608
      ],
      "parameters": {
        "height": 128,
        "content": "### 1. Trigger on Chat Message\nThe workflow begins when a chat message is received, acting as the initial input to start the automation."
      },
      "typeVersion": 1
    },
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