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AI 챗봇 에이전트: InfraNodus 그래프 RAG 지식을 활용한 전문가 패널

중급

이것은Support, AI분야의자동화 워크플로우로, 14개의 노드를 포함합니다.주로 Agent, HttpRequestTool, ChatTrigger, LmChatOpenAi, MemoryBufferWindow 등의 노드를 사용하며인공지능 기술을 결합하여 스마트 자동화를 구현합니다. InfraNodus GraphRAG 지식 그래프 기술을 도입한 전문가 패널 AI 챗봇 에이전트

사전 요구사항
  • 대상 API의 인증 정보가 필요할 수 있음
  • OpenAI API Key

카테고리

워크플로우 미리보기
노드 연결 관계를 시각적으로 표시하며, 확대/축소 및 이동을 지원합니다
워크플로우 내보내기
다음 JSON 구성을 복사하여 n8n에 가져오면 이 워크플로우를 사용할 수 있습니다
{
  "id": "bHZEpS3GDpUNmmRD",
  "meta": {
    "instanceId": "2a26454b0172ffcb8d70ba77c235b1209f92cd71bf06c79ba609c7173b416d68",
    "templateCredsSetupCompleted": true
  },
  "name": "AI Chatbot Agent: a Panel of Experts using InfraNodus Graph RAG Knowledge",
  "tags": [
    {
      "id": "66wgFoDi9Xjl74M3",
      "name": "Support",
      "createdAt": "2025-05-21T17:06:32.355Z",
      "updatedAt": "2025-05-21T17:06:32.355Z"
    },
    {
      "id": "9QurS5Kb1CkCYrnG",
      "name": "Product",
      "createdAt": "2025-05-21T17:06:29.704Z",
      "updatedAt": "2025-05-21T17:06:29.704Z"
    },
    {
      "id": "IzYV3Gv55x1h73cK",
      "name": "Ideation",
      "createdAt": "2025-05-20T14:53:20.662Z",
      "updatedAt": "2025-05-20T14:53:20.662Z"
    },
    {
      "id": "aECLdyckoPZ29skg",
      "name": "Writing",
      "createdAt": "2025-05-20T14:53:23.085Z",
      "updatedAt": "2025-05-20T14:53:23.085Z"
    },
    {
      "id": "ciIq4giMNXaJiyiQ",
      "name": "Thinking Tools",
      "createdAt": "2025-05-20T14:53:17.515Z",
      "updatedAt": "2025-05-20T14:53:17.515Z"
    },
    {
      "id": "hCzs9EJfBuD0RxuX",
      "name": "Other",
      "createdAt": "2025-05-21T17:06:34.674Z",
      "updatedAt": "2025-05-21T17:06:34.674Z"
    },
    {
      "id": "sJk9cUvmMU8FkJXv",
      "name": "AI",
      "createdAt": "2025-05-20T13:16:15.636Z",
      "updatedAt": "2025-05-20T13:16:15.636Z"
    }
  ],
  "nodes": [
    {
      "id": "41bf047a-eba0-4a7c-ac46-3a5da9826180",
      "name": "심플 메모리",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        400,
        280
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "9fb76eda-0a98-4260-a6dd-d1a24d721bfa",
      "name": "채팅 메시지 수신 시",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        0,
        0
      ],
      "webhookId": "8925672f-55c8-4c09-b0d9-ba8e87af8807",
      "parameters": {
        "public": true,
        "options": {
          "title": "EightOS Polysingularity Consilium",
          "subtitle": "Let's find a solution to any issue you have",
          "loadPreviousSession": "manually"
        },
        "initialMessages": "Get an advice based on EightOS and Polysingularity frameworks. Ask your question and I will provide a response based on InfraNodus GraphRAG analysis of those discourses."
      },
      "typeVersion": 1.1
    },
    {
      "id": "cedf6471-af63-4ffe-aca3-f8f81530fcc6",
      "name": "메모",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -120,
        -440
      ],
      "parameters": {
        "color": 6,
        "width": 460,
        "height": 400,
        "content": "## AI Chatbot Agent with Experts\n\n### Uses the InfraNodus knowledge graphs and its Graph RAG to retrieve relevant information.\n\nUse your [InfraNodus graph](https://infranodus.com) as the knowledge base for your AI chatbot. \n\nUpload any data to InfraNodus, generate separate knowledge graphs, then connect them as tools to the agent, so it can decide which \"expert\" to use. InfraNodus' Graph RAG will provide high-quality responses that will augment the chatbot's answers.\n\nVideo demo: [https://www.youtube.com/watch?v=kS0QTUvcH6E](https://www.youtube.com/watch?v=kS0QTUvcH6E)\n\nDetailed description: [Nodus Labs support portal](https://support.noduslabs.com/hc/en-us/articles/20174217658396-Using-InfraNodus-Knowledge-Graphs-as-Experts-for-AI-Chatbot-Agents-in-n8n)\n\nInfraNodus API key can be obtained at [InfraNodus.Com](https://infranodus.com/use-case/ai-knowledge-graphs)"
      },
      "typeVersion": 1
    },
    {
      "id": "dfbcdf98-a86b-4cd9-b3b2-98a5b94f3d13",
      "name": "메모2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        840,
        260
      ],
      "parameters": {
        "width": 200,
        "height": 540,
        "content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Expert #2\n\nAdd your InfraNodus graph here via the HTTP node using its name in the `body.name` field.\n\nDescribe what the expert does in the Description of the tool. You can use auto-generated Graph RAG summary from InfraNodus > Graph > Project Notes"
      },
      "typeVersion": 1
    },
    {
      "id": "bcd44abe-7719-4b67-b8d7-d9887ca08a02",
      "name": "메모3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1060,
        260
      ],
      "parameters": {
        "width": 200,
        "height": 540,
        "content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Expert #3\n\nYou can add more experts here. Just make to give them descriptive names, so the agent knows which one to connect to when it has a question. "
      },
      "typeVersion": 1
    },
    {
      "id": "c2736799-4921-438c-8b73-b935b1b7df6f",
      "name": "메모4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        340,
        260
      ],
      "parameters": {
        "width": 200,
        "height": 540,
        "content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Chat Memory\n\nWe use the Simple Memory node to track the conversation's context so that the user can refer to previous messages as they converse with the model."
      },
      "typeVersion": 1
    },
    {
      "id": "f20c53f4-4498-4585-8c6b-d7c90bd0619e",
      "name": "메모5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        400,
        -220
      ],
      "parameters": {
        "width": 460,
        "height": 360,
        "content": "## 2. AI Agent\n\n### Chooses which tool (expert) to use, depending on the user's message. \n\nMake sure you describe the tools available well both in the Agent's System Prompt and in the tools' descriptions. "
      },
      "typeVersion": 1
    },
    {
      "id": "c7d27990-45b2-457d-be9c-c6171dda2da5",
      "name": "메모6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -60,
        -20
      ],
      "parameters": {
        "width": 220,
        "height": 540,
        "content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## 1. Chat Trigger\n\nYou can use this chat inside n8n or you can make it available via a public URL and then use that link or embed it to any website."
      },
      "typeVersion": 1
    },
    {
      "id": "0273eee6-0eca-4360-ab6c-224eedf221ec",
      "name": "메모7",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        900,
        -220
      ],
      "parameters": {
        "width": 220,
        "height": 360,
        "content": "## 3. Chat Response\n\n### When the answer is produced, it's sent back to the user. \n\nYou can also choose to do something else to the response — e.g. save it to a Google sheet or Airtable to keep logs of the conversation. "
      },
      "typeVersion": 1
    },
    {
      "id": "9c97ab56-80a6-48af-9d61-f3fb92fc60e7",
      "name": "AI 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        440,
        20
      ],
      "parameters": {
        "options": {
          "systemMessage": "Always use either EightOS or Polysingularity tool before sending a response to the model. You have to use at least one of them, the one that think is more suitable. Or both if both can provide some help. \nIf you used both tools and received responses from both of them, combine them in one response making sure you merge both perspectives. Ask for specific, actionable advice."
        }
      },
      "typeVersion": 1.9
    },
    {
      "id": "f09d74c1-b197-436a-90a5-253749fcbb8c",
      "name": "OpenAI 채팅 모델",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        200,
        280
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o",
          "cachedResultName": "gpt-4o"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "07wFa8Wa4mMRCHAj",
          "name": "OpenAi account 2"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "d6c1a430-1900-4c32-a799-a29798b45c7e",
      "name": "메모1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        620,
        260
      ],
      "parameters": {
        "width": 200,
        "height": 540,
        "content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Expert #1\n\nAdd your InfraNodus graph here via the HTTP node using its name in the `body.name` field.\n\nDescribe what the expert does in the Description of the tool. You can use auto-generated Graph RAG summary from InfraNodus > Graph > Project Notes"
      },
      "typeVersion": 1
    },
    {
      "id": "d9c40421-f5ef-4f50-bd81-c398c86c5b65",
      "name": "EightOS Expert",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        680,
        300
      ],
      "parameters": {
        "url": "https://infranodus.com/api/v1/graphAndAdvice?doNotSave=true&addStats=true&optimize=develop&includeStatements=true&includeGraphSummary=true&includeGraph=false",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "authentication": "genericCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "name",
              "value": "panarchy_eightos"
            },
            {
              "name": "requestMode",
              "value": "response"
            },
            {
              "name": "prompt",
              "value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters2_Value', `User query to send to the expert`, 'string') }}"
            },
            {
              "name": "aiTopics",
              "value": "true"
            }
          ]
        },
        "genericAuthType": "httpBearerAuth",
        "toolDescription": "You are an EightOS specialist who is well-versed in the questions of variability, movement, physical development, adaptivity, resilience. \n\nThe main topics of your expertise are:\n<MainTopics> \n1. Dynamic States: state dynamic fractal change hrv recovery movement regeneration \n2. Idea Scale: focus idea scale small specific gap bring sensitive \n3. Ecological Variability: variability stage thinking panarchy schema infranodus bias system \n4. Breath Count: breath give count time result concrete silence effort \n5. Knowledge Structure: structure highly graph influence knowledge ai text network \n6. Biased Discourse: stay discourse long steer objective short term shifting \n</MainTopics>"
      },
      "credentials": {
        "httpBearerAuth": {
          "id": "6lSuuSDajZrvI2GM",
          "name": "InfraNodus API Key"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "e58946be-1a4c-4991-86b2-3e51a0241548",
      "name": "Polysingularity Expert",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        900,
        300
      ],
      "parameters": {
        "url": "https://infranodus.com/api/v1/graphAndAdvice?doNotSave=true&addStats=true&optimize=develop&includeStatements=true&includeGraphSummary=true&includeGraph=false",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "authentication": "genericCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "name",
              "value": "polysingularity_overview"
            },
            {
              "name": "requestMode",
              "value": "response"
            },
            {
              "name": "prompt",
              "value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters2_Value', `User query to send to the expert`, 'string') }}"
            },
            {
              "name": "aiTopics",
              "value": "true"
            }
          ]
        },
        "genericAuthType": "httpBearerAuth",
        "toolDescription": "You are an expert in Polysingularity. You provide responses in the field of multiplicity, networks, seeing multiple points etc. \n\nThe main topics of your expertise are:\n<MainTopics> \n1. Community Dynamics: multiple moment time change state position specific community \n2. Cognitive Practice: polysingularity practice singularity cognitive world social polysingular mind \n3. Network Perception: network make affordance choice perceive constant environmental constantly \n4. Interaction Capacity: capacity human interaction situation node possibility concept describe \n5. Space Creation: condition space form shifting emerge attractor life center \n6. Equation Analysis: find risk fully committed equation sentence rule finding \n7. Process Multiplicity: process multiplicity exist dynamic behavior part show define \n8. Idea Connectivity: ensure diversity metastable idea encounter order connectivity unfold \n9. Directed Evolution: evolution distinct directed kind \n</MainTopics>"
      },
      "credentials": {
        "httpBearerAuth": {
          "id": "6lSuuSDajZrvI2GM",
          "name": "InfraNodus API Key"
        }
      },
      "typeVersion": 4.2
    }
  ],
  "active": true,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "8848095b-7ee0-4ab8-bc16-f807f963fb20",
  "connections": {
    "Simple Memory": {
      "ai_memory": [
        [
          {
            "node": "AI Agent",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "d9c40421-f5ef-4f50-bd81-c398c86c5b65": {
      "ai_tool": [
        [
          {
            "node": "AI Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "e58946be-1a4c-4991-86b2-3e51a0241548": {
      "ai_tool": [
        [
          {
            "node": "AI Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}
자주 묻는 질문

이 워크플로우를 어떻게 사용하나요?

위의 JSON 구성 코드를 복사하여 n8n 인스턴스에서 새 워크플로우를 생성하고 "JSON에서 가져오기"를 선택한 후, 구성을 붙여넣고 필요에 따라 인증 설정을 수정하세요.

이 워크플로우는 어떤 시나리오에 적합한가요?

중급 - 지원, 인공지능

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이 워크플로우는 완전히 무료이며 직접 가져와 사용할 수 있습니다. 다만, 워크플로우에서 사용하는 타사 서비스(예: OpenAI API)는 사용자 직접 비용을 지불해야 할 수 있습니다.

워크플로우 정보
난이도
중급
노드 수14
카테고리2
노드 유형6
난이도 설명

일정 경험을 가진 사용자를 위한 6-15개 노드의 중간 복잡도 워크플로우

저자
InfraNodus

InfraNodus

@infranodus

I'm Dmitry, the founder of InfraNodus — an AI text network analysis tool. I'm passionate about networks and data visualization and its ability to reveal what everyone else is missing and to highlight different perspectives. I'm sharing the n8n templates that make use of this unique capability of InfraNodus for multiple scenarios.

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카테고리: 34