Groq AI 및 Pinecone을 사용한 자동화된 이메일 분류 및 응답 시스템

• •Twitter API 인증 정보
• •대상 API의 인증 정보가 필요할 수 있음
• •Pinecone API Key

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  "nodes": [
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      "name": "Email Trigger (IMAP)",
      "type": "n8n-nodes-base.emailReadImap",
      "position": [
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      "parameters": {
        "options": {},
        "downloadAttachments": true
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      "name": "Switch1",
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      "position": [
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      "parameters": {
        "rules": {
          "values": [
            {
              "outputKey": "hr",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
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                    "leftValue": "={{$json[\"category\"]}}",
                    "rightValue": "hr"
                  }
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              },
              "renameOutput": true
            },
            {
              "outputKey": "billing",
              "conditions": {
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              "renameOutput": true
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            {
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                    "rightValue": "complaint"
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                    "leftValue": "={{$json[\"category\"]}}",
                    "rightValue": "feedback"
                  }
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              "renameOutput": true
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            {
              "outputKey": "inquiry",
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                    "leftValue": "={{$json[\"category\"]}}",
                    "rightValue": "inquiry"
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              "outputKey": "sales",
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                    "leftValue": "={{ $json[\"subject\"] }}",
                    "rightValue": "sales"
                  }
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              "renameOutput": true
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            {
              "outputKey": "unknown",
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      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "const subject = $json.subject ? $json.subject.toLowerCase() : \"\";\n\nlet category = \"unknown\";\n\nif (/resume|cv|job/.test(subject)) {\n  category = \"hr\";\n} else if (/invoice|bill/.test(subject)) {\n  category = \"billing\";\n} else if (/complaint|problem|issue/.test(subject)) {\n  category = \"complaint\";\n} else if (/feedback|suggestion/.test(subject)) {\n  category = \"feedback\";\n} else if (/inquiry|open|working|tomorrow|holiday/.test(subject)) {\n  category = \"inquiry\";\n} else if (/sales|offer|quotation/.test(subject)) {\n  category = \"sales\";\n\n}\n\nreturn {\n  json: {\n    ...$json,\n    category\n  }\n};\n\n"
      },
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      "name": "Basic LLM Chain",
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      "position": [
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      "parameters": {
        "text": "=##role\nYou are an email classifier. Given an email's subject and body, return one of these exact categories: [\"hr\", \"billing\", \"complaint\", \"feedback\", \"inquiry\", \"sales\", \"client\"].\n\nOnly return one word from this list. If the email is a bill or invoice, return \"billing\". If it's a job application, return \"hr\". If unsure, return \"inquiry\".\n\nSubject: {{ $json[\"subject\"] }}\nBody: {{ $json[\"body\"] }}\n",
        "promptType": "define"
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      "typeVersion": 1.6
    },
    {
      "id": "2b0efec2-3508-4a37-945c-2085439d05fd",
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        "options": {}
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    {
      "id": "ce29423e-ea17-4cdd-81cc-16172776bdb9",
      "name": "X",
      "type": "n8n-nodes-base.twitter",
      "position": [
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      ],
      "parameters": {
        "text": "=Another happy customer said: \" {{ $json.textPlain }}\"\n",
        "additionalFields": {}
      },
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    },
    {
      "id": "ff416773-6aa0-468a-895b-5970caaf371c",
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      "type": "@n8n/n8n-nodes-langchain.chainLlm",
      "position": [
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      ],
      "parameters": {
        "text": "=You are an HR assistant.\n\nHere is the job description for the role:\n\n[Insert role details here, e.g., \"Looking for a Python Developer with experience in Django, REST APIs, and SQL.\"]\n\nNow, read the following candidate's email/resume and evaluate if they are a good fit for this role.\n\nIf suitable, respond with:\nACCEPT - and a brief explanation why.\n\nIf not suitable, respond with:\nREJECT - and a brief explanation why.\n\nCandidate's email/resume:\n{{ $json[\"emailText\"] }}\n",
        "promptType": "define"
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    },
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      "id": "be7d4f6d-64a0-4be0-b70c-e60abfa610f7",
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        "options": {}
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      "parameters": {
        "jsCode": "const aiResponse = $json[\"text\"] || \"\";  // Adjust key if different\nconst isAccepted = aiResponse.toLowerCase().startsWith(\"accept\");\n\nreturn [{\n  json: {\n    decision: isAccepted ? \"accept\" : \"reject\",\n    aiResponse: aiResponse,\n    candidateEmail: $json[\"candidateEmail\"] || \"\", // get candidate email from previous nodes\n  }\n}];\n"
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            {
              "outputKey": "accept",
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                  "caseSensitive": true,
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      "position": [
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        1240
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "options": {},
        "toolName": "knowlagebase",
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "demokb",
          "cachedResultName": "demokb"
        },
        "toolDescription": "company dock"
      },
      "typeVersion": 1.1
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        "modelName": "embed-english-v3.0"
      },
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    },
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      "name": "워크플로우 실행 시",
      "type": "n8n-nodes-base.manualTrigger",
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      "parameters": {},
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      "id": "d4b781d1-fe8b-414c-b374-c42d97549763",
      "name": "HTTP Request",
      "type": "n8n-nodes-base.httpRequest",
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      "parameters": {
        "url": "https://www.dropbox.com/scl/fo/p05bb9t8o6ech9d1joj7s/AKJmlI3mlt3O8qSjGbroMLc?rlkey=m1h852ks0y2o1gmdmbk3uda1d&st=pk0pq820&dl=1",
        "options": {
          "response": {
            "response": {
              "responseFormat": "file"
            }
          }
        }
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      "typeVersion": 4.2
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    {
      "id": "0341b254-3ece-450b-aa3b-de531cbfb1f1",
      "name": "Extract from File",
      "type": "n8n-nodes-base.extractFromFile",
      "position": [
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      "parameters": {
        "options": {},
        "operation": "pdf"
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      "typeVersion": 1
    },
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      "id": "ffbc75c1-b3ed-4fa6-8cd5-3bbed81c60d1",
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      ],
      "parameters": {
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        "jsCode": "\nconst text = $json.extractedText || $json.text || '';\n\n\nconst cleanedText = text.replace(/\\s+/g, ' ').trim();\n\nreturn {\n  json: {\n    original: text,\n    cleaned: cleanedText\n  }\n};\n"
      },
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    },
    {
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      "name": "Pinecone Vector Store1",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
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        2060
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "demokb",
          "cachedResultName": "demokb"
        }
      },
      "typeVersion": 1.1
    },
    {
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      ],
      "parameters": {
        "modelName": "embed-multilingual-v3.0"
      },
      "typeVersion": 1
    },
    {
      "id": "761ca395-d8d9-4ad4-a8de-b741dc8ddef0",
      "name": "Default Data Loader",
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      "parameters": {
        "options": {}
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      "typeVersion": 1
    },
    {
      "id": "41b8a97b-7350-4b87-8586-8f558394df54",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
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      ],
      "parameters": {
        "options": {}
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      "typeVersion": 1
    },
    {
      "id": "05cfdbad-4dc1-45de-8a25-22762dbf07b7",
      "name": "팀에 이메일 전송",
      "type": "n8n-nodes-base.emailSend",
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        860
      ],
      "webhookId": "408004d1-ebdb-4776-a9f8-6a470db658a0",
      "parameters": {
        "text": "=New feedback received:\n\nSubject: {{$json[\"subject\"]}}\n\nContent: {{$json[\"emailContent\"]}}\n\nSentiment: {{$json[\"sentiment\"]}}\n",
        "options": {},
        "subject": "negative feedback",
        "toEmail": "={{ demo_to_email }}",
        "fromEmail": "{{ demo_from_email }",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
    {
      "id": "42abb326-e9b3-41eb-9840-704b83d3821c",
      "name": "고객에게 회신 전송",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        620,
        980
      ],
      "webhookId": "bf79c357-f57f-4851-a8bc-c95602e4c069",
      "parameters": {
        "text": "={{ $json.output }}",
        "options": {},
        "subject": "inqury reply",
        "toEmail": "={{ $('Email Trigger (IMAP)').item.json.from }}",
        "fromEmail": "={{ demo_from_email }",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
    {
      "id": "7cc49a03-c131-4064-a603-1264b9602060",
      "name": "지원팀으로 전달",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        -400,
        600
      ],
      "webhookId": "211a9ca3-9768-486e-aad6-fbb52f6d3b2b",
      "parameters": {
        "text": "=\nA new complaint has been received from {{ $json[\"userName\"] || \"a customer\" }}:\n\n\"{{ $json[\"complaintText\"] }}\"\n\nPlease investigate and resolve this\n",
        "options": {},
        "subject": "New Customer Complaint Received",
        "toEmail": "={{ demo_to_email }}",
        "fromEmail": "={{ demo_from_email }}",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
    {
      "id": "9b4d7b7e-6a0d-4ba3-bd02-fa86422f7a56",
      "name": "고객에게 전송",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        -640,
        600
      ],
      "webhookId": "1ef34921-41bc-4a94-ab3e-2553e5c1758c",
      "parameters": {
        "text": "=We Received Your Complaint\n\nThank you for reaching out to us. We have received your complaint:\n\n\"{{ $json[\"complaintText\"] }}\"\n\nOur team is currently reviewing it and will get back to you as soon as possible.\n\nWe apologize for any inconvenience caused.\n\nFrom , \nCustomer Support Team\n",
        "options": {},
        "subject": "Complaint Received",
        "toEmail": "={{ $json.from }}",
        "fromEmail": "={{ demo_from_email }}",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
    {
      "id": "9a536c97-b395-4466-8181-c1569e340a3c",
      "name": "거부 이메일",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        -100,
        380
      ],
      "webhookId": "ea634c6c-305a-499e-8773-d539e8489310",
      "parameters": {
        "text": "=Dear Candidate,\n\nThank you for applying. After review, we regret to inform you that you do not fit the requirements at this time.\n\nDetails: {{$json[\"aiResponse\"]}}\n\nBest regards,\nHR Team",
        "options": {},
        "subject": "Job Application Status: Not selected",
        "toEmail": "={{ $('Email Trigger (IMAP)').item.json.from }}",
        "fromEmail": "={{ demo_from_email }}",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
    {
      "id": "b782474f-4abe-43e5-8e8b-6f9a4c8bc223",
      "name": "인사팀으로",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        120,
        180
      ],
      "webhookId": "1794df4d-7feb-47d6-a8a0-910197e6df62",
      "parameters": {
        "text": "=Hello HR Team,\n\nCandidate {{$json[\"candidate\"]}} has been accepted with a score of {{$json[\"score\"]}}.\n\nPlease proceed with the next steps.",
        "options": {},
        "subject": "=New Candidate Accepted:",
        "toEmail": "={{ demo_to_email }}",
        "fromEmail": "{{ demo_from_email }",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
    {
      "id": "150f211e-d5f5-4bd3-bc96-fcf662a00f2f",
      "name": "후보자에게 합격 확인",
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      ],
      "webhookId": "bc4ad05b-966f-4bf2-bb80-23f996862711",
      "parameters": {
        "text": "=Dear Candidate,\n\nCongratulations! You have been accepted for the role.\n\nDetails: {{$json[\"aiResponse\"]}}\n\nBest regards,\nHR Team\n",
        "options": {},
        "subject": "Job Application Status: Accepted",
        "toEmail": "={{ $('Email Trigger (IMAP)').item.json.from }}",
        "fromEmail": "={{ demo_from_email }}",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
    {
      "id": "fd02b064-4431-486f-bea3-cb0fd161d7d5",
      "name": "팀에 청구서 전송",
      "type": "n8n-nodes-base.emailSend",
      "position": [
        -960,
        540
      ],
      "webhookId": "91eaac98-671d-4e51-9a36-70a567908385",
      "parameters": {
        "text": "=\n\nA new billing email has been received.\n\nFrom: {{$json[\"from\"]}}\nSubject: {{$json[\"subject\"]}}\n\nEmail content:\n{{$json[\"body\"]}}\n\n",
        "options": {},
        "subject": "NEW BILL",
        "toEmail": "={{ demo_to_email }}",
        "fromEmail": "{{ demo_from_email }",
        "emailFormat": "text"
      },
      "typeVersion": 2.1
    },
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