Gemini 2.5, RAG 및 Cohere 재배열 기반 Gmail 고객 서비스 에이전트

• •Google 계정 및 Gmail API 인증 정보
• •OpenAI API Key
• •Google Gemini API Key
• •PostgreSQL 데이터베이스 연결 정보
• •Pinecone API Key

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    "templateCredsSetupCompleted": true
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  "nodes": [
    {
      "id": "113d6fd7-2850-4562-adad-d664ba8dc448",
      "name": "Gmail 트리거",
      "type": "n8n-nodes-base.gmailTrigger",
      "position": [
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      "parameters": {
        "simple": false,
        "filters": {},
        "options": {},
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        }
      },
      "credentials": {
        "gmailOAuth2": {
          "id": "JpuoplF0PostDvKB",
          "name": "Gmail account"
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      "name": "Gemini 2.5",
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      "parameters": {
        "options": {}
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      "credentials": {
        "googlePalmApi": {
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      "position": [
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      "webhookId": "781b8efc-e90e-4f90-98f1-d92c2a42f088",
      "parameters": {
        "message": "={{ $json.output }}",
        "options": {
          "appendAttribution": false
        },
        "emailType": "text",
        "messageId": "={{ $('Gmail Trigger').item.json.id }}",
        "operation": "reply"
      },
      "credentials": {
        "gmailOAuth2": {
          "id": "JpuoplF0PostDvKB",
          "name": "Gmail account"
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      "credentials": {
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      "name": "Pinecone 검색기",
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      "parameters": {
        "mode": "retrieve-as-tool",
        "topK": 10,
        "options": {},
        "useReranker": true,
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "agency-info",
          "cachedResultName": "agency-info"
        },
        "toolDescription": "Info About <agency> services, owner and general FAQ"
      },
      "credentials": {
        "pineconeApi": {
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    {
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      "name": "OpenAI 임베딩",
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      "parameters": {
        "model": "text-embedding-3-large",
        "options": {
          "dimensions": 1024
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      "credentials": {
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    {
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      "name": "이메일 지원 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
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      ],
      "parameters": {
        "text": "={{ $json.text }}",
        "options": {
          "systemMessage": "You are an email support agent for the agency. Use the pinecone tool to access its knowledge base."
        },
        "promptType": "define"
      },
      "typeVersion": 2.2
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    {
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      "name": "Postgres 메모리",
      "type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
      "position": [
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      "parameters": {
        "tableName": "email_support_agent_",
        "sessionKey": "={{ $json.id }}",
        "sessionIdType": "customKey"
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      "credentials": {
        "postgres": {
          "id": "TDX9l1042HXNo9nB",
          "name": "Neon - n8n chat"
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      "name": "참고: Pinecone",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
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      "parameters": {
        "color": 2,
        "width": 350,
        "height": 240,
        "content": "## 🗄️ Node: Pinecone Retriever\n\n**Purpose:** RAG tool retrieves top 10 docs from 'agency-info' index.\n\n**Key Settings:**\n- Mode: retrieve-as-tool\n- Embeddings: OpenAI text-embedding-3-large (1024 dims)\n- Reranker: Cohere enabled\n\n**Note:** Pre-populate index with agency knowledge base."
      },
      "typeVersion": 1
    },
    {
      "id": "95398a05-9d35-4913-83ab-62bb9113594b",
      "name": "참고: Cohere",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        3472,
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      ],
      "parameters": {
        "color": 3,
        "width": 398,
        "height": 244,
        "content": "## 🔄 Node: Cohere Reranker\n\n**Purpose:** Semantically reorders Pinecone results for better relevance.\n\n**Key Settings:**\n- Connected to vector store\n- Improves RAG accuracy\n\n**Note:** Uses Cohere API; monitor token usage."
      },
      "typeVersion": 1
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    {
      "id": "f578bcf8-4019-4c0e-abe3-78dc5b85c026",
      "name": "참고: 에이전트",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
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      ],
      "parameters": {
        "color": 5,
        "width": 398,
        "height": 252,
        "content": "## 🤖 Node: Email Support Agent\n\n**Purpose:** AI agent processes email with tools/memory.\n\n**Key Settings:**\n- User Prompt: Email text\n- LLM: Gemini 2.5\n- Memory: Postgres per email ID\n\n**Note:** Outputs reply text for Gmail."
      },
      "typeVersion": 1
    },
    {
      "id": "ab002e7f-180b-439d-a544-a9daae2d68c5",
      "name": "개요 참고1",
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        "height": 1480,
        "content": "# AI Email Support Agent with RAG & Cohere Reranking\n\n## 📋 What This Template Does\nTriggers on new Gmail emails, uses a LangChain agent with Postgres memory to retrieve from Pinecone (RAG via OpenAI embeddings), reranks with Cohere for relevance, generates replies using Gemini 2.5, and auto-responds.\n\n## 🔧 Prerequisites\n- n8n instance with LangChain nodes\n- Gmail, OpenAI, Cohere, Gemini, Pinecone, Postgres accounts\n\n## 🔑 Required Credentials\n\n### Gmail OAuth2\n1. Enable Gmail API in Google Cloud\n2. Create OAuth2 credential in n8n with scopes: https://www.googleapis.com/auth/gmail.readonly, https://www.googleapis.com/auth/gmail.send\n\n### OpenAI API\n1. Get API key from platform.openai.com\n2. Add as OpenAI credential\n\n### Cohere API\n1. Sign up at cohere.com\n2. Copy API key to n8n Cohere credential\n\n### Google Gemini API\n1. Generate key at https://aistudio.google.com/\n2. Add as Google PaLM credential\n\n### Pinecone API\n1. Create index \"agency-info\" (dimension 1024)\n2. Add API key to n8n Pinecone credential\n\n### Postgres\n1. Set up database (e.g., Neon/Supabase)\n2. Add connection details to n8n Postgres credential\n\n## ⚙️ Configuration Steps\n1. Import JSON into n8n\n2. Assign all credentials\n3. Populate Pinecone with agency docs (use separate upsert workflow)\n4. Set tableName in Memory if needed\n5. Activate and test with a sample email\n\n## 🎯 Use Cases\n- Automate agency support for FAQs/services\n- Handle client inquiries with context-aware replies\n- Scale email responses without human intervention\n\n## ⚠️ Troubleshooting\n- No trigger: Check Gmail scopes/polling\n- Retrieval empty: Verify Pinecone index/docs/dimensions\n- Rerank fails: Ensure Cohere key valid\n- Memory issues: Confirm Postgres connection/sessionKey"
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  "pinData": {},
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