重新排名 #1
高级
这是一个Lead Nurturing, Multimodal AI领域的自动化工作流，包含 48 个节点。主要使用 Set, Code, Webhook, GoogleDrive, HttpRequest 等节点。 通过网页爬取、GPT-4o和WhatsApp自动化电话营销
前置要求
- •HTTP Webhook 端点（n8n 会自动生成）
- •Google Drive API 凭证
- •可能需要目标 API 的认证凭证
- •Google Sheets API 凭证
- •OpenAI API Key
- •PostgreSQL 数据库连接信息
- •Supabase URL 和 API Key
使用的节点 (48)
工作流预览
可视化展示节点连接关系，支持缩放和平移
导出工作流
复制以下 JSON 配置到 n8n 导入，即可使用此工作流
{
"id": "QIkMJhue2s5le6jM",
"meta": {
"instanceId": "c2650793f644091dc80fb900fe63448ad1f4b774008de9608064d67294f8307c",
"templateCredsSetupCompleted": true
},
"name": "重新排名 #1",
"tags": [],
"nodes": [
{
"id": "f0678325-baee-4210-886b-72d4e4fcc4ce",
"name": "搜索文件",
"type": "n8n-nodes-base.googleDrive",
"position": [
3680,
580
],
"parameters": {
"filter": {
"folderId": {
"__rl": true,
"mode": "list",
"value": "1dh1Rr2yrhSdoSYpiR8s1yXiSWLYxpoLJ",
"cachedResultUrl": "https://drive.google.com/drive/folders/1dh1Rr2yrhSdoSYpiR8s1yXiSWLYxpoLJ",
"cachedResultName": "Company"
}
},
"options": {},
"resource": "fileFolder",
"returnAll": true
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "nTWGelaHlbvHrG66",
"name": "Khaisa Studio"
}
},
"typeVersion": 3
},
{
"id": "52a98bc4-4364-49cd-b7dc-5ea77024473e",
"name": "获取数据",
"type": "n8n-nodes-base.googleDrive",
"position": [
3840,
580
],
"parameters": {
"fileId": {
"__rl": true,
"mode": "id",
"value": "={{ $json.id }}"
},
"options": {},
"operation": "download"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "nTWGelaHlbvHrG66",
"name": "Khaisa Studio"
}
},
"typeVersion": 3
},
{
"id": "13e41f0e-c890-4e8c-8fc0-76615187c1db",
"name": "Supabase 向量存储",
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"position": [
4080,
380
],
"parameters": {
"mode": "insert",
"options": {},
"tableName": {
"__rl": true,
"mode": "list",
"value": "documents",
"cachedResultName": "documents"
}
},
"credentials": {
"supabaseApi": {
"id": "rb73xq0erYUAZCau",
"name": "Company"
}
},
"typeVersion": 1.1
},
{
"id": "739dd64e-9493-41de-b5aa-f0a376e8ce85",
"name": "OpenAI 嵌入",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
4060,
560
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "6674cbfc-c0e0-48e1-b044-d7ee693dfc83",
"name": "默认数据加载器",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
4200,
580
],
"parameters": {
"options": {},
"dataType": "binary"
},
"typeVersion": 1
},
{
"id": "b3c042bb-4c0b-4dd3-ac7e-be7a99d792df",
"name": "递归字符文本分割器",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
4240,
720
],
"parameters": {
"options": {}
},
"typeVersion": 1
},
{
"id": "13cff178-5db2-478e-97de-dee175b62a8f",
"name": "遍历项目",
"type": "n8n-nodes-base.splitInBatches",
"position": [
3860,
380
],
"parameters": {
"options": {}
},
"typeVersion": 3
},
{
"id": "a077fb5d-f2c5-40c4-9dd5-6abc28a21311",
"name": "AI 代理",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
2380,
740
],
"parameters": {
"text": "={{ $json.payload._data.key.id }}",
"options": {
"systemMessage": "=You are a business intelligence assistant for Company with access to:\n\n1. **company knowledge based** - General business documents and guides\n2. **Restaurant Leads Database** - Potential restaurant clients with ratings, contact info, and business details\n\nYou can help with:\n- Finding high-potential restaurant leads by location, rating, or category\n- Analyzing restaurant market opportunities \n- Providing restaurant recommendations and insights\n- Preparing cold outreach strategies with personalized data\n- Business intelligence from collected restaurant data\n\nAlways use both knowledge sources to provide comprehensive answers."
},
"promptType": "define"
},
"typeVersion": 2
},
{
"id": "ef8f5cec-f189-4d46-b5b3-7a07b201f942",
"name": "OpenAI 聊天模型",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
2320,
900
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "c054fd37-688b-40ef-86c7-fb7ada0b13ba",
"name": "Postgres 聊天记忆",
"type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
"position": [
2460,
900
],
"parameters": {
"sessionKey": "={{ $('WAHA Trigger').item.json.payload._data.key.remoteJid }}",
"sessionIdType": "customKey",
"contextWindowLength": 20
},
"credentials": {
"postgres": {
"id": "8PMGgjtS4muxnKxT",
"name": "Company A Database"
}
},
"typeVersion": 1.3
},
{
"id": "482e862f-6592-4d02-9bd1-6b50d1e87e5b",
"name": "OpenAI 嵌入1",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
2600,
1040
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "3b6a1f51-882b-4f0c-9e39-2676c08f1e71",
"name": "Google Drive 触发器",
"type": "n8n-nodes-base.googleDriveTrigger",
"position": [
3500,
580
],
"parameters": {
"event": "fileUpdated",
"options": {
"fileType": "all"
},
"pollTimes": {
"item": [
{
"hour": 0
}
]
},
"triggerOn": "specificFolder",
"folderToWatch": {
"__rl": true,
"mode": "list",
"value": "1dh1Rr2yrhSdoSYpiR8s1yXiSWLYxpoLJ",
"cachedResultUrl": "https://drive.google.com/drive/folders/1dh1Rr2yrhSdoSYpiR8s1yXiSWLYxpoLJ",
"cachedResultName": "Company A"
}
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "nTWGelaHlbvHrG66",
"name": "Khaisa Studio"
}
},
"typeVersion": 1
},
{
"id": "91703e9f-78c7-4db3-a58f-b9736379d6f5",
"name": "便签",
"type": "n8n-nodes-base.stickyNote",
"position": [
3420,
260
],
"parameters": {
"color": 5,
"width": 1100,
"height": 620,
"content": "# 公司知识库"
},
"typeVersion": 1
},
{
"id": "0ea74b68-0ade-4b9a-9371-38184aac722f",
"name": "当点击“执行工作流”时",
"type": "n8n-nodes-base.manualTrigger",
"position": [
2080,
180
],
"parameters": {},
"typeVersion": 1
},
{
"id": "9150f04a-1201-41e8-902d-dcf18c7a6bb2",
"name": "抓取地图",
"type": "n8n-nodes-base.httpRequest",
"position": [
2520,
180
],
"parameters": {
"url": "<your apify url>",
"method": "POST",
"options": {},
"jsonBody": "={\n \"includeWebResults\": false,\n \"language\": \"id\",\n \"locationQuery\": \"{{ $json.lokasi }}\",\n \"maxCrawledPlacesPerSearch\": 500,\n \"maxImages\": 0,\n \"maximumLeadsEnrichmentRecords\": 0,\n \"scrapeContacts\": false,\n \"scrapeDirectories\": false,\n \"scrapeImageAuthors\": false,\n \"scrapePlaceDetailPage\": false,\n \"scrapeReviewsPersonalData\": true,\n \"scrapeTableReservationProvider\": false,\n \"searchStringsArray\": [\n \"Restoran\"\n ],\n \"skipClosedPlaces\": false\n}",
"sendBody": true,
"specifyBody": "json"
},
"typeVersion": 4.2
},
{
"id": "ee02f5bb-be98-4344-b9d3-1637e923d7e2",
"name": "清理数据",
"type": "n8n-nodes-base.code",
"position": [
2520,
380
],
"parameters": {
"jsCode": "// Bersihkan dan format data dari spreadsheet\nconst cleanData = $input.all().map(item => {\n const data = item.json;\n \n // Parse JSON strings jadi array yang mudah dibaca\n function parseJsonField(field) {\n try {\n if (!field || field === 'not found') return [];\n const parsed = JSON.parse(field);\n if (Array.isArray(parsed)) {\n return parsed.map(item => {\n if (typeof item === 'object') {\n return Object.keys(item).filter(key => item[key] === true);\n }\n return item;\n }).flat();\n }\n return [];\n } catch {\n return [];\n }\n }\n \n // Parse opening hours jadi format mudah dibaca\n function parseOpeningHours(hoursString) {\n try {\n if (!hoursString) return 'Jam buka tidak tersedia';\n const hours = JSON.parse(hoursString);\n return hours.map(h => `${h.day}: ${h.hours}`).join(', ');\n } catch {\n return 'Jam buka tidak tersedia';\n }\n }\n \n // Ekstrak data bersih\n const keunggulan = parseJsonField(data.Keunggulan);\n const fasilitas = parseJsonField(data.Fasilitas);\n const pembayaran = parseJsonField(data.Pembayaran);\n const allCategories = parseJsonField(data['All Categories']);\n const openingHours = parseOpeningHours(data['Opening Hours']);\n \n // Buat deskripsi lengkap untuk AI\n const businessDescription = `\n${data.Title} adalah ${data.Category} yang berlokasi di ${data.Neighborhood}. \nRating: ${data.Rating}/5 dengan ${data.Reviews} review. \nHarga: ${data.Price || 'Tidak diketahui'}.\n${data.Description || ''}\n\nKeunggulan: ${keunggulan.join(', ') || 'Tidak ada info keunggulan'}\nFasilitas: ${fasilitas.join(', ') || 'Tidak ada info fasilitas'} \nMetode Pembayaran: ${pembayaran.join(', ') || 'Tidak ada info pembayaran'}\nKategori: ${allCategories.join(', ') || data.Category}\nJam Buka: ${openingHours}\n\nKontak: ${data.Phone || 'Tidak ada nomor telepon'}\nWebsite: ${data.Website !== 'not found' ? data.Website : 'Tidak ada website'}\nAlamat Lengkap: ${data.Address}\n`.trim();\n\n // Hitung lead score\n let leadScore = 0;\n if (data.Rating >= 4.5) leadScore += 30;\n if (data.Rating >= 4.0) leadScore += 20;\n if (data.Reviews >= 1000) leadScore += 25;\n if (data.Reviews >= 100) leadScore += 15;\n if (data.Phone) leadScore += 20;\n if (data.Website && data.Website !== 'not found') leadScore += 20;\n if (keunggulan.length > 0) leadScore += 10;\n\n return {\n // Data utama\n restaurant_name: data.Title,\n category: data.Category,\n description: data.Description || '',\n location: data.Neighborhood,\n full_address: data.Address,\n phone: data.Phone,\n website: data.Website !== 'not found' ? data.Website : '',\n rating: data.Rating,\n total_reviews: data.Reviews,\n price_range: data.Price || 'Tidak diketahui',\n \n // Data terformat\n keunggulan_list: keunggulan.join(', '),\n fasilitas_list: fasilitas.join(', '),\n pembayaran_list: pembayaran.join(', '),\n kategori_lengkap: allCategories.join(', '),\n jam_operasional: openingHours,\n \n // Untuk AI analysis\n business_summary: businessDescription,\n lead_score: leadScore,\n lead_quality: leadScore >= 70 ? 'High' : leadScore >= 40 ? 'Medium' : 'Low',\n \n // Metadata\n scraped_date: new Date().toLocaleString('id-ID'),\n data_source: 'Google Maps via Apify'\n };\n});\n\nreturn cleanData;"
},
"typeVersion": 2
},
{
"id": "93664ba7-c18c-4064-b984-f592791cb731",
"name": "更新数据",
"type": "n8n-nodes-base.googleSheets",
"position": [
2740,
380
],
"parameters": {
"columns": {
"value": {
"Phone": "={{ $json.phone }}",
"Price": "={{ $json.price_range }}",
"Title": "={{ $json.restaurant_name }}",
"Rating": "={{ $json.rating }}",
"Address": "={{ $json.full_address }}",
"Reviews": "={{ $json.total_reviews }}",
"Website": "={{ $json.website }}",
"Category": "={{ $json.category }}",
"Fasilitas": "={{ $json.fasilitas_list }}",
"Keunggulan": "={{ $json.keunggulan_list }}",
"Lead Score": "={{ $json.lead_score }}",
"Pembayaran": "={{ $json.pembayaran_list }}",
"row_number": "={{ $('Get Leads').item.json.row_number }}",
"Description": "={{ $json.description }}",
"Lead Quality": "={{ $json.lead_quality }}",
"Neighborhood": "={{ $json.location }}",
"Opening Hours": "={{ $json.jam_operasional }}",
"All Categories": "={{ $json.kategori_lengkap }}"
},
"schema": [
{
"id": "Title",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Title",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Description",
"type": "string",
"display": true,
"required": false,
"displayName": "Description",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Category",
"type": "string",
"display": true,
"required": false,
"displayName": "Category",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Address",
"type": "string",
"display": true,
"required": false,
"displayName": "Address",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Phone",
"type": "string",
"display": true,
"required": false,
"displayName": "Phone",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Rating",
"type": "string",
"display": true,
"required": false,
"displayName": "Rating",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Reviews",
"type": "string",
"display": true,
"required": false,
"displayName": "Reviews",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Price",
"type": "string",
"display": true,
"required": false,
"displayName": "Price",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Website",
"type": "string",
"display": true,
"required": false,
"displayName": "Website",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Neighborhood",
"type": "string",
"display": true,
"required": false,
"displayName": "Neighborhood",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Opening Hours",
"type": "string",
"display": true,
"required": false,
"displayName": "Opening Hours",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "All Categories",
"type": "string",
"display": true,
"required": false,
"displayName": "All Categories",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Keunggulan",
"type": "string",
"display": true,
"required": false,
"displayName": "Keunggulan",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Fasilitas",
"type": "string",
"display": true,
"required": false,
"displayName": "Fasilitas",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Pembayaran",
"type": "string",
"display": true,
"required": false,
"displayName": "Pembayaran",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Lead Score",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Lead Score",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Lead Quality",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Lead Quality",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "row_number",
"type": "string",
"display": true,
"removed": false,
"readOnly": true,
"required": false,
"displayName": "row_number",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [
"row_number"
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
},
"options": {},
"operation": "update",
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1DKXYqpb0EWNYsbq2x8h5xqUWXy772toNDVrl8d-8nfA/edit#gid=0",
"cachedResultName": "Restaurant"
},
"documentId": {
"__rl": true,
"mode": "url",
"value": "https://docs.google.com/spreadsheets/d/1DKXYqpb0EWNYsbq2x8h5xqUWXy772toNDVrl8d-8nfA/edit?usp=sharing"
},
"authentication": "serviceAccount"
},
"credentials": {
"googleApi": {
"id": "Os8sgTGkRS1YybbJ",
"name": "Sheet & Drive"
}
},
"typeVersion": 4.6
},
{
"id": "51681e42-74ca-4fe8-9254-40f150c0a2aa",
"name": "Webhook",
"type": "n8n-nodes-base.webhook",
"disabled": true,
"position": [
2080,
380
],
"webhookId": "4ef17aa0-fc90-4b34-a6e2-e8a2ede9c334",
"parameters": {
"path": "<your webhook>",
"options": {}
},
"typeVersion": 2
},
{
"id": "e0fea0f5-7281-439f-bf90-841a80646590",
"name": "HTTP 请求1",
"type": "n8n-nodes-base.httpRequest",
"disabled": true,
"position": [
3180,
180
],
"parameters": {
"url": "<your webhook>",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "92aa2a7f-c626-4a60-99e4-b5712ba9a1c1",
"name": "获取结果",
"type": "n8n-nodes-base.httpRequest",
"position": [
2740,
180
],
"parameters": {
"url": "<your apify get>",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "412a7be8-66ec-484c-b539-583dbe531f73",
"name": "追加潜在客户",
"type": "n8n-nodes-base.googleSheets",
"position": [
2960,
180
],
"parameters": {
"columns": {
"value": {
"Phone": "={{ $json.phone ? $json.phone.replace(/[-\\s]/g, '') : '' }}",
"Price": "={{ $json.price }}",
"Title": "={{ $json.title }}",
"Rating": "={{ $json.totalScore }}",
"Address": "={{ $json.address }}",
"Reviews": "={{ $json.reviewsCount }}",
"Website": "={{ $json.website || \"not found\" }}",
"Category": "={{ $json.categoryName }}",
"Fasilitas": "={{ $json.additionalInfo.Fasilitas }}",
"Keunggulan": "={{ $json.additionalInfo.Keunggulan }}",
"Pembayaran": "={{ $json.additionalInfo.Pembayaran }}",
"Description": "={{ $json.description }}",
"Neighborhood": "={{ $json.neighborhood }}",
"Opening Hours": "={{ $json.openingHours }}",
"All Categories": "={{ $json.categories }}"
},
"schema": [
{
"id": "Title",
"type": "string",
"display": true,
"required": false,
"displayName": "Title",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Description",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Description",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Category",
"type": "string",
"display": true,
"required": false,
"displayName": "Category",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Address",
"type": "string",
"display": true,
"required": false,
"displayName": "Address",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Phone",
"type": "string",
"display": true,
"required": false,
"displayName": "Phone",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Rating",
"type": "string",
"display": true,
"required": false,
"displayName": "Rating",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Reviews",
"type": "string",
"display": true,
"required": false,
"displayName": "Reviews",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Price",
"type": "string",
"display": true,
"required": false,
"displayName": "Price",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Website",
"type": "string",
"display": true,
"required": false,
"displayName": "Website",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Neighborhood",
"type": "string",
"display": true,
"required": false,
"displayName": "Neighborhood",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Opening Hours",
"type": "string",
"display": true,
"required": false,
"displayName": "Opening Hours",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "All Categories",
"type": "string",
"display": true,
"required": false,
"displayName": "All Categories",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Keunggulan",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Keunggulan",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Fasilitas",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Fasilitas",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Pembayaran",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Pembayaran",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
},
"options": {},
"operation": "append",
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1DKXYqpb0EWNYsbq2x8h5xqUWXy772toNDVrl8d-8nfA/edit#gid=0",
"cachedResultName": "Restaurant"
},
"documentId": {
"__rl": true,
"mode": "url",
"value": "https://docs.google.com/spreadsheets/d/1DKXYqpb0EWNYsbq2x8h5xqUWXy772toNDVrl8d-8nfA/edit?usp=sharing"
},
"authentication": "serviceAccount"
},
"credentials": {
"googleApi": {
"id": "Os8sgTGkRS1YybbJ",
"name": "Sheet & Drive"
}
},
"typeVersion": 4.6
},
{
"id": "93eefe61-c614-4f52-8d3e-2bcc268628bc",
"name": "获取潜在客户",
"type": "n8n-nodes-base.googleSheets",
"position": [
2300,
380
],
"parameters": {
"sheetName": {
"__rl": true,
"mode": "list",
"value": "",
"cachedResultUrl": "",
"cachedResultName": ""
},
"documentId": {
"__rl": true,
"mode": "list",
"value": ""
},
"authentication": "serviceAccount"
},
"credentials": {
"googleApi": {
"id": "Os8sgTGkRS1YybbJ",
"name": "Sheet & Drive"
}
},
"typeVersion": 4.6
},
{
"id": "d666e66e-a749-4484-8564-a136e54a4dd2",
"name": "便签1",
"type": "n8n-nodes-base.stickyNote",
"position": [
2020,
80
],
"parameters": {
"color": 7,
"width": 1360,
"height": 520,
"content": "# 抓取和数据清理"
},
"typeVersion": 1
},
{
"id": "3b072239-fc03-4208-b2c6-2a8dc9dd4bed",
"name": "Supabase 向量存储2",
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"position": [
4080,
1060
],
"parameters": {
"mode": "insert",
"options": {},
"tableName": {
"__rl": true,
"mode": "list",
"value": "restaurant_leads",
"cachedResultName": "restaurant_leads"
}
},
"credentials": {
"supabaseApi": {
"id": "rb73xq0erYUAZCau",
"name": "Company A"
}
},
"typeVersion": 1.3
},
{
"id": "1237145e-e64e-4f52-880c-07a7acd58bb3",
"name": "small3",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
4060,
1280
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "7beea738-09bb-44c2-80eb-405ea9bca15b",
"name": "默认数据加载器2",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
4200,
1220
],
"parameters": {
"options": {}
},
"typeVersion": 1
},
{
"id": "88ae6f60-796c-4507-8c5e-c71ed7232533",
"name": "递归字符文本分割器1",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
4200,
1360
],
"parameters": {
"options": {},
"chunkOverlap": 200
},
"typeVersion": 1
},
{
"id": "ab1ca886-dad6-4cc5-83a7-da5d2c6f0fd4",
"name": "Google Sheets 触发器",
"type": "n8n-nodes-base.googleSheetsTrigger",
"position": [
3480,
1060
],
"parameters": {
"options": {},
"pollTimes": {
"item": [
{
"mode": "everyHour"
}
]
},
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1DKXYqpb0EWNYsbq2x8h5xqUWXy772toNDVrl8d-8nfA/edit#gid=0",
"cachedResultName": "Restaurant"
},
"documentId": {
"__rl": true,
"mode": "list",
"value": "1DKXYqpb0EWNYsbq2x8h5xqUWXy772toNDVrl8d-8nfA",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1DKXYqpb0EWNYsbq2x8h5xqUWXy772toNDVrl8d-8nfA/edit?usp=drivesdk",
"cachedResultName": "Database Company A"
}
},
"credentials": {
"googleSheetsTriggerOAuth2Api": {
"id": "F3lxq4bAfCrWKqMD",
"name": "Oauth "
}
},
"typeVersion": 1
},
{
"id": "5a8f4c25-e22f-40f0-b139-50088dfeb8e4",
"name": "向量转换",
"type": "n8n-nodes-base.code",
"position": [
3660,
1060
],
"parameters": {
"jsCode": "// Transform data yang baru ditambah dari spreadsheet\nconst newData = $input.all().map(item => {\n const data = item.json;\n \n // Skip jika data kosong\n if (!data.Title || data.Title.trim() === '') {\n return null;\n }\n \n // Buat business summary untuk embedding\n const businessSummary = `\n${data.Title} adalah ${data.Category || 'restoran'} yang berlokasi di ${data.Neighborhood || 'lokasi tidak diketahui'}. \nRating: ${data.Rating || 'belum ada rating'}/5 dengan ${data.Reviews || 0} review. \nHarga: ${data.Price || 'Tidak diketahui'}.\n${data.Description || ''}\n\nKeunggulan: ${data['Keunggulan Clean'] || 'Tidak ada info keunggulan'}\nFasilitas: ${data['Fasilitas Clean'] || 'Tidak ada info fasilitas'} \nMetode Pembayaran: ${data['Pembayaran Clean'] || 'Tidak ada info pembayaran'}\nJam Operasional: ${data['Jam Operasional'] || 'Tidak tersedia'}\n\nKontak: ${data.Phone || 'Tidak ada nomor telepon'}\nWebsite: ${data.Website !== 'not found' ? data.Website : 'Tidak ada website'}\nAlamat: ${data.Address || 'Alamat tidak lengkap'}\n`.trim();\n\n return {\n // Content untuk embedding\n business_summary: businessSummary,\n \n // Metadata\n metadata: {\n restaurant_name: data.Title,\n category: data.Category,\n location: data.Neighborhood,\n phone: data.Phone,\n rating: data.Rating,\n total_reviews: data.Reviews,\n lead_score: data['Lead Score'] || 0,\n lead_quality: data['Lead Quality'] || 'Unknown',\n keunggulan: data['Keunggulan Clean'] || '',\n fasilitas: data['Fasilitas Clean'] || '',\n pembayaran: data['Pembayaran Clean'] || '',\n website: data.Website !== 'not found' ? data.Website : '',\n price_range: data.Price || 'Tidak diketahui',\n full_address: data.Address,\n jam_operasional: data['Jam Operasional'] || 'Tidak tersedia',\n row_number: data.row_number,\n last_updated: new Date().toISOString(),\n data_type: \"restaurant_lead\",\n source: \"google_sheets_auto\"\n }\n };\n}).filter(item => item !== null);\n\nreturn newData;"
},
"typeVersion": 2
},
{
"id": "d0223130-8df1-4f3b-9800-3ead95a29c5f",
"name": "检查现有数据",
"type": "n8n-nodes-base.code",
"position": [
3880,
1060
],
"parameters": {
"jsCode": "// Check dan handle existing data di Supabase vector database\nconst inputData = $input.all();\nconst processedData = [];\n\nfor (const item of inputData) {\n const data = item.json;\n \n // Skip jika data kosong atau tidak valid\n if (!data.Title || data.Title.trim() === '') {\n console.log(`Skipping empty data for row ${data.row_number}`);\n continue;\n }\n \n // Buat unique identifier berdasarkan kombinasi nama + alamat\n const uniqueId = `${data.Title}_${data.Address}`.replace(/[^a-zA-Z0-9]/g, '_').toLowerCase();\n \n // Buat business summary untuk embedding\n const businessSummary = `\nNama Restoran: ${data.Title}\nKategori: ${data.Category || 'Restoran'}\nLokasi: ${data.Neighborhood || 'Tidak diketahui'}\nAlamat: ${data.Address || 'Alamat tidak lengkap'}\nRating: ${data.Rating || 'Belum ada rating'}/5 (${data.Reviews || 0} reviews)\nHarga: ${data.Price || 'Tidak diketahui'}\nDeskripsi: ${data.Description || 'Tidak ada deskripsi'}\n\nDetail Bisnis:\n- Keunggulan: ${data.Keunggulan || 'Tidak ada info keunggulan'}\n- Fasilitas: ${data.Fasilitas || 'Tidak ada info fasilitas'}\n- Metode Pembayaran: ${data.Pembayaran || 'Tidak ada info pembayaran'}\n- Jam Operasional: ${data['Opening Hours'] || 'Tidak tersedia'}\n\nKontak:\n- Telepon: ${data.Phone || 'Tidak ada nomor telepon'}\n- Website: ${data.Website && data.Website !== 'not found' ? data.Website : 'Tidak ada website'}\n\nLead Score: ${data['Lead Score'] || 0}\nLead Quality: ${data['Lead Quality'] || 'Unknown'}\n`.trim();\n\n // Prepare data untuk vector store\n const vectorData = {\n // Text content untuk embedding\n pageContent: businessSummary,\n \n // Metadata untuk filtering dan searching\n metadata: {\n unique_id: uniqueId,\n restaurant_name: data.Title,\n category: data.Category || 'Restoran',\n location: data.Neighborhood || 'Tidak diketahui',\n full_address: data.Address || '',\n phone: data.Phone || '',\n website: data.Website && data.Website !== 'not found' ? data.Website : '',\n rating: parseFloat(data.Rating) || 0,\n total_reviews: parseInt(data.Reviews) || 0,\n price_range: data.Price || 'Tidak diketahui',\n lead_score: parseInt(data['Lead Score']) || 0,\n lead_quality: data['Lead Quality'] || 'Unknown',\n \n // Additional business info\n keunggulan: data.Keunggulan || '',\n fasilitas: data.Fasilitas || '',\n pembayaran: data.Pembayaran || '',\n jam_operasional: data['Opening Hours'] || '',\n \n // System metadata\n row_number: data.row_number,\n data_source: 'google_sheets',\n data_type: 'restaurant_lead',\n last_updated: new Date().toISOString(),\n \n // Status tracking\n contact_status: 'not_contacted',\n is_active: true\n },\n \n // Original row data untuk reference\n original_data: data\n };\n \n // Add flag untuk indicate ini adalah update atau insert baru\n vectorData.metadata.is_update = !!data.row_number;\n \n processedData.push(vectorData);\n \n console.log(`Processed: ${data.Title} (ID: ${uniqueId})`);\n}\n\nconsole.log(`Total processed: ${processedData.length} items`);\n\nreturn processedData;"
},
"typeVersion": 2
},
{
"id": "5793e2f7-4cd9-47d4-a54c-ca426a606204",
"name": "RAG",
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"position": [
2600,
920
],
"parameters": {
"mode": "retrieve-as-tool",
"topK": 20,
"options": {},
"toolName": "CompanyDocuments",
"tableName": {
"__rl": true,
"mode": "list",
"value": "documents",
"cachedResultName": "documents"
},
"toolDescription": "Search CompanyDocument knowledge base and business documents"
},
"credentials": {
"supabaseApi": {
"id": "rb73xq0erYUAZCau",
"name": "Company A"
}
},
"typeVersion": 1.1
},
{
"id": "4d621157-f7c5-40f3-b074-9b291834d502",
"name": "潜在客户",
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"position": [
2880,
920
],
"parameters": {
"mode": "retrieve-as-tool",
"topK": 20,
"options": {},
"toolName": "RestaurantLeads",
"tableName": {
"__rl": true,
"mode": "list",
"value": "restaurant_leads",
"cachedResultName": "restaurant_leads"
},
"toolDescription": "=Search restaurant leads and potential clients data"
},
"credentials": {
"supabaseApi": {
"id": "rb73xq0erYUAZCau",
"name": "Company A"
}
},
"typeVersion": 1.1
},
{
"id": "a0d34cae-29ed-4bcc-960f-1c32187ed7ac",
"name": "OpenAI 嵌入2",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
2880,
1060
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "92a0a539-b14a-4b12-9bdf-3f6d1b4baf5f",
"name": "便签2",
"type": "n8n-nodes-base.stickyNote",
"position": [
3420,
940
],
"parameters": {
"color": 5,
"width": 1100,
"height": 600,
"content": "# 潜在客户知识库"
},
"typeVersion": 1
},
{
"id": "ebf1d8e0-f7a2-4303-97be-07f70f4430c2",
"name": "便签3",
"type": "n8n-nodes-base.stickyNote",
"position": [
2020,
640
],
"parameters": {
"width": 1360,
"height": 560,
"content": "# 作为聊天机器人响应"
},
"typeVersion": 1
},
{
"id": "23ea6d0b-c66a-4d74-8b42-b09065abeace",
"name": "WAHA 触发器",
"type": "@devlikeapro/n8n-nodes-waha.wahaTrigger",
"disabled": true,
"position": [
1700,
340
],
"webhookId": "886de7ed-318f-4c8f-8d98-01720ddc8b82",
"parameters": {},
"typeVersion": 202502
},
{
"id": "07c892fe-1c58-4c1e-943c-700c6bc1926d",
"name": "AI 代理1",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
2380,
1340
],
"parameters": {
"options": {
"systemMessage": "=# Company Business Intelligence Assistant\n\nYou are \"MinCharge\", a specialized business intelligence assistant for the company. Your primary responsibility is to provide answers exclusively based on the available knowledge sources.\n\n## Knowledge Sources\nYou have access to two critical knowledge bases:\n1. **CompanyDocuments** - Contains business documents, service guides, company information, and operational procedures\n2. **RestaurantLeads** - Contains potential restaurant client data including ratings, contact information, business details, and market insights\n\n## 🚨 CRITICAL: Tool Selection Protocol\n\n### MANDATORY Tool Usage Rules:\n**CompanyDocuments tool MUST be used for:**\n- ANY question about company services, capabilities, or offerings\n- Pricing inquiries (\"how much\", \"cost\", \"price\", \"fee\")\n- Company information (\"about the company\", \"what is the company\", \"company details\")\n- Business processes (\"how does the company work\", \"process\", \"procedure\")\n- Service features and benefits\n- Any question containing keywords: company, service, price, cost, business, how to, process, capability, offering\n\n**RestaurantLeads tool MUST be used for:**\n- Lead generation and prospecting requests\n- Restaurant recommendations and listings\n- Market analysis and competitive intelligence\n- Location-based restaurant queries\n- Rating, review, and business characteristic analysis\n- Contact information and outreach data\n\n### Search Strategy Hierarchy:\n1. **Company-specific queries** → Use CompanyDocuments FIRST, always\n2. **Restaurant/lead queries** → Use RestaurantLeads FIRST\n3. **Business intelligence/strategy** → Use BOTH tools sequentially\n4. **Ambiguous queries** → Default to CompanyDocuments first, then RestaurantLeads if needed\n\n## Execution Process (Follow Strictly):\n1. **Query Classification**: \n - Identify if query mentions company, services, pricing, or company info\n - If YES → Immediately use CompanyDocuments tool\n - If restaurant/lead focused → Use RestaurantLeads tool\n - If business strategy → Use both tools\n\n2. **Tool Selection Verification**:\n - Double-check that you're using the correct tool for the query type\n - When in doubt about company-related content → ALWAYS search CompanyDocuments\n\n3. **Search Execution**: \n - Execute search in identified tool(s) before generating any response\n - Use specific, relevant keywords from user query\n\n4. **Response Generation**: \n - Base response entirely on search results\n - Clearly cite which knowledge base provided the information\n - Match user's language (Indonesian/English)\n\n## Core Operating Principles\n- **MANDATORY SEARCH**: Never respond without searching appropriate knowledge base first\n- **NO EXTERNAL KNOWLEDGE**: Absolutely no information from outside the knowledge bases\n- **EXPLICIT SOURCE CITATION**: Always state \"Based on CompanyDocuments...\" or \"According to RestaurantLeads...\"\n- **LANGUAGE MATCHING**: Respond in exact same language as user input\n- **ACCURACY OVER COMPLETENESS**: Better to say \"no information found\" than guess\n\n## Quality Assurance Checklist\nBefore every response, verify:\n- ✅ Did I search the appropriate knowledge base?\n- ✅ Is my answer based solely on search results?\n- ✅ Did I cite the correct source?\n- ✅ Am I responding in the user's language?\n- ✅ Did I avoid using external knowledge?\n\n## Error Handling\nIf no relevant information found in knowledge bases:\n- **English**: \"I searched [specific knowledge base] but don't have information about [topic]. Could you provide more specific details or rephrase your question?\"\n- **Indonesian**: \"Saya telah mencari di [basis pengetahuan spesifik] tetapi tidak memiliki informasi tentang [topik]. Bisakah Anda memberikan detail yang lebih spesifik atau mengubah pertanyaan Anda?\"\n\n## Debugging Mode\nAlways mention in your response which tool you used:\n- \"After searching CompanyDocuments...\"\n- \"Based on my search in RestaurantLeads...\"\n- \"From both knowledge bases...\"\n\nThis helps identify if tool selection is working correctly.\n\nRemember: Your value comes from providing accurate, source-backed intelligence from the company's specific business context and restaurant lead database. Always search first, cite sources, and match the user's language."
}
},
"typeVersion": 2
},
{
"id": "80997c1f-4ddd-47b0-be81-bc75abd6dbfd",
"name": "OpenAI 嵌入3",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
2580,
1660
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "1640e426-2920-4e77-bac4-779cb6081194",
"name": "RAG1",
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"position": [
2600,
1520
],
"parameters": {
"mode": "retrieve-as-tool",
"topK": 20,
"options": {},
"toolName": "CompanyDocuments",
"tableName": {
"__rl": true,
"mode": "list",
"value": "documents",
"cachedResultName": "documents"
},
"useReranker": true,
"toolDescription": "=MANDATORY TOOL for questions about: CompanyDocument services, pricing, company information, business processes, operational procedures, service capabilities, company policies, internal guidelines, and any Company A-specific business inquiries. Always use this tool first when users ask about Company A services or company information."
},
"credentials": {
"supabaseApi": {
"id": "rb73xq0erYUAZCau",
"name": "Company A"
}
},
"typeVersion": 1.1
},
{
"id": "6c8f2db0-ec5b-4164-9f4a-ea36d33478e6",
"name": "潜在客户1",
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"position": [
2880,
1520
],
"parameters": {
"mode": "retrieve-as-tool",
"topK": 20,
"options": {},
"toolName": "RestaurantLeads",
"tableName": {
"__rl": true,
"mode": "list",
"value": "restaurant_leads",
"cachedResultName": "restaurant_leads"
},
"useReranker": true,
"toolDescription": "=Search restaurant leads database containing potential client information, ratings, contact details, business characteristics, location data, and market insights. Use for lead generation, market analysis, and client prospecting."
},
"credentials": {
"supabaseApi": {
"id": "rb73xq0erYUAZCau",
"name": "Company A"
}
},
"typeVersion": 1.1
},
{
"id": "21d6d2c8-1ad3-455e-8171-77ed6f60f5e1",
"name": "OpenAI 嵌入4",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
2900,
1660
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "2b711442-2dd0-43b7-b3a0-19a785bc0417",
"name": "便签4",
"type": "n8n-nodes-base.stickyNote",
"position": [
2020,
1240
],
"parameters": {
"color": 4,
"width": 1360,
"height": 580,
"content": "# 发送消息"
},
"typeVersion": 1
},
{
"id": "782a8690-70f8-403f-8d59-13bf96b343d7",
"name": "当收到聊天消息时",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"position": [
2200,
1340
],
"webhookId": "2d2ee28f-a0f6-4e3f-ace2-91558f2fae95",
"parameters": {
"options": {}
},
"typeVersion": 1.1
},
{
"id": "c4a980f5-681a-4d5b-bcf7-504d5b832a53",
"name": "聊天记忆",
"type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
"position": [
2460,
1500
],
"parameters": {
"contextWindowLength": 20
},
"credentials": {
"postgres": {
"id": "8PMGgjtS4muxnKxT",
"name": "Company A Database"
}
},
"typeVersion": 1.3
},
{
"id": "6faff427-ccc8-4747-801f-e4846460c7c5",
"name": "聊天模型",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
2320,
1500
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"id": "IWdqsaVAq1AL1S28",
"name": "n8n - Money manager Khairul"
}
},
"typeVersion": 1.2
},
{
"id": "579ac8c8-359b-4297-b93b-4dff7dd41928",
"name": "Cohere 重新排序器",
"type": "@n8n/n8n-nodes-langchain.rerankerCohere",
"position": [
2720,
1660
],
"parameters": {
"modelName": "rerank-multilingual-v3.0"
},
"credentials": {
"cohereApi": {
"id": "vEf2FhO0BZLEAmaR",
"name": "trial Cohere"
}
},
"typeVersion": 1
},
{
"id": "bf15a02a-a529-4c06-8bc4-7e595cde718b",
"name": "Cohere 重新排序器1",
"type": "@n8n/n8n-nodes-langchain.rerankerCohere",
"position": [
3020,
1660
],
"parameters": {
"modelName": "rerank-multilingual-v3.0"
},
"credentials": {
"cohereApi": {
"id": "vEf2FhO0BZLEAmaR",
"name": "trial Cohere"
}
},
"typeVersion": 1
},
{
"id": "547e4f7d-737c-4819-85af-fa02e3196da9",
"name": "设置位置",
"type": "n8n-nodes-base.set",
"position": [
2300,
180
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "e80e3961-4f18-4e38-8642-4c35075f13a1",
"name": "lokasi",
"type": "string",
"value": "Bali"
}
]
}
},
"typeVersion": 3.4
}
],
"active": false,
"pinData": {},
"settings": {
"executionOrder": "v1"
},
"versionId": "f96e50a9-3b2c-4de0-a80d-c5bf5cb2b336",
"connections": {
"RAG": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"RAG1": {
"ai_tool": [
[
{
"node": "AI Agent1",
"type": "ai_tool",
"index": 0
}
]
]
},
"Leads": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Leads1": {
"ai_tool": [
[
{
"node": "AI Agent1",
"type": "ai_tool",
"index": 0
}
]
]
},
"small3": {
"ai_embedding": [
[
{
"node": "Supabase Vector Store2",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Webhook": {
"main": [
[
{
"node": "Get Leads",
"type": "main",
"index": 0
}
]
]
},
"AI Agent": {
"main": [
[]
]
},
"Get Data": {
"main": [
[
{
"node": "Loop Over Items",
"type": "main",
"index": 0
}
]
]
},
"AI Agent1": {
"main": [
[]
]
},
"Get Leads": {
"main": [
[
{
"node": "Clean Data",
"type": "main",
"index": 0
}
]
]
},
"Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent1",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Clean Data": {
"main": [
[
{
"node": "Update Data",
"type": "main",
"index": 0
}
]
]
},
"Get Result": {
"main": [
[
{
"node": "Append Leads",
"type": "main",
"index": 0
}
]
]
},
"Chat Memory": {
"ai_memory": [
[
{
"node": "AI Agent1",
"type": "ai_memory",
"index": 0
}
]
]
},
"Scrape Maps": {
"main": [
[
{
"node": "Get Result",
"type": "main",
"index": 0
}
]
]
},
"Search File": {
"main": [
[
{
"node": "Get Data",
"type": "main",
"index": 0
}
]
]
},
"Append Leads": {
"main": [
[
{
"node": "HTTP Request1",
"type": "main",
"index": 0
}
]
]
},
"Set Location": {
"main": [
[
{
"node": "Scrape Maps",
"type": "main",
"index": 0
}
]
]
},
"WAHA Trigger": {
"main": [
[],
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Loop Over Items": {
"main": [
[],
[
{
"node": "Supabase Vector Store",
"type": "main",
"index": 0
}
]
]
},
"Reranker Cohere": {
"ai_reranker": [
[
{
"node": "RAG1",
"type": "ai_reranker",
"index": 0
}
]
]
},
"Reranker Cohere1": {
"ai_reranker": [
[
{
"node": "Leads1",
"type": "ai_reranker",
"index": 0
}
]
]
},
"Embeddings OpenAI": {
"ai_embedding": [
[
{
"node": "Supabase Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"OpenAI Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Embeddings OpenAI1": {
"ai_embedding": [
[
{
"node": "RAG",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Embeddings OpenAI2": {
"ai_embedding": [
[
{
"node": "Leads",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Embeddings OpenAI3": {
"ai_embedding": [
[
{
"node": "RAG1",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Embeddings OpenAI4": {
"ai_embedding": [
[
{
"node": "Leads1",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Check Existing Data": {
"main": [
[
{
"node": "Supabase Vector Store2",
"type": "main",
"index": 0
}
]
]
},
"Default Data Loader": {
"ai_document": [
[
{
"node": "Supabase Vector Store",
"type": "ai_document",
"index": 0
}
]
]
},
"Default Data Loader2": {
"ai_document": [
[
{
"node": "Supabase Vector Store2",
"type": "ai_document",
"index": 0
}
]
]
},
"Google Drive Trigger": {
"main": [
[
{
"node": "Search File",
"type": "main",
"index": 0
}
]
]
},
"Postgres Chat Memory": {
"ai_memory": [
[
{
"node": "AI Agent",
"type": "ai_memory",
"index": 0
}
]
]
},
"Transform for Vector": {
"main": [
[
{
"node": "Check Existing Data",
"type": "main",
"index": 0
}
]
]
},
"Google Sheets Trigger": {
"main": [
[
{
"node": "Transform for Vector",
"type": "main",
"index": 0
}
]
]
},
"Supabase Vector Store": {
"main": [
[
{
"node": "Loop Over Items",
"type": "main",
"index": 0
}
]
]
},
"When chat message received": {
"main": [
[
{
"node": "AI Agent1",
"type": "main",
"index": 0
}
]
]
},
"Recursive Character Text Splitter": {
"ai_textSplitter": [
[
{
"node": "Default Data Loader",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"Recursive Character Text Splitter1": {
"ai_textSplitter": [
[
{
"node": "Default Data Loader2",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"When clicking ‘Execute workflow’": {
"main": [
[
{
"node": "Set Location",
"type": "main",
"index": 0
}
]
]
}
}
}常见问题
如何使用这个工作流？
复制上方的 JSON 配置代码，在您的 n8n 实例中创建新工作流并选择「从 JSON 导入」，粘贴配置后根据需要修改凭证设置即可。
这个工作流适合什么场景？
高级 - 客户培育, 多模态 AI
需要付费吗？
本工作流完全免费，您可以直接导入使用。但请注意，工作流中使用的第三方服务（如 OpenAI API）可能需要您自行付费。
相关工作流推荐
重新排序 #1
使用Apify、GPT-4o和WhatsApp自动化销售冷呼叫管道
Set
Code
Webhook
+18
48 节点Khairul Muhtadin
客户培育
使用Google Maps、GPT-4和WhatsApp自动化商业合作伙伴拓展
使用Google Maps、GPT-4和WhatsApp自动化商业合作伙伴拓展
If
Set
Code
+23
64 节点Khairul Muhtadin
AI 聊天机器人
在可视化参考库中探索n8n节点
在可视化参考库中探索n8n节点
If
Ftp
Set
+93
113 节点I versus AI
其他
上下文混合RAG AI文案
Google Drive到Supabase上下文向量数据库同步用于RAG应用
If
Set
Code
+25
76 节点Michael Taleb
AI RAG 检索增强
AI智能助手：与Supabase存储和Google Drive文件对话
AI智能助手：与Supabase存储和Google Drive文件对话
If
Set
Wait
+20
62 节点Mark Shcherbakov
工程
宠物店 4
🐶 宠物店预约 AI 代理
If
Set
Code
+41
187 节点Bruno Dias
人工智能
