This workflow follows the Agent → Chat Trigger recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
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{
"name": "Catat Keuangan Keluarga",
"nodes": [
{
"parameters": {
"content": "### Note\nSend response immediately to prevent request timeout",
"height": 96,
"width": 224
},
"type": "n8n-nodes-base.stickyNote",
"position": [
-1040,
-608
],
"typeVersion": 1,
"id": "a16909ca-c280-4739-8f45-c8c4e14c7f00",
"name": "Sticky Note"
},
{
"parameters": {
"content": "## Telegram Environment Variable\n\n- `TELEGRAM_WHITELIST_CHAT_IDS`\n`array` of `number` telegram chat_id only whitelisted chat_id will be process\n",
"height": 192,
"width": 320
},
"type": "n8n-nodes-base.stickyNote",
"position": [
-784,
-848
],
"typeVersion": 1,
"id": "6377267c-c306-4cfc-a2e9-51ea66590775",
"name": "Sticky Note1"
},
{
"parameters": {
"httpMethod": "POST",
"path": "168dfea0-cd85-411d-a5ff-0ed308aef03e",
"responseMode": "responseNode",
"options": {}
},
"type": "n8n-nodes-base.webhook",
"typeVersion": 2,
"position": [
-1008,
-1024
],
"id": "8428dc2d-9e4d-4286-bf96-4d0dd87145e9",
"name": "telegram webhook",
"alwaysOutputData": false,
"retryOnFail": false
},
{
"parameters": {
"respondWith": "noData",
"options": {
"responseCode": 204,
"responseHeaders": {
"entries": [
{
"name": "Content-Type",
"value": "no-content"
}
]
}
}
},
"type": "n8n-nodes-base.respondToWebhook",
"typeVersion": 1.4,
"position": [
-1024,
-768
],
"id": "4cf40289-1e84-447c-afc8-1d9cf72f81d2",
"name": "response telegram webhook"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "34411d36-21cf-4bb0-8bec-bc40f451707f",
"name": "TELEGRAM_WHITELIST_CHAT_IDS",
"value": "={{ [12345] }}",
"type": "array"
}
]
},
"includeOtherFields": true,
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
-784,
-1024
],
"id": "e5d108b9-2e5c-4268-827b-4f50c74c8105",
"name": "telegram environment",
"alwaysOutputData": false
},
{
"parameters": {
"content": "## Environment Variable\n\n- `ENV`\n`string` production or development\nif'production' - mean only production trigger will be process\n- `REPORT_URL`\n`string` url report if user ask to laporan\n- `TIMEZONE`\n`string` timezone",
"height": 240,
"width": 320
},
"type": "n8n-nodes-base.stickyNote",
"position": [
176,
0
],
"typeVersion": 1,
"id": "c72ccc2c-389b-4297-a97f-b09cbe9910f5",
"name": "Sticky Note2"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "89f07450-b558-43e4-a32e-c5f697f2ce3f",
"name": "ENV",
"value": "development",
"type": "string"
},
{
"id": "57917086-0e8d-4959-a7ea-5e18ad27454c",
"name": "REPORT_URL",
"value": "",
"type": "string"
},
{
"id": "ed460189-4235-42bf-bef5-27b69d9f78a1",
"name": "TIMEZONE",
"value": "Asia/Jakarta",
"type": "string"
},
{
"id": "9304c86b-9417-4c79-bff0-b5da34306faa",
"name": "meta",
"value": "={{ { start: $now } }}",
"type": "object"
}
]
},
"includeOtherFields": true,
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
288,
-160
],
"id": "3be22afe-07c3-4281-a11c-d2b64cbb3385",
"name": "environment"
},
{
"parameters": {
"content": "# TELEGRAM WEBHOOK",
"height": 80,
"width": 752
},
"type": "n8n-nodes-base.stickyNote",
"position": [
-992,
-1120
],
"typeVersion": 1,
"id": "afd9b61f-516a-4a54-9a92-48a5483e9b28",
"name": "Sticky Note3"
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "304ae319-9597-4e75-8c6c-6cf567d1f901",
"leftValue": "={{ 'message' in $json.body }}",
"rightValue": "",
"operator": {
"type": "boolean",
"operation": "true",
"singleValue": true
}
},
{
"id": "db70592e-3019-4f68-8d04-70cce01ac829",
"leftValue": "={{ $json.TELEGRAM_WHITELIST_CHAT_IDS }}",
"rightValue": "={{ $json.body.message.chat.id }}",
"operator": {
"type": "array",
"operation": "contains",
"rightType": "any"
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.filter",
"typeVersion": 2.2,
"position": [
-560,
-1024
],
"id": "0856f9c3-07bd-423d-8435-b20472d1f821",
"name": "telegram middleware"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "b81d37a7-ed28-44f6-aa19-167e38461715",
"name": "data",
"value": "={{ {\n from: \"telegram\",\n message_id: $json.body.message.message_id,\n chat_id: $json.body.message.chat.id,\n session_id: \"telegram-\"+$json.body.message.chat.id.toString(),\n text: $json.body.message.text\n} }}",
"type": "object"
},
{
"id": "e7dbd7ad-1b71-46e7-a041-c0f20e4eaf49",
"name": "env",
"value": "={{ $json.executionMode }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
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-1024
],
"id": "246a992b-1d72-414d-bb4c-430c6a761c62",
"name": "telegram parser"
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "9eb240b0-c0d2-40a0-b498-dd9e98b862fb",
"leftValue": "={{ $json.ENV == 'production' ? $json.env == \"production\" : true }}",
"rightValue": "",
"operator": {
"type": "boolean",
"operation": "true",
"singleValue": true
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.filter",
"typeVersion": 2.2,
"position": [
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-160
],
"id": "8ad32953-7f5d-4e4c-8faa-54ab8b4b249d",
"name": "middleware"
},
{
"parameters": {
"content": "# CHAT",
"height": 80,
"width": 150
},
"type": "n8n-nodes-base.stickyNote",
"position": [
-992,
-256
],
"typeVersion": 1,
"id": "bf42e8d0-b02a-4c48-a3e3-3ddf24a62597",
"name": "Sticky Note4"
},
{
"parameters": {
"options": {
"responseMode": "responseNodes"
}
},
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"typeVersion": 1.3,
"position": [
-1008,
-160
],
"id": "1b4d0aae-d64b-41f7-9574-6314d6470fd3",
"name": "chat trigger"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "b81d37a7-ed28-44f6-aa19-167e38461715",
"name": "data",
"value": "={{ {\n from: \"chat\",\n session_id: \"chat\"+$json.sessionId,\n text: $json.chatInput,\n env: \"development\"\n} }}",
"type": "object"
},
{
"id": "e7dbd7ad-1b71-46e7-a041-c0f20e4eaf49",
"name": "env",
"value": "={{ $json.executionMode }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
-784,
-160
],
"id": "f3e1ced5-589b-4046-9958-d9c39dbf7dbc",
"name": "chat parser"
},
{
"parameters": {
"promptType": "define",
"text": "=# DATA\nnow = {{ $now.toUTC().toISO() }}\n\n# INPUT USER\n{{ $json.data.text }}",
"options": {
"systemMessage": "Kamu adalah \"FinClassify\", AI yang menentukan maksud teks pengguna keluarga muda Indonesia (usia 25\u201330 th).\n\nKembalikan **satu kata saja (huruf besar semua):**\nPENCATATAN / LAPORAN / CUSTOM\n\nAturan:\n- PENCATATAN \u2192 hanya jika teks berisi nominal (contoh: 10rb, Rp50.000) atau konteks transaksi (beli, bayar, gajian, bonus, top up, dll).\n- LAPORAN \u2192 jika teks minta data, total, ringkasan, saldo, statistik, laporan, perbandingan, dsb.\n- CUSTOM \u2192 untuk semua selain itu. \n Jika tidak ada nominal **dan** tidak ada konteks keuangan, pilih CUSTOM.\n\nContoh:\n\"Aku beli bensin 50 ribu\" \u2192 PENCATATAN \n\"Total bulan lalu berapa?\" \u2192 LAPORAN \n\"Aku capek banget kerja\" \u2192 CUSTOM"
}
},
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 3,
"position": [
720,
-160
],
"id": "377be39e-0624-409d-bcf1-b5aaff362b5d",
"name": "Clasification Agent",
"alwaysOutputData": false
},
{
"parameters": {
"modelName": "models/gemini-2.5-flash-preview-09-2025",
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"typeVersion": 1,
"position": [
912,
448
],
"id": "3edccfb7-f586-4dcd-9e67-ac9047b0dab4",
"name": "Google Gemini Chat Model",
"credentials": {}
},
{
"parameters": {
"schemaType": "manual",
"inputSchema": "{\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"title\": \"FinExtractOutput\",\n \"description\": \"Schema for structured financial transaction data extracted by FinExtract.\",\n \"type\": \"array\",\n \"minItems\": 1,\n \"items\": {\n \"type\": \"object\",\n \"required\": [\"type\", \"name\", \"date\", \"amount\", \"qty\", \"total\", \"labels\"],\n \"properties\": {\n \"type\": {\n \"type\": \"string\",\n \"enum\": [\"in\", \"out\", \"saving\", \"withdraw\"],\n \"description\": \"Transaction direction: 'in' for income, 'out' for expense, 'saving' for saving money.\"\n },\n \"name\": {\n \"type\": \"string\",\n \"minLength\": 1,\n \"description\": \"Readable transaction title, e.g. 'Pembayaran listrik'.\"\n },\n \"date\": {\n \"type\": \"string\",\n \"pattern\": \"^\\\\d{4}-\\\\d{2}-\\\\d{2}T\\\\d{2}:\\\\d{2}:\\\\d{2}(\\\\.\\\\d+)?\\\\+07:00$\",\n \"description\": \"Transaction date in ISO8601 format with Asia/Jakarta timezone (+07:00).\"\n },\n \"amount\": {\n \"type\": \"number\",\n \"description\": \"Unit price or income amount can minus.\"\n },\n \"qty\": {\n \"type\": \"integer\",\n \"minimum\": 1,\n \"default\": 1,\n \"description\": \"Quantity of items or units.\"\n },\n \"total\": {\n \"type\": \"number\",\n \"description\": \"Total amount = amount \u00d7 qty can minus.\"\n },\n \"labels\": {\n \"type\": \"array\",\n \"minItems\": 1,\n \"items\": {\n \"type\": \"string\",\n \"minLength\": 1\n },\n \"description\": \"List of category tags such as ['makanan', 'tagihan', 'transportasi'].\"\n }\n },\n \"additionalProperties\": false\n }\n}\n"
},
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"typeVersion": 1.3,
"position": [
1488,
320
],
"id": "6807524c-fd7c-495d-bfc2-01b187f10465",
"name": "Parse Output"
},
{
"parameters": {
"rules": {
"values": [
{
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"leftValue": "={{ $json.output }}",
"rightValue": "LAPORAN",
"operator": {
"type": "string",
"operation": "equals"
},
"id": "41443236-5a09-49fc-861f-cbb9bdd739f2"
}
],
"combinator": "and"
}
},
{
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "2cdcfe1b-f3ba-4f49-a22f-26aa668a8440",
"leftValue": "={{ $json.output }}",
"rightValue": "CUSTOM",
"operator": {
"type": "string",
"operation": "equals",
"name": "filter.operator.equals"
}
}
],
"combinator": "and"
}
},
{
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "602c2285-de3c-48ba-a0da-30b634cf0152",
"leftValue": "={{ $json.output }}",
"rightValue": "PENCATATAN",
"operator": {
"type": "string",
"operation": "equals",
"name": "filter.operator.equals"
}
}
],
"combinator": "and"
}
}
]
},
"options": {
"allMatchingOutputs": false
}
},
"type": "n8n-nodes-base.switch",
"typeVersion": 3.3,
"position": [
1072,
-176
],
"id": "bbe679b9-ff1c-4fcc-a5c2-fc8e4af23082",
"name": "Switch"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "bc1ca612-b629-4b91-b020-7868cb4d953b",
"name": "action",
"value": "record",
"type": "string"
},
{
"id": "45bedb6b-d974-4a80-9788-080c64d1a59e",
"name": "items",
"value": "={{ $json.output }}",
"type": "array"
},
{
"id": "d4c3d14a-4ac4-4ab3-8212-cca603d6184b",
"name": "i",
"value": 0,
"type": "number"
},
{
"id": "5b5a88b8-029b-471a-96e0-98eea281f369",
"name": "results",
"value": "={{ {storage: \"\", data: [], total: 0, saving: 0} }}",
"type": "object"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
1696,
80
],
"id": "5aa06da6-f409-4192-9fac-14f850fd8adc",
"name": "record parser"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "f6bad1a0-852e-430c-9cb6-354ff10b9299",
"name": "reply",
"value": "={{ $json.output }}",
"type": "string"
},
{
"id": "c23d2e36-9957-437e-9d03-785407572311",
"name": "action",
"value": "custom",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
1696,
-160
],
"id": "009d5beb-cd45-42f2-9f09-5dc16534f88f",
"name": "custom parser"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "180f2a6a-a7cc-4724-9bf9-fc58c578f9da",
"name": "reply",
"value": "={{ ((url) => {\n\nif (!url || !url.length) {\n return \"Sorry bos, laporan e gurung samean setting\";\n}\n\nreturn `Iki bos, di delok dewe laporan e ${url}`;\n\n})($('environment').item.json.REPORT_URL) }}",
"type": "string"
},
{
"id": "05e98519-cc89-43f5-87a4-209513dbb770",
"name": "action",
"value": "laporan",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
1696,
-400
],
"id": "fb428698-36bf-438a-8abf-6b9cd82cdd2c",
"name": "report generator"
},
{
"parameters": {
"rules": {
"values": [
{
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"leftValue": "={{ $json.from }}",
"rightValue": "telegram",
"operator": {
"type": "string",
"operation": "equals"
},
"id": "b19a9ce9-b46d-45c4-9286-b6bfa1a967bb"
}
],
"combinator": "and"
}
},
{
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "e12ef3e2-3deb-49e9-bb5b-248410ed2daf",
"leftValue": "={{ $json.from }}",
"rightValue": "chat",
"operator": {
"type": "string",
"operation": "equals",
"name": "filter.operator.equals"
}
}
],
"combinator": "and"
}
}
]
},
"options": {
"allMatchingOutputs": true
}
},
"type": "n8n-nodes-base.switch",
"typeVersion": 3.3,
"position": [
2384,
-160
],
"id": "d373035b-29b7-4b25-9e3e-ef6b6d1aca91",
"name": "reply manager"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "1ee6025c-6fa9-4b0c-857d-ce653995e978",
"name": "reply",
"value": "={{ ((datas) => {\n const f = new Intl.NumberFormat(\"id-ID\", { style: \"currency\", currency: \"IDR\" });\n\n const replys = [\n \"Aman bos, wes tak catet\",\n datas.map((data) => [\n \"\\n\\n-----------------------\",\n `Type: ${data.action}`,\n `Nama: ${data.name}`,\n `Tanggal: ${new Date(data.date).toLocaleString(\"id-ID\", { timeZone: \"Asia/Jakarta\" })}`,\n `Nominal: ${f.format(data.amount)}`,\n `Qty: ${data.qty}`,\n `Total: ${f.format(data.total)}`,\n `Labels: ${data.labels.join(\", \")}`,\n ].join(\"\\n\")).join(\"\\n\"),\n \"\\n\\n-----------------------\",\n ];\n\n if ($('save balance').isExecuted) {\n const balance = $('save balance').item.json.balance;\n replys.push(`Saldo: ${f.format(balance)}`)\n }\n\n if ($('save saving').isExecuted) {\n const saving = $('save saving').item.json.saving;\n replys.push(`Tabungan: ${f.format(saving)}`)\n }\n\n return replys.join(\"\\n\")\n\n})($('loop check').item.json.results.data) }}",
"type": "string"
},
{
"id": "7c64accf-53ca-4653-a978-17f04d97b552",
"name": "action",
"value": "record",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
3472,
736
],
"id": "57fe77db-4ac1-43a7-bc55-d2784a58c719",
"name": "generate reply"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "43f2399e-9764-456d-a3dc-a29b98efc52e",
"name": "from",
"value": "={{ $('environment').item.json.data.from }}",
"type": "string"
},
{
"id": "cb719531-8e44-45b9-9720-cd6f6f4a29b5",
"name": "session_id",
"value": "={{ $('environment').item.json.data.session_id }}",
"type": "string"
},
{
"id": "53928e9e-bb80-4290-a75c-41c575d9a511",
"name": "message_id",
"value": "={{ $('environment').item.json.data.message_id }}",
"type": "string"
},
{
"id": "44c4f1ea-a300-48ea-b37a-1d200822464e",
"name": "chat_id",
"value": "={{ $('environment').item.json.data.chat_id }}",
"type": "string"
},
{
"id": "4d26c872-e120-4cb3-b19a-7376cd6c9877",
"name": "reply",
"value": "={{ ((reply) => {\n\n const start = new Date($('environment').item.json.meta.start);\n const end = new Date();\n const ms = end - start;\n if (isNaN(ms) || ms < 0) {\n return reply;\n }\n\n const seconds = Math.floor(ms / 1000);\n const minutes = Math.floor(seconds / 60);\n const hours = Math.floor(minutes / 60);\n\n const displayMs = ms % 1000;\n const displayS = seconds % 60;\n const displayM = minutes % 60;\n const displayH = hours;\n\n return (\n reply +\n \"\\n\\n-----------------\\n\" +\n `eksekusi = ${displayM}m ${displayS}d ${displayMs}md`\n );\n})($json.reply) }}",
"type": "string"
}
]
},
"includeOtherFields": true,
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
1936,
-160
],
"id": "7c621e7a-fa6c-4b02-b52e-1ea8f0c03b69",
"name": "reply"
},
{
"parameters": {
"sessionIdType": "customKey",
"sessionKey": "={{ $('environment').item.json.data.session_id }}"
},
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"typeVersion": 1.3,
"position": [
1296,
320
],
"id": "1f11dc11-a2d3-451f-93df-dd0872782bd3",
"name": "Simple Memory"
},
{
"parameters": {
"content": "## input requirement\n\n- `data` field must be `object` contains\n\n ```ts\n {\n // indicate where data comming from\n // e.g `telegram` | `chat`\n from: string,\n // global unique string for session_id\n // e.g `telegram-1000032`\n session_id: string, \n // user input\n text: string,\n // some additional datas\n ...\n }\n ```",
"height": 384,
"width": 624
},
"type": "n8n-nodes-base.stickyNote",
"position": [
208,
-576
],
"typeVersion": 1,
"id": "fc050b5d-4a8f-4240-950a-192cb297c9b8",
"name": "Sticky Note5"
},
{
"parameters": {
"chatId": "={{ $json.chat_id }}",
"text": "={{ $json.reply }}",
"additionalFields": {
"appendAttribution": false,
"reply_to_message_id": "={{ $json.action == \"record\" ? $json.message_id : null }}"
}
},
"type": "n8n-nodes-base.telegram",
"typeVersion": 1.2,
"position": [
2800,
-320
],
"id": "fa39ec07-c6a2-4e86-a9a6-256433be53a4",
"name": "reply telegram",
"credentials": {}
},
{
"parameters": {
"message": "={{ $json.reply }}",
"waitUserReply": false,
"options": {
"memoryConnection": false
}
},
"type": "@n8n/n8n-nodes-langchain.chat",
"typeVersion": 1,
"position": [
2800,
-144
],
"id": "bdf6d82a-7ff8-45ce-b72a-10cb5127dea8",
"name": "reply chat"
},
{
"parameters": {
"promptType": "define",
"text": "=Ubah teks menjadi array JSON valid (minified, tanpa spasi atau teks tambahan) berisi satu atau lebih objek transaksi:\n{\n \"type\": \"in\" | \"out\" | \"saving\" | \"withdraw\",\n \"name\": string,\n \"date\": string, // ISO8601 denga timezone {{ $('environment').item.json.TIMEZONE }}\n \"amount\": number,\n \"qty\": number,\n \"total\": number,\n \"labels\": string[]\n}\n\nAturan:\n- type: \"in\" untuk pemasukan (gajian, dapat, jual, transfer masuk)\n- type: \"out\" untuk pengeluaran (beli, bayar, langganan, top up, traktir, dll)\n- type: \"saving\" untuk tambah tabungan pribadi (nabung, ditabung, menabung)\n- type: \"withdraw\" untuk ambil tabungan pribadi (ambil tabungan, dari tabungan) nominal dan total selalu bernilai minus\n- name: ubah jadi kalimat natural (contoh: \u201cbayar listrik\u201d \u2192 \u201cPembayaran listrik\u201d)\n- amount: harga satuan; ubah nominal lokal ke angka (mis. \u201c50 ribu\u201d \u2192 50000)\n- qty: jumlah item, default 1 jika tidak disebut, selalu 1 untuk tipe \"saving\"\n- total: amount \u00d7 qty (atau total langsung jika disebut)\n- labels: kategori salah satu dari (Tempat Tinggal, Utilitas, Pangan, Transportasi, Kesehatan, Pendidikan, Utang, Asuransi, Kebutuhan Pribadi dan Rekreasi, Tabungan dan Dana Darurat)\n- date: selalu gunakan format ISO8601 lengkap dengan timezone {{ $('environment').item.json.TIMEZONE }}\n- hasil akhir harus berupa **JSON array minified valid**, tanpa teks atau format tambahan, **LANGSUNG JSON ARRAY**\n\nContoh:\nInput: \"Bayar listrik 200 ribu dan beli kopi 25 ribu dua kali, dan nabung juga 300000, bayar bpjs 100 ribu ambil tabungan\"\n\nOutput:\n[{\"type\":\"out\",\"name\":\"Pembayaran listrik\",\"date\":\"2025-11-07T10:18:48.265+07:00\",\"amount\":200000,\"qty\":1,\"total\":200000,\"labels\":[\"tagihan\"]},{\"type\":\"out\",\"name\":\"Beli kopi\",\"date\":\"2025-11-07T10:18:48.265+07:00\",\"amount\":25000,\"qty\":2,\"total\":50000,\"labels\":[\"makanan\"]},{\"type\":\"saving\",\"name\":\"Nabung pribadi\",\"date\":\"2025-11-07T10:18:48.265+07:00\",\"amount\":300000,\"qty\":1,\"total\":300000,\"labels\":[\"Tabungan dan Dana Darurat\"]},{\"type\":\"withdraw\",\"name\":\"Ambil tabungan\",\"date\":\"2025-11-07T10:18:48.265+07:00\",\"amount\":-100000,\"qty\":1,\"total\":-100000,\"labels\":[\"Tabungan dan Dana Darurat\"]},{\"type\":\"in\",\"name\":\"Dari tabungan\",\"date\":\"2025-11-07T10:18:48.265+07:00\",\"amount\":100000,\"qty\":1,\"total\":100000,\"labels\":[\"Tabungan dan Dana Darurat\"]},{\"type\":\"out\",\"name\":\"Bayar BPJS\",\"date\":\"2025-11-07T10:18:48.265+07:00\",\"amount\":100000,\"qty\":1,\"total\":100000,\"labels\":[\"Kesehatan\"]}]\n\n# DATA\nnow = {{ $now.toUTC().toISO() }}\n\n# INPUT USER\n{{ $('environment').item.json.data.text }}",
"hasOutputParser": true,
"options": {
"systemMessage": "=Kamu adalah AI yang mengekstrak transaksi keuangan dari teks pengguna (keluarga muda Indonesia, usia 25\u201330 tahun)."
}
},
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 3,
"position": [
1344,
96
],
"id": "cd99f028-9841-4000-9494-8e8e7a7806f5",
"name": "Record Agent",
"onError": "continueErrorOutput"
},
{
"parameters": {
"promptType": "define",
"text": "=# DATA\nnow = {{ $now.toUTC().toISO() }}\nlink laporan = {{ $('environment').item.json.REPORT_URL }}\n\n# INPUT USER\n{{ $('environment').item.json.data.text }}",
"hasOutputParser": true,
"options": {
"systemMessage": "Kamu adalah \"Yuk Lia\", AI untuk pencatatan keuangan keluarga di indonesia, Jawa khususnya\n\n**Balas menggunakan Bahasa Jawa Timuran**"
}
},
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 3,
"position": [
1344,
-160
],
"id": "ae003377-1e2c-401b-bc71-cdabfd3eb5fa",
"name": "Talk Agent"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "75465abd-f36c-4846-b0d4-e57039d37337",
"name": "action",
"value": "={{ $json.items[$json.i].type }}",
"type": "string"
},
{
"id": "c2977517-eee7-4ffa-9248-b66d643dfaf4",
"name": "name",
"value": "={{ $json.items[$json.i].name }}",
"type": "string"
},
{
"id": "107e19cc-efad-429b-80ac-976a67f800ae",
"name": "date",
"value": "={{ $json.items[$json.i].date }}",
"type": "string"
},
{
"id": "2d006833-989d-48c4-826a-ce3fec8b593b",
"name": "amount",
"value": "={{ $json.items[$json.i].amount }}",
"type": "number"
},
{
"id": "45ec52fe-576f-4129-b753-0cd65bab2ee8",
"name": "qty",
"value": "={{ $json.items[$json.i].qty }}",
"type": "number"
},
{
"id": "fd17fa2e-f409-413a-a756-3ec5f0c5f885",
"name": "total",
"value": "={{ $json.items[$json.i].total }}",
"type": "number"
},
{
"id": "181a948c-912a-4053-af9a-48c9547f9591",
"name": "labels",
"value": "={{ $json.items[$json.i].labels }}",
"type": "array"
},
{
"id": "a48e80ee-0520-49f3-b887-24803420c439",
"name": "created_at",
"value": "={{ new Date() }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
2592,
64
],
"id": "8995ee1a-999a-4b04-b2e3-9a5b7d9674c8",
"name": "map record"
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "9f56e81c-f701-4375-9e5a-93304e1b0301",
"leftValue": "={{ $json.i }}",
"rightValue": "={{ $json.items.length }}",
"operator": {
"type": "number",
"operation": "lt"
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.if",
"typeVersion": 2.2,
"position": [
2176,
80
],
"id": "14a957f0-fcee-4f16-962e-1b539cd46077",
"name": "loop check"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "fbad8433-e890-49db-ad79-33e03f25b8a6",
"name": "date",
"value": "={{ new DateTime($json.date).toUTC().toMillis() }}",
"type": "number"
},
{
"id": "103ca7d5-b181-494e-a6bf-98cdb74ff4cf",
"name": "created_at",
"value": "={{ new DateTime($json.created_at).toUTC().toMillis() }}",
"type": "number"
}
]
},
"includeOtherFields": true,
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
2816,
64
],
"id": "71c75c1b-dd82-400b-ac00-6abb523faf5b",
"name": "map firebase payload"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "0fe46638-54fe-4fe8-92e8-367188b8e083",
"name": "action",
"value": "={{ $('loop check').item.json.action }}",
"type": "string"
},
{
"id": "f00eebdf-6a80-43e2-a40e-2f282754327f",
"name": "items",
"value": "={{ $('loop check').item.json.items }}",
"type": "array"
},
{
"id": "981cc997-3e9f-4959-b1d2-727446152ba8",
"name": "i",
"value": "={{ $('loop check').item.json.i + 1 }}",
"type": "number"
},
{
"id": "34428624-c5d4-44b1-92d6-54997552d254",
"name": "results",
"value": "={{ $json.results }}",
"type": "object"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
3488,
64
],
"id": "5cff0bc1-d29a-42fd-816e-10a98092c2ae",
"name": "loop"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "get",
"path": "/balance"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
2384,
480
],
"id": "af1b20dd-277a-48c0-a65b-9dc852bc1b14",
"name": "get balance",
"retryOnFail": true,
"waitBetweenTries": 300,
"credentials": {},
"onError": "continueErrorOutput"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "106905e4-b308-4993-a0fb-548852c96f39",
"name": "balance",
"value": "={{ ($json['/balance'] ?? 0) + $('loop check').item.json.results.total }}",
"type": "number"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
2592,
464
],
"id": "c3f12e7b-83c9-445b-a0f0-01f0cc8af246",
"name": "update balance"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "update",
"path": "/",
"attributes": "=balance"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
2816,
464
],
"id": "20de06b6-97e0-4be2-9945-e1d973afc08d",
"name": "save balance",
"retryOnFail": true,
"waitBetweenTries": 500,
"credentials": {},
"onError": "continueErrorOutput"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "delete",
"path": "={{ $json.datas[$json.remove_i].id }}"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
3024,
912
],
"id": "4989ad6a-2323-4cb7-a60b-6af691a68933",
"name": "delete records",
"retryOnFail": true,
"credentials": {}
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "65ca1a34-80bd-4a9e-9eaf-a0fcc95a6f8d",
"name": "remove_i",
"value": 0,
"type": "number"
},
{
"id": "3af9db91-50d9-4b83-af4b-56e4116419eb",
"name": "datas",
"value": "={{ $('append response').item.json.results.data }}",
"type": "array"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
2384,
928
],
"id": "3595a284-14b7-4351-930b-b3b6f95e8684",
"name": "loop remove"
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "e2caf674-d7e9-4045-a030-c48347b0e9a8",
"leftValue": "={{ $json.remove_i }}",
"rightValue": "={{ $json.datas.length }}",
"operator": {
"type": "number",
"operation": "lt"
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.if",
"typeVersion": 2.2,
"position": [
2592,
928
],
"id": "1655797e-ebbd-4081-9249-121ac374fce9",
"name": "check loop remove"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "95c3b528-0398-44c0-af71-462c94d955d2",
"name": "reply",
"value": "=Firebase Error: {{ $('loop remove').item.json.error }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
3472,
944
],
"id": "c00c8e89-62fd-40e9-954c-1b38f29c9377",
"name": "error message"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "9acdfe1a-2387-4a77-a382-1e3405a452c5",
"name": "i",
"value": "={{ $('check loop remove').item.json.remove_i + 1 }}",
"type": "number"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
3248,
912
],
"id": "53f0c2b0-8be0-48b3-8ade-7447eb5a40e8",
"name": "loop remove continue"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "push",
"path": "={{ ((action) => {\n\n return {\n in: \"\\incomes\",\n out: \"\\outcomes\",\n saving: \"\\savings\",\n withdraw: \"\\savings\",\n }[action] ?? \"\";\n\n})($json.action) }}",
"attributes": "name,date,amount,qty,labels,created_at"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
3040,
64
],
"id": "640ffac8-67e3-49dd-a529-8b79e6d7c4e2",
"name": "append record",
"alwaysOutputData": false,
"credentials": {}
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "7afd9e7f-7d52-4f05-aefe-5ede8478cbbc",
"name": "storage",
"value": "firebase",
"type": "string"
},
{
"id": "31930359-2521-4d6a-a287-9f5772c5b677",
"name": "results",
"value": "={{ ((res) => {\n const item = $('map record').item.json;\n const data = {\n ...item,\n id: `/${item.action}/${$json.name}`\n }\n\n let total = res.total;\n let saving = res.saving;\n if (item.action == 'in') {\n total += item.total;\n } else if (item.action == 'out') {\n total -= item.total;\n } else if (item.action == 'saving') {\n saving += item.total;\n } else if (item.action == 'withdraw') {\n saving += item.total;\n }\n\n return {\n ...res,\n data: [...res.data, data],\n total,\n saving,\n };\n\n})($('loop check').item.json.results) }}",
"type": "object"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
3264,
64
],
"id": "321f4341-c452-40f7-a612-84136f6667c7",
"name": "append response"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "2c0fd444-8951-4bd2-8ebd-8828f27283f9",
"name": "reply",
"value": "=AI Error: {{ $json.error }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
1696,
272
],
"id": "ab1a2fd9-a29c-4eb6-93fe-beb5f73250ff",
"name": "error ai"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "get",
"path": "/saving"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
2384,
704
],
"id": "c4778254-192a-48fe-b986-1314cc636da3",
"name": "get saving",
"retryOnFail": true,
"waitBetweenTries": 300,
"credentials": {},
"onError": "continueErrorOutput"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "106905e4-b308-4993-a0fb-548852c96f39",
"name": "saving",
"value": "={{ ($json['/saving'] ?? 0) + $('loop check').item.json.results.saving }}",
"type": "number"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
2592,
688
],
"id": "92e62127-9f91-4861-a52e-63fc99e74eab",
"name": "update saving"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "update",
"path": "/",
"attributes": "=saving"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
2816,
688
],
"id": "b248494c-727d-4fef-9395-9351e9c31727",
"name": "save saving",
"retryOnFail": true,
"waitBetweenTries": 500,
"credentials": {},
"onError": "continueErrorOutput"
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "6feba555-355d-462f-9ea8-ede8b5647d5f",
"leftValue": "={{ $('loop check').item.json.results.total }}",
"rightValue": 0,
"operator": {
"type": "number",
"operation": "notEquals"
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.if",
"typeVersion": 2.2,
"position": [
2176,
496
],
"id": "fbe657ec-0e69-4efe-b694-c9ae698e6062",
"name": "if balance update"
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 2
},
"conditions": [
{
"id": "6feba555-355d-462f-9ea8-ede8b5647d5f",
"leftValue": "={{ $('loop check').item.json.results.saving }}",
"rightValue": 0,
"operator": {
"type": "number",
"operation": "notEquals"
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.if",
"typeVersion": 2.2,
"position": [
2176,
720
],
"id": "3221048b-bac2-490f-8263-2d5853670d18",
"name": "if saving update"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "036edc51-c1fa-4b89-b892-0c5b07ab7aae",
"name": "total",
"value": "={{ $json.saving }}",
"type": "number"
},
{
"id": "a3300677-ce9a-4871-bf4e-d41a8728dea7",
"name": "date",
"value": "={{ $now.toUTC().toMillis() }}",
"type": "number"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
3024,
624
],
"id": "e8624d5c-cbe4-4c9c-9699-93dc67c65738",
"name": "gen saving history"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "push",
"path": "/saving_history",
"attributes": "date, total"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
3232,
624
],
"id": "af5dae6d-2aed-4d52-9916-3166f8d0debb",
"name": "add saving history",
"retryOnFail": true,
"waitBetweenTries": 1000,
"credentials": {},
"onError": "continueRegularOutput"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "036edc51-c1fa-4b89-b892-0c5b07ab7aae",
"name": "total",
"value": "={{ $json.balance }}",
"type": "number"
},
{
"id": "a3300677-ce9a-4871-bf4e-d41a8728dea7",
"name": "date",
"value": "={{ $now.toUTC().toMillis() }}",
"type": "number"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
3024,
400
],
"id": "83a74a29-23df-4df1-9b6d-9a164108a09a",
"name": "gen saving balance"
},
{
"parameters": {
"projectId": "fairuz-kingdom-default-rtdb",
"operation": "push",
"path": "/balance_history",
"attributes": "date, total"
},
"type": "n8n-nodes-base.googleFirebaseRealtimeDatabase",
"typeVersion": 1,
"position": [
3232,
400
],
"id": "ec1ae70e-dcc4-4a15-820c-055c58813a0b",
"name": "add saving balance",
"retryOnFail": true,
"waitBetweenTries": 1000,
"credentials": {},
"onError": "continueRegularOutput"
},
{
"parameters": {
"content": "## Get Started\n1. Setup Firebase Realtime Database Integration see https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.googlecloudrealtimedatabase\n2. Setup Telegram Bot and integrate with n8n\n3. Set Telegram webhook to call workflow webhook link\n4. You can restricted which chat_id allowed to process on `telegram environment` node\n5. Setup AI Model integrate with this workflow on every agent\n\n",
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"timezone": "Asia/Jakarta",
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"id": "HIEmdTflyDS8KQhN",
"tags": []
}
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About this workflow
Catat Keuangan Keluarga. Uses chatTrigger, agent, lmChatGoogleGemini, outputParserStructured. Webhook trigger; 55 nodes.
Source: https://gist.github.com/ifanfairuz/f026ebd918237c6aefa375b925774e82 — original creator credit. Request a take-down →
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