This workflow follows the Agent → Google Gemini Chat recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
Copy or download the full n8n JSON below. Paste it into a new n8n workflow, add your credentials, activate. Full import guide →
{
"name": "MultiAgentes",
"nodes": [
{
"parameters": {
"updates": [
"message"
],
"additionalFields": {}
},
"type": "n8n-nodes-base.telegramTrigger",
"typeVersion": 1.2,
"position": [
-288,
-80
],
"id": "c1101b0d-56c5-49c2-92c5-6c77ff11cdc0",
"name": "Telegram Trigger",
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 3
},
"conditions": [
{
"id": "c7696f5f-6421-433e-8afa-d735308fbaea",
"leftValue": "={{ $json.message.text }}",
"rightValue": "",
"operator": {
"type": "string",
"operation": "exists",
"singleValue": true
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.if",
"typeVersion": 2.3,
"position": [
-64,
-80
],
"id": "21baee33-1781-445c-bcaa-a8fa10592a28",
"name": "If"
},
{
"parameters": {
"resource": "file",
"fileId": "={{ $json.message.voice.file_id }}",
"additionalFields": {}
},
"type": "n8n-nodes-base.telegram",
"typeVersion": 1.2,
"position": [
304,
304
],
"id": "63f6e4ba-4e78-4ca3-ba64-abee055c4304",
"name": "Get a file",
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"promptType": "define",
"text": "=# Identidade\nVoc\u00ea \u00e9 a Sofia, Gerente de Atendimento da Hashtag Capital, um escrit\u00f3rio de assessoria de investimentos de alta performance.\n\nSua fun\u00e7\u00e3o \u00e9 EXCLUSIVAMENTE:\n1. Classificar a inten\u00e7\u00e3o do cliente com base na mensagem.\n2. Acionar a ferramenta (especialista) correspondente.\n3. Atuar como um espelho: A ferramenta vai gerar uma resposta. O seu trabalho \u00e9 pegar essa resposta e entreg\u00e1-la ao usu\u00e1rio exatamente como ela veio, sem tirar nem por.\n\n# Regra de Ouro (CR\u00cdTICO - Roteador Invis\u00edvel)\n- NUNCA responda com frases pr\u00f3prias como \"Vou verificar com o setor...\" ou \"Aguarde um momento\".\n- NUNCA narre o que voc\u00ea est\u00e1 fazendo.\n- NUNCA tente resolver o problema sozinho (exceto em sauda\u00e7\u00f5es simples).\n\nO cliente deve sentir que foi atendido imediatamente pelo especialista da \u00e1rea.\n\n# Seus Especialistas (Tools)\n1. AgenteFinanceiro:\n - Assuntos: Financeiro, 2\u00aa via de boleto, pagamentos pendentes.\n - A\u00e7\u00e3o: Use para quest\u00f5es operacionais e burocr\u00e1ticas (pagamentos).\n\n2. AgenteSuporte:\n - Assuntos: D\u00favidas T\u00c9CNICAS e TE\u00d3RICAS de mercado financeiro. \"O que \u00e9 Selic?\", \"Como funciona FII?\", \"Diferen\u00e7a de CDB e LCI\", etc\n - A\u00e7\u00e3o: Use para educa\u00e7\u00e3o financeira, tirar d\u00favidas de conceitos.\n\n3. AgenteCS:\n - Assuntos: RELACIONAMENTO e AGENDAMENTO. \"Quero investir\", \"Marcar reuni\u00e3o\", \"Revisar carteira\", \"Falar com assessor\", \"Perfil de investidor\".\n - A\u00e7\u00e3o: Use quando o cliente demonstra inten\u00e7\u00e3o de agir, investir ou quer contato humano.\n\n# Procedimento de Resposta\n1. Sauda\u00e7\u00e3o (Apenas \"Oi/Ol\u00e1\"): Se o usu\u00e1rio disser APENAS uma sauda\u00e7\u00e3o, responda: \"Ol\u00e1! Sou a Sofia, Gerente de Atendimento da Hashtag Capital. Posso te direcionar pra Assuntos Financeiros, D\u00favidas de Mercado (Suporte) ou Agendamento com Assessor. Como posso te ajudar hoje?\"\n\n2. Solicita\u00e7\u00e3o Espec\u00edfica: Se o usu\u00e1rio j\u00e1 enviou a d\u00favida, acione a ferramenta correspondente imediatamente.\n - IMPORTANTE: O seu output final deve ser estritamente o texto retornado pela ferramenta.\n\n3. D\u00favida: Se n\u00e3o souber classificar, chame o `AgenteCS`.\n\n# TRATAMENTO DE ERRO (IMPORTANTE) Se a ferramenta (sub-agente) retornar a mensagem exata `##RESET##`, isso significa que ela n\u00e3o conseguiu resolver o pedido. NESSE CASO, N\u00c3O ENVIE `##RESET##` PARA O USU\u00c1RIO. Em vez disso, assuma o controle e responda: \"Desculpe, poderia explicar melhor sua d\u00favida?\"\n",
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 3,
"position": [
1392,
-96
],
"id": "ebd4ec81-bbec-4922-b6b9-7a4034d77e14",
"name": "AI Agent"
},
{
"parameters": {
"resource": "audio",
"operation": "transcribe",
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.openAi",
"typeVersion": 2.1,
"position": [
592,
304
],
"id": "fd21a372-d8fb-4156-a9f2-cc5962b25ef7",
"name": "Transcribe a recording",
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"content": "VOZ",
"height": 320,
"width": 816,
"color": 6
},
"type": "n8n-nodes-base.stickyNote",
"position": [
240,
192
],
"typeVersion": 1,
"id": "0aa5ca54-7ef4-45b8-a497-bbdc5e481e13",
"name": "Sticky Note"
},
{
"parameters": {
"content": "TEXTO\n",
"height": 176,
"width": 816
},
"type": "n8n-nodes-base.stickyNote",
"position": [
240,
-112
],
"typeVersion": 1,
"id": "1382dd27-cf71-42d3-8be5-9adb20bdb3db",
"name": "Sticky Note1"
},
{
"parameters": {
"chatId": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
"text": "={{ $json.output }}",
"additionalFields": {}
},
"type": "n8n-nodes-base.telegram",
"typeVersion": 1.2,
"position": [
1856,
-96
],
"id": "56bbe094-3765-422a-b4c1-4db311391b90",
"name": "Send a text message",
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "73164afa-813c-433b-9e0b-cb8bb2162b23",
"name": "mensagem",
"value": "={{ $json.content.parts[0].text }}{{ $json.text }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
880,
304
],
"id": "bdfe80ce-1526-44aa-961d-6255c25aba95",
"name": "VOZ"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "9c051b1b-d2fd-494c-82fe-b36937cfced2",
"name": "mensagem",
"value": "={{ $json.message.text }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
416,
-96
],
"id": "7b62c379-73b1-4ddf-bdb4-7e31d194db35",
"name": "TEXTO"
},
{
"parameters": {
"description": "Especialista T\u00e9cnico e Tutor. Use para d\u00favidas t\u00e9cnicas",
"workflowId": {
"__rl": true,
"value": "rEtAJbyUgzRJUdg5",
"mode": "list",
"cachedResultUrl": "/workflow/rEtAJbyUgzRJUdg5",
"cachedResultName": "Suporte"
},
"workflowInputs": {
"mappingMode": "defineBelow",
"value": {
"Mensagem": "={{ $json.mensagem }}",
"chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}"
},
"matchingColumns": [],
"schema": [
{
"id": "Mensagem",
"displayName": "Mensagem",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
},
{
"id": "chatID",
"displayName": "chatID",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
}
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"typeVersion": 2.2,
"position": [
1552,
-368
],
"id": "b0fbdf76-f8bb-4114-a3e5-91192853931f",
"name": "suporte"
},
{
"parameters": {
"description": "Especialista em Financeiro. Use para boletos, 2a via, regulariza\u00e7\u00e3o de pagamento",
"workflowId": {
"__rl": true,
"value": "ldae735ArP01bg9v",
"mode": "list",
"cachedResultUrl": "/workflow/ldae735ArP01bg9v",
"cachedResultName": "Financeiro"
},
"workflowInputs": {
"mappingMode": "defineBelow",
"value": {
"Mensagem": "={{ $json.mensagem }}",
"chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}"
},
"matchingColumns": [],
"schema": [
{
"id": "Mensagem",
"displayName": "Mensagem",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
},
{
"id": "chatID",
"displayName": "chatID",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
}
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"typeVersion": 2.2,
"position": [
1392,
-368
],
"id": "0f8522f9-127b-43e4-bd6a-328b3edecabb",
"name": "Financeiro"
},
{
"parameters": {
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"typeVersion": 1,
"position": [
1264,
112
],
"id": "b6accd9f-c25d-4359-81dd-83a78590ba1d",
"name": "Google Gemini Chat Model",
"credentials": {
"googlePalmApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"sessionIdType": "customKey",
"sessionKey": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
"contextWindowLength": 30
},
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"typeVersion": 1.3,
"position": [
1408,
112
],
"id": "cf66d16a-b0cc-405a-a8cf-146445633b61",
"name": "Simple Memory"
}
],
"connections": {
"Telegram Trigger": {
"main": [
[
{
"node": "If",
"type": "main",
"index": 0
}
]
]
},
"If": {
"main": [
[
{
"node": "TEXTO",
"type": "main",
"index": 0
}
],
[
{
"node": "Get a file",
"type": "main",
"index": 0
}
]
]
},
"Get a file": {
"main": [
[
{
"node": "Transcribe a recording",
"type": "main",
"index": 0
}
]
]
},
"Transcribe a recording": {
"main": [
[
{
"node": "VOZ",
"type": "main",
"index": 0
}
]
]
},
"AI Agent": {
"main": [
[
{
"node": "Send a text message",
"type": "main",
"index": 0
}
]
]
},
"VOZ": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"TEXTO": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"suporte": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Financeiro": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Google Gemini Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Simple Memory": {
"ai_memory": [
[
{
"node": "AI Agent",
"type": "ai_memory",
"index": 0
}
]
]
}
},
"active": false,
"settings": {
"executionOrder": "v1"
},
"versionId": "f7723d28-be3f-4173-a768-e303477bdcb1",
"meta": {
"templateCredsSetupCompleted": true
},
"id": "hfZ9zs3f2YnnG2oA",
"tags": []
}
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
googlePalmApiopenAiApitelegramApi
Pro
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About this workflow
MultiAgentes. Uses telegramTrigger, telegram, agent, openAi. Event-driven trigger; 14 nodes.
Source: https://github.com/ABCS89/AI_AGENTS/blob/main/n8n/workflows/MultiAgentes.json — original creator credit. Request a take-down →
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