🧠 Proporcionar memoria a largo plazo y enrutamiento dinámico de herramientas para chatbots de IA
Avanzado
Este es unBuilding Blocks, AIflujo de automatización del dominio deautomatización que contiene 39 nodos.Utiliza principalmente nodos como Set, Gmail, Switch, Telegram, GoogleDocs, combinando tecnología de inteligencia artificial para lograr automatización inteligente. 🧠 Proporcionar memoria a largo plazo y enrutamiento de herramientas dinámico para los chatbots AI
Requisitos previos
- •Cuenta de Google y credenciales de API de Gmail
- •Bot Token de Telegram
- •Clave de API de OpenAI
Nodos utilizados (39)
Vista previa del flujo de trabajo
Visualización de las conexiones entre nodos, con soporte para zoom y panorámica
Exportar flujo de trabajo
Copie la siguiente configuración JSON en n8n para importar y usar este flujo de trabajo
{
"id": "p7xESnT1xMZD2hRk",
"meta": {
"instanceId": "31e69f7f4a77bf465b805824e303232f0227212ae922d12133a0f96ffeab4fef",
"templateCredsSetupCompleted": true
},
"name": "🧠 Give Your AI Agent Chatbot Long Term Memory Tools Router",
"tags": [],
"nodes": [
{
"id": "d5947a9d-bad4-4db7-8cdb-dc277928565a",
"name": "Cuando se ejecuta por otro flujo de trabajo",
"type": "n8n-nodes-base.executeWorkflowTrigger",
"position": [
320,
-80
],
"parameters": {
"inputSource": "passthrough"
},
"typeVersion": 1.1
},
{
"id": "c9e9715d-c691-4516-9e0c-cf393a18d814",
"name": "Guardar memorias a largo plazo",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
-80
],
"parameters": {
"actionsUi": {
"actionFields": [
{
"text": "={\n \"date\": \"{{ $now }}\",\n \"memory\": \"{{ $json.query }}\"\n},\n",
"action": "insert"
}
]
},
"operation": "update",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "306272bf-e264-4cfb-b8b6-8c0af1de3f14",
"name": "Respuesta guardada",
"type": "n8n-nodes-base.set",
"position": [
1200,
-80
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "6b7e85d8-379b-4a0f-9799-9193a29f0447",
"name": "response",
"type": "string",
"value": "Memory saved"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "152b6922-8600-4fdb-8372-3b0102a7b73a",
"name": "Responder con memorias a largo plazo",
"type": "n8n-nodes-base.set",
"position": [
1200,
220
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "6b7e85d8-379b-4a0f-9799-9193a29f0447",
"name": "response",
"type": "string",
"value": "={{ $json.content }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "147ddd8d-6e42-44c0-95ca-9ab791f9452f",
"name": "Recuperar memorias a largo plazo 3",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
900
],
"parameters": {
"operation": "get",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "e3f1172b-ce33-4cce-8126-88e19afc53c6",
"name": "Enviar mensaje de éxito a Telegram",
"type": "n8n-nodes-base.telegram",
"position": [
1540,
520
],
"webhookId": "3ba1ee6d-1648-4421-823b-e68ae14d769b",
"parameters": {
"text": "=n8n User Memories\n{{ $json.text }}",
"chatId": "={{ $env.TELEGRAM_CHAT_ID }}",
"additionalFields": {
"parse_mode": "HTML",
"appendAttribution": false
}
},
"credentials": {
"telegramApi": {
"id": "pAIFhguJlkO3c7aQ",
"name": "Telegram account"
}
},
"typeVersion": 1.2
},
{
"id": "a77e8f01-889f-44b5-b4e1-493a97aa028c",
"name": "Enviar estadísticas del flujo por correo",
"type": "n8n-nodes-base.gmail",
"position": [
1540,
900
],
"webhookId": "d9ef6f36-941f-4110-9b3e-9e54d9bc9581",
"parameters": {
"sendTo": "={{ $env.EMAIL_ADDRESS_JOE }}",
"message": "={{ $json.text }}",
"options": {
"appendAttribution": false
},
"subject": "n8n User Memories"
},
"credentials": {
"gmailOAuth2": {
"id": "1xpVDEQ1yx8gV022",
"name": "Gmail account"
}
},
"typeVersion": 2.1
},
{
"id": "2481fe73-9ef8-4e95-b7e5-38634b55837c",
"name": "Modelo de chat OpenAI 2",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
1320,
660
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"id": "jEMSvKmtYfzAkhe6",
"name": "OpenAi account"
}
},
"typeVersion": 1.2
},
{
"id": "9a45e091-c91c-4505-a8df-7a2e1d079200",
"name": "Modelo de chat OpenAI 3",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
1320,
1040
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"id": "jEMSvKmtYfzAkhe6",
"name": "OpenAi account"
}
},
"typeVersion": 1.2
},
{
"id": "6d12369e-38de-44c1-b764-64d6d9a79a25",
"name": "📤 Enviar memorias a Telegram",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
1360,
-500
],
"parameters": {
"name": "send_memories_to_telegram",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=send_memories_to_telegram"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to send memories to Telegram",
"jsonSchemaExample": ""
},
"typeVersion": 1.2
},
{
"id": "f1d0b366-70d5-4da3-937b-ea08afd364e4",
"name": "📫 Enviar memorias a Gmail",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
1620,
-500
],
"parameters": {
"name": "send_memories_to_gmail",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=send_memories_to_gmail"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to send memories to Gmail",
"jsonSchemaExample": ""
},
"typeVersion": 1.2
},
{
"id": "25d99971-263a-44ef-abb0-b517743f72eb",
"name": "🧠 Guardar memorias",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
840,
-500
],
"parameters": {
"name": "save_long_term_memory",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=save_memory"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to save long term memories",
"jsonSchemaExample": ""
},
"typeVersion": 1.2
},
{
"id": "0c9738d3-176a-4074-8340-ecfa3d9f9f7d",
"name": "🔎 Recuperar memorias",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
1100,
-500
],
"parameters": {
"name": "retrieve_long_term_memory",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=retrieve_memory"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to retrieve long term memories",
"jsonSchemaExample": ""
},
"typeVersion": 1.2
},
{
"id": "7967ec27-432e-4d35-b7e0-89eb84120754",
"name": "🤯 Memoria de búfer de ventana",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
520,
-500
],
"parameters": {
"contextWindowLength": 10
},
"typeVersion": 1.3
},
{
"id": "5f24781e-4f9a-4e33-8d33-ce281f7bcc46",
"name": "🧠 Agente de IA con memoria a largo plazo",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
940,
-920
],
"parameters": {
"options": {
"systemMessage": "=You are a highly capable and intelligent assistant designed to assist users by leveraging tools for long-term memory, contextual understanding, and real-time information retrieval. You have excellent long term memory. The current date and time is {{ $now }}\n\n## TOOLS\n-save_long_term_memory\n-retrieve_long_term_memory\n-send_memories_to_gmail\n-send_memories_to_telegram\n\n## RULES\n- If you do not know the answer then consider checking the long term memories.\n\n\n\n\n\n"
}
},
"typeVersion": 1.7
},
{
"id": "ad644413-6587-415f-b7be-d58c05b94138",
"name": "🤖 Modelo de chat OpenAI",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
260,
-500
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"id": "jEMSvKmtYfzAkhe6",
"name": "OpenAi account"
}
},
"typeVersion": 1.2
},
{
"id": "076b0856-5ba4-498e-b279-21cf042f7f07",
"name": "Ⓜ️ Cuando se recibe mensaje de chat",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"position": [
380,
-920
],
"webhookId": "2060403b-3fea-4fdf-a6d7-693bc477baaf",
"parameters": {
"options": {}
},
"typeVersion": 1.1
},
{
"id": "fcf5872c-fcdc-445e-b095-f9cef14453b8",
"name": "Preparar mensaje para Telegram",
"type": "@n8n/n8n-nodes-langchain.chainLlm",
"position": [
1200,
520
],
"parameters": {
"text": "=Format this content into a simple unformatted list that can be sent to Telegram: {{ $json.content }}. Avoid any preamble or further explanation.",
"promptType": "define"
},
"typeVersion": 1.5
},
{
"id": "c1d05bb9-390b-43aa-820d-45115df07f5c",
"name": "Preparar mensaje para Gmail",
"type": "@n8n/n8n-nodes-langchain.chainLlm",
"position": [
1200,
900
],
"parameters": {
"text": "=Format this content into a simple and modern HTML table that is max 800px wide that can be used as the content for an email: {{ $json.content }}. Avoid any preamble or further explanation. Remove all ``` and ```html from response.",
"promptType": "define"
},
"typeVersion": 1.5
},
{
"id": "98aa87af-8329-4af6-85da-fc97cb4ed9c3",
"name": "Nota adhesiva",
"type": "n8n-nodes-base.stickyNote",
"position": [
760,
-620
],
"parameters": {
"color": 4,
"height": 280,
"content": "## 1️⃣ Save Memories"
},
"typeVersion": 1
},
{
"id": "677f62ba-b009-48da-988e-e58d5063d005",
"name": "Recuperar memorias a largo plazo",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
220
],
"parameters": {
"operation": "get",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "1c732f83-fb09-4a51-8aea-0f9d29d1cdfe",
"name": "Enrutador de herramientas de memoria",
"type": "n8n-nodes-base.switch",
"position": [
640,
-100
],
"parameters": {
"rules": {
"values": [
{
"outputKey": "1️⃣ Save",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"operator": {
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "save_memory"
}
]
},
"renameOutput": true
},
{
"outputKey": " 2️⃣Retrieve ",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "86d44336-bab7-422f-9266-fcb513252d19",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "retrieve_memory"
}
]
},
"renameOutput": true
},
{
"outputKey": " 3️⃣Telegram",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "29f37628-6381-46af-babb-74bf00b4a849",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "send_memories_to_telegram"
}
]
},
"renameOutput": true
},
{
"outputKey": "4️⃣Gmail",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "fdb7c8aa-4108-43f6-8f6b-71cd8f383d2a",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "send_memories_to_gmail"
}
]
},
"renameOutput": true
}
]
},
"options": {}
},
"typeVersion": 3.2
},
{
"id": "79de3862-b15a-4380-ab27-cfde66e8bb95",
"name": "Nota adhesiva 1",
"type": "n8n-nodes-base.stickyNote",
"position": [
1280,
-620
],
"parameters": {
"color": 6,
"height": 280,
"content": "## 3️⃣ Send Memories to Telegram"
},
"typeVersion": 1
},
{
"id": "03df9947-9354-4f21-8b8a-fed130dcfc6a",
"name": "Nota adhesiva 2",
"type": "n8n-nodes-base.stickyNote",
"position": [
1540,
-620
],
"parameters": {
"color": 6,
"height": 280,
"content": "## 4️⃣ Send Memories to Gmail"
},
"typeVersion": 1
},
{
"id": "9e8ee085-ec68-4f64-9098-877e166b1c37",
"name": "Nota adhesiva 3",
"type": "n8n-nodes-base.stickyNote",
"position": [
1020,
-620
],
"parameters": {
"color": 4,
"height": 280,
"content": "## 2️⃣ Retrieve Memories"
},
"typeVersion": 1
},
{
"id": "9c3d6609-cc4a-4bf5-b914-ee57e085cecd",
"name": "Nota adhesiva 4",
"type": "n8n-nodes-base.stickyNote",
"position": [
440,
-620
],
"parameters": {
"color": 3,
"height": 280,
"content": "## Short Term Chat Memory"
},
"typeVersion": 1
},
{
"id": "97f47b93-c1e1-4230-b84c-3b99aa140d55",
"name": "Nota adhesiva 5",
"type": "n8n-nodes-base.stickyNote",
"position": [
180,
-620
],
"parameters": {
"color": 5,
"height": 280,
"content": "## Cloud LLM"
},
"typeVersion": 1
},
{
"id": "4758ad55-d5f2-4a87-a05a-be465d803ca1",
"name": "Nota adhesiva 6",
"type": "n8n-nodes-base.stickyNote",
"position": [
120,
-1100
],
"parameters": {
"width": 1740,
"height": 840,
"content": "# 🧠 AI Agent Chatbot With Long Term Memory Tools"
},
"typeVersion": 1
},
{
"id": "eb74a05d-7f34-4ba0-ae98-c22bb3637c6b",
"name": "Nota adhesiva 7",
"type": "n8n-nodes-base.stickyNote",
"position": [
720,
-700
],
"parameters": {
"color": 7,
"width": 1100,
"height": 400,
"content": "## 🛠️ Agentic Long Term Memory Management Tool Options"
},
"typeVersion": 1
},
{
"id": "d9d251d2-172b-4a8e-bec3-bf8f297628c6",
"name": "Nota adhesiva 8",
"type": "n8n-nodes-base.stickyNote",
"position": [
280,
-980
],
"parameters": {
"color": 4,
"width": 300,
"height": 240,
"content": "## 👍Try Me!"
},
"typeVersion": 1
},
{
"id": "90554969-0b73-4d4d-87f2-37645b9f7f08",
"name": "Nota adhesiva 9",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
-160
],
"parameters": {
"color": 4,
"width": 560,
"height": 280,
"content": "## 1️⃣ Save Long Term Memories Tool"
},
"typeVersion": 1
},
{
"id": "34cbb84d-48a5-480f-a7c3-81bbef24194a",
"name": "Nota adhesiva 10",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
140
],
"parameters": {
"color": 4,
"width": 560,
"height": 280,
"content": "## 2️⃣ Retrieve Long Term Memories Tool"
},
"typeVersion": 1
},
{
"id": "dc23d68e-0f93-495a-aaa0-e4bb6f18870d",
"name": "Nota adhesiva 11",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
440
],
"parameters": {
"color": 6,
"width": 840,
"height": 360,
"content": "## 3️⃣ Send Memories to Telegram Tool"
},
"typeVersion": 1
},
{
"id": "0ed43ec0-a39c-4323-9851-988e774302d7",
"name": "Recuperar memorias a largo plazo 2",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
520
],
"parameters": {
"operation": "get",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "17d2cef6-765c-4fb4-8af0-1ebc868f6669",
"name": "Nota adhesiva 12",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
820
],
"parameters": {
"color": 6,
"width": 840,
"height": 360,
"content": "## 4️⃣ Send Memories to Gmail Tool"
},
"typeVersion": 1
},
{
"id": "03977fa0-a4cd-4cfe-8967-d6a5e3227200",
"name": "Nota adhesiva 13",
"type": "n8n-nodes-base.stickyNote",
"position": [
540,
-220
],
"parameters": {
"color": 2,
"width": 300,
"height": 380,
"content": "## Memory Tool Router"
},
"typeVersion": 1
},
{
"id": "994b124c-4f5b-44c6-845e-9886d7b5f07d",
"name": "Nota adhesiva 14",
"type": "n8n-nodes-base.stickyNote",
"position": [
240,
-220
],
"parameters": {
"color": 7,
"width": 260,
"height": 380,
"content": "## Receive Memory Tool Instructions from Agent"
},
"typeVersion": 1
},
{
"id": "7c400ccf-af37-4b5a-8dfe-431a7d52286b",
"name": "Nota adhesiva 15",
"type": "n8n-nodes-base.stickyNote",
"position": [
880,
-220
],
"parameters": {
"color": 7,
"width": 920,
"height": 1440,
"content": "## 🛠️ Long Term Memory Tool Kit"
},
"typeVersion": 1
},
{
"id": "0b00f892-f98b-41be-952c-570da546f9f7",
"name": "Nota adhesiva 16",
"type": "n8n-nodes-base.stickyNote",
"position": [
120,
200
],
"parameters": {
"width": 720,
"height": 1300,
"content": "## Enhance Your AI Workflow with Long-Term Memory and Dynamic Tool Routing\n\n#### This n8n workflow empowers your AI agent with **long-term memory** and a **dynamic tools router**, enabling it to provide intelligent, context-aware responses while seamlessly managing tasks across multiple tools. By combining memory persistence and modular tool routing, this solution enhances the capabilities of your AI agent, making it smarter, more efficient, and highly adaptable.\n\n## 🚀 How It Works\n\n#### 🧠 Long-Term Memory Management\n- The AI agent can **save** and **retrieve memories** using Google Docs as a storage system.\n- Persistent memory allows the agent to recall past interactions, user preferences, and contextual details for personalized responses.\n\n#### 🛠️ Tools Router for Dynamic Task Management\n- A **tools router** directs tasks to the appropriate tools based on the AI agent's instructions.\n- Supported tools include:\n - **Save Memories**: Store important data for future reference.\n - **Retrieve Memories**: Access stored information when needed.\n - **Send Notifications via Gmail or Telegram**: Share insights or updates with stakeholders.\n\n#### 🤖 AI-Powered Contextual Understanding\n- The workflow integrates an OpenAI GPT-based model to process user inputs intelligently.\n- The AI agent uses a **window buffer memory** for short-term context and leverages long-term memory when necessary.\n\n#### 📤 Multi-Channel Notifications\n- Automatically send memory summaries or workflow updates via Gmail or Telegram for enhanced communication.\n\n---\n\n## 🔧 Setup Steps\n\n#### 🔑 Configure API Credentials\nSet up API connections for:\n- **OpenAI** (for AI processing).\n- **Google Docs** (for long-term memory storage).\n- **Gmail/Telegram** (for notifications).\n\n#### ⚙️ Customize Workflow Parameters\n- Adjust the AI agent's system message to align with your specific use case or tone.\n- Define routing rules in the tools router to suit your workflow needs.\n\n#### 🧪 Test & Deploy\n- Test the workflow by interacting with the AI agent and verifying:\n - Accurate memory saving/retrieval.\n - Correct task routing via the tools router.\n - Seamless notification delivery.\n"
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}Preguntas frecuentes
¿Cómo usar este flujo de trabajo?
Copie el código de configuración JSON de arriba, cree un nuevo flujo de trabajo en su instancia de n8n y seleccione "Importar desde JSON", pegue la configuración y luego modifique la configuración de credenciales según sea necesario.
¿En qué escenarios es adecuado este flujo de trabajo?
Avanzado - Bloques de construcción, Inteligencia Artificial
¿Es de pago?
Este flujo de trabajo es completamente gratuito, puede importarlo y usarlo directamente. Sin embargo, tenga en cuenta que los servicios de terceros utilizados en el flujo de trabajo (como la API de OpenAI) pueden requerir un pago por su cuenta.
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Nivel de dificultad
Avanzado
Número de nodos39
Categoría2
Tipos de nodos13
Descripción de la dificultad
Autor
Joseph LePage
@joeAs an AI Automation consultant based in Canada, I partner with forward-thinking organizations to implement AI solutions that streamline operations and drive growth.
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