🧠 为AI聊天机器人提供长期记忆和动态工具路由
高级
这是一个Building Blocks, AI领域的自动化工作流，包含 39 个节点。主要使用 Set, Gmail, Switch, Telegram, GoogleDocs 等节点，结合人工智能技术实现智能自动化。 🧠 为AI聊天机器人提供长期记忆和动态工具路由
前置要求
- •Google 账号和 Gmail API 凭证
- •Telegram Bot Token
- •OpenAI API Key
使用的节点 (39)
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": "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": "When Executed by Another Workflow",
"type": "n8n-nodes-base.executeWorkflowTrigger",
"position": [
320,
-80
],
"parameters": {
"inputSource": "passthrough"
},
"typeVersion": 1.1
},
{
"id": "c9e9715d-c691-4516-9e0c-cf393a18d814",
"name": "Save Long Term Memories",
"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": "Saved response",
"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": "Respond with long term memories",
"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": "Retrieve Long Term Memories3",
"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": "Send Success Message to 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": "Email Workflow Stats",
"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": "OpenAI Chat Model2",
"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": "OpenAI Chat Model3",
"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": "📤Send Memories to 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": "📫Send Memories to 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": "🧠Save Memories",
"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": "🔎Retrieve Memories",
"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": "🤯Window Buffer Memory",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
520,
-500
],
"parameters": {
"contextWindowLength": 10
},
"typeVersion": 1.3
},
{
"id": "5f24781e-4f9a-4e33-8d33-ce281f7bcc46",
"name": "🧠 AI Agent w/Long Term Memory",
"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": "🤖OpenAI Chat Model",
"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": "Ⓜ️ When chat message received",
"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": "Prepare Telegram Message",
"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": "Prepare Gmail Message",
"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": "Sticky Note",
"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": "Retrieve Long Term Memories",
"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": "Memory Tool Router",
"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": "Sticky Note1",
"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": "Sticky Note2",
"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": "Sticky Note3",
"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": "Sticky Note4",
"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": "Sticky Note5",
"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": "Sticky Note6",
"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": "Sticky Note7",
"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": "Sticky Note8",
"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": "Sticky Note9",
"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": "Sticky Note10",
"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": "Sticky Note11",
"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": "Retrieve Long Term Memories2",
"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": "Sticky Note12",
"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": "Sticky Note13",
"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": "Sticky Note14",
"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": "Sticky Note15",
"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": "Sticky Note16",
"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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}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 - 构建模块, 人工智能
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。
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Joseph LePage
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外部链接
在 n8n.io 查看 →
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