动态构建和查询RAG
高级
这是一个AI领域的自动化工作流，包含 42 个节点。主要使用 Set、Switch、Telegram、GoogleDocs、GoogleDocsTool 等节点，结合人工智能技术实现智能自动化。 具有永久记忆的自学习AI助手 | GPT、Telegram和Pinecone RAG
前置要求
- •Telegram Bot Token
- •OpenAI API Key
- •Pinecone API Key
使用的节点 (42 个)
分类
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": "k5YYR7a774KfacMW",
"meta": {
"instanceId": "f638a47e4e563f91fde8b98ed9f5fa6a9faa41a207143e9ce05d85200c905524",
"templateCredsSetupCompleted": true
},
"name": "动态构建和查询 RAG",
"tags": [
{
"id": "W7eaE1NVqTisi5k2",
"name": "RAG",
"createdAt": "2025-01-26T15:21:53.716Z",
"updatedAt": "2025-01-26T15:21:53.716Z"
}
],
"nodes": [
{
"id": "7c33c6d9-dfb8-40a0-8b1a-c9ee1242d44e",
"name": "Telegram 触发器",
"type": "n8n-nodes-base.telegramTrigger",
"position": [
-420,
-300
],
"webhookId": "e3613918-86c2-4605-b31b-0d28da649f84",
"parameters": {},
"typeVersion": 1.1
},
{
"id": "d17fcc31-b932-4aeb-aecc-7b13f4fd602c",
"name": "切换",
"type": "n8n-nodes-base.switch",
"position": [
-180,
-300
],
"parameters": {},
"typeVersion": 3.2
},
{
"id": "a151fede-fa66-401f-88c2-2beba3362cf6",
"name": "OpenAI",
"type": "@n8n/n8n-nodes-langchain.openAi",
"position": [
320,
-300
],
"parameters": {},
"typeVersion": 1.8
},
{
"id": "56e81ec3-6fab-4b7a-93fe-18e65246f585",
"name": "OpenAI1",
"type": "@n8n/n8n-nodes-langchain.openAi",
"position": [
140,
0
],
"parameters": {},
"typeVersion": 1.8
},
{
"id": "18a37f14-07fc-45f8-b6b0-77a8dda0584f",
"name": "AI Agent",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
900,
-300
],
"parameters": {},
"typeVersion": 1.7
},
{
"id": "5952a2ba-eeb3-43ad-b0ae-65f26609ad06",
"name": "Telegram",
"type": "n8n-nodes-base.telegram",
"position": [
1520,
-300
],
"webhookId": "55c6ddbf-ca50-49bf-8592-bbd896e7f267",
"parameters": {},
"typeVersion": 1.2
},
{
"id": "66fd7dd4-2483-44e2-8466-4878f642c736",
"name": "编辑字段_音频",
"type": "n8n-nodes-base.set",
"position": [
520,
-300
],
"parameters": {},
"typeVersion": 3.4
},
{
"id": "c0b82e83-1dd3-4850-9f21-3e0fe1cfecb6",
"name": "编辑字段_图像",
"type": "n8n-nodes-base.set",
"position": [
520,
0
],
"parameters": {},
"typeVersion": 3.4
},
{
"id": "1cd81b02-e484-4e81-80de-930a51075c0c",
"name": "编辑字段_文本",
"type": "n8n-nodes-base.set",
"position": [
520,
-560
],
"parameters": {},
"typeVersion": 3.4
},
{
"id": "6d929607-2a3a-4be5-8c4a-fba8b152085d",
"name": "Pinecone 向量存储",
"type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
"position": [
1460,
60
],
"parameters": {},
"typeVersion": 1
},
{
"id": "9afe3e19-daff-44d6-aa8a-493c59425a96",
"name": "OpenAI 嵌入",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
1460,
200
],
"parameters": {},
"typeVersion": 1.2
},
{
"id": "3bfae820-d848-43f4-b9fe-cb272e1a71de",
"name": "Google Docs",
"type": "n8n-nodes-base.googleDocsTool",
"position": [
1180,
220
],
"parameters": {},
"typeVersion": 2
},
{
"id": "10924192-0993-4f13-9306-28c9d8c59455",
"name": "Pinecone Vector Store1",
"type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
"position": [
400,
420
],
"parameters": {},
"typeVersion": 1
},
{
"id": "a560784c-f3f6-4f46-af49-1ea7fd0c83f8",
"name": "嵌入 OpenAI1",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
340,
620
],
"parameters": {},
"typeVersion": 1.2
},
{
"id": "d68c5300-ff13-453e-9e05-c33f6eabdb6c",
"name": "默认数据加载器",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
480,
620
],
"parameters": {},
"typeVersion": 1
},
{
"id": "a1a73aef-5fde-45d2-871e-4a2e921fc830",
"name": "递归字符文本分割器",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
500,
780
],
"parameters": {},
"typeVersion": 1
},
{
"id": "42defa33-f8ac-41bb-bc4b-d566dff7eed6",
"name": "计划触发器",
"type": "n8n-nodes-base.scheduleTrigger",
"position": [
-400,
420
],
"parameters": {},
"typeVersion": 1.2
},
{
"id": "785f215a-6af0-4afd-b445-ae93414042bc",
"name": "Google Docs1",
"type": "n8n-nodes-base.googleDocs",
"position": [
-160,
420
],
"parameters": {},
"typeVersion": 2
},
{
"id": "a827357d-3973-49c3-aeb5-15645ea58d26",
"name": "编辑字段",
"type": "n8n-nodes-base.set",
"position": [
80,
420
],
"parameters": {},
"typeVersion": 3.4
},
{
"id": "89690c25-9f28-4af2-b1e4-98ac1fd2d960",
"name": "Google Docs2",
"type": "n8n-nodes-base.googleDocs",
"position": [
840,
420
],
"parameters": {},
"typeVersion": 2
},
{
"id": "2e0b1517-2d23-46dd-a243-fbf7fdcbf5b7",
"name": "Deepseek",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
800,
60
],
"parameters": {},
"typeVersion": 1.2
},
{
"id": "6525d4fc-0453-4a9d-8a66-f9c5e8675b71",
"name": "便签",
"type": "n8n-nodes-base.stickyNote",
"position": [
-480,
-400
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "c9a181bd-1a1a-4d5e-82f9-dcada76c2e9f",
"name": "窗口缓冲内存",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
960,
60
],
"parameters": {},
"typeVersion": 1.3
},
{
"id": "9a0d2c7b-4018-4b58-bb34-7942abe1d748",
"name": "便签1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-240,
-400
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "d1a1aaa1-89cf-4fcf-a182-d3fccfe8826b",
"name": "便签2",
"type": "n8n-nodes-base.stickyNote",
"position": [
460,
-660
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "36f9ffde-7702-448e-9ff7-ba2bc4073a99",
"name": "便签3",
"type": "n8n-nodes-base.stickyNote",
"position": [
460,
-380
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "0f508504-03b7-4c91-bf8f-4d9a7ae1b3a4",
"name": "便签4",
"type": "n8n-nodes-base.stickyNote",
"position": [
460,
-80
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "054108d3-08ab-4307-8646-b807296c3fc0",
"name": "便签5",
"type": "n8n-nodes-base.stickyNote",
"position": [
100,
-380
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "4a37c0df-46c0-4020-9543-ce2f23f10c0b",
"name": "便签6",
"type": "n8n-nodes-base.stickyNote",
"position": [
100,
-80
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "014deec0-2077-4d68-80cf-273e49f21c65",
"name": "便签7",
"type": "n8n-nodes-base.stickyNote",
"position": [
820,
-660
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "42f5210b-1e2c-474b-ac12-3078f759d730",
"name": "便签8",
"type": "n8n-nodes-base.stickyNote",
"position": [
1420,
-20
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "7c5f03aa-35e0-4796-98ea-575084c3df04",
"name": "便签9",
"type": "n8n-nodes-base.stickyNote",
"position": [
1120,
-20
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "66f30d10-77ad-472e-a770-bb96f904b882",
"name": "便签10",
"type": "n8n-nodes-base.stickyNote",
"position": [
1420,
-340
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "1502dba0-d6df-482e-89b2-dfe0144a2226",
"name": "便签11",
"type": "n8n-nodes-base.stickyNote",
"position": [
900,
-20
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "1c6320a9-e912-4e36-a453-17c705ac863f",
"name": "便签12",
"type": "n8n-nodes-base.stickyNote",
"position": [
-460,
320
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "e04641a7-4c2b-4025-a759-933895df7ea3",
"name": "下载音频",
"type": "n8n-nodes-base.telegram",
"position": [
140,
-300
],
"webhookId": "32749c21-9894-41ab-ab05-520c679351cf",
"parameters": {},
"typeVersion": 1.2
},
{
"id": "129b74c6-6b35-4e71-bc3b-1f11c5912ade",
"name": "便签13",
"type": "n8n-nodes-base.stickyNote",
"position": [
-180,
340
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "a8f804b2-06dc-45f4-8d48-c78856b73e81",
"name": "便签14",
"type": "n8n-nodes-base.stickyNote",
"position": [
300,
340
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "402f2478-b447-4445-9516-b171ff7d3d8b",
"name": "便签15",
"type": "n8n-nodes-base.stickyNote",
"position": [
780,
340
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "dc220ca7-c7cc-4493-93c6-476b58a46522",
"name": "便签16",
"type": "n8n-nodes-base.stickyNote",
"position": [
-480,
-1040
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "62da83cc-c28b-477a-b79f-0867072f5776",
"name": "便签17",
"type": "n8n-nodes-base.stickyNote",
"position": [
-480,
-860
],
"parameters": {
"content": ""
},
"typeVersion": 1
},
{
"id": "e976bdbc-e59b-4dc6-8321-c8055287a5ff",
"name": "便签18",
"type": "n8n-nodes-base.stickyNote",
"position": [
-480,
620
],
"parameters": {
"content": ""
},
"typeVersion": 1
}
],
"active": true,
"pinData": {},
"settings": {
"executionOrder": "v1"
},
"versionId": "a17b9012-229c-4dcd-a546-ba3439872ecd",
"connections": {
"OpenAI": {
"main": [
[
{
"node": "Edit Fields_Audio",
"type": "main",
"index": 0
}
]
]
},
"Switch": {
"main": [
[
{
"node": "Edit Fields_Text",
"type": "main",
"index": 0
}
],
[
{
"node": "DownloadAudio",
"type": "main",
"index": 0
}
],
[
{
"node": "OpenAI1",
"type": "main",
"index": 0
}
]
]
},
"OpenAI1": {
"main": [
[
{
"node": "Edit Fields_Image",
"type": "main",
"index": 0
}
]
]
},
"AI Agent": {
"main": [
[
{
"node": "Telegram",
"type": "main",
"index": 0
}
]
]
},
"Deepseek": {
"ai_languageModel": [
[
{
"node": "AI Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Edit Fields": {
"main": [
[
{
"node": "Pinecone Vector Store1",
"type": "main",
"index": 0
}
]
]
},
"Google Docs": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Google Docs1": {
"main": [
[
{
"node": "Edit Fields",
"type": "main",
"index": 0
}
]
]
},
"DownloadAudio": {
"main": [
[
{
"node": "OpenAI",
"type": "main",
"index": 0
}
]
]
},
"Edit Fields_Text": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Schedule Trigger": {
"main": [
[
{
"node": "Google Docs1",
"type": "main",
"index": 0
}
]
]
},
"Telegram Trigger": {
"main": [
[
{
"node": "Switch",
"type": "main",
"index": 0
}
]
]
},
"Edit Fields_Audio": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Edit Fields_Image": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Embeddings OpenAI": {
"ai_embedding": [
[
{
"node": "Pinecone Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Embeddings OpenAI1": {
"ai_embedding": [
[
{
"node": "Pinecone Vector Store1",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Default Data Loader": {
"ai_document": [
[
{
"node": "Pinecone Vector Store1",
"type": "ai_document",
"index": 0
}
]
]
},
"Window Buffer Memory": {
"ai_memory": [
[
{
"node": "AI Agent",
"type": "ai_memory",
"index": 0
}
]
]
},
"Pinecone Vector Store": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Pinecone Vector Store1": {
"main": [
[
{
"node": "Google Docs2",
"type": "main",
"index": 0
}
]
]
},
"Recursive Character Text Splitter": {
"ai_textSplitter": [
[
{
"node": "Default Data Loader",
"type": "ai_textSplitter",
"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？
这是一个高级难度的工作流，适用于AI等场景。适合高级用户，包含 16+ 个节点的复杂工作流
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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Internal Wiki
工作流信息
难度等级
高级
节点数量42
分类1
节点类型16
作者
Tianyi
@muziPh.D. in Machine Learning from the University of Toulouse. Experienced automation consultant specializing in optimizing workflows for Content creation and Marketing teams.
外部链接
在 n8n.io 上查看 →
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