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与您的Drive文件夹RAG对话

高级

这是一个AI RAG, Multimodal AI领域的自动化工作流,包含 20 个节点。主要使用 GoogleDrive, Agent, GoogleDriveTrigger, ChatTrigger, LmChatOpenAi 等节点。 使用GPT、Pinecone和RAG与Google Drive文档对话

前置要求
  • Google Drive API 凭证
  • OpenAI API Key
  • Pinecone API Key
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": "9RKrZdyiAYeuGv6W",
  "meta": {
    "instanceId": "c23cb86fa0050ec3afbd7900d224878abccb334ae42c0f7ffb061d805dfe19c7",
    "templateCredsSetupCompleted": true
  },
  "name": "与您的 Drive 文件夹 RAG 对话",
  "tags": [
    {
      "id": "GNqLf5pjefdKGbgv",
      "name": "Agent",
      "createdAt": "2025-08-28T08:18:53.209Z",
      "updatedAt": "2025-08-28T08:18:53.209Z"
    }
  ],
  "nodes": [
    {
      "id": "b30ce82d-44b4-46d7-810c-eb64257b4327",
      "name": "OpenAI 聊天模型",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        60,
        400
      ],
      "parameters": {
        "model": "gpt-4o-2024-08-06",
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "gKM5mJZRrP7c1SlE",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "18f18c72-0066-4803-8128-5d7d143d2c85",
      "name": "窗口缓冲内存",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        100,
        620
      ],
      "parameters": {
        "sessionKey": "=docs-{{ $json.messages[0].from }}",
        "sessionIdType": "customKey"
      },
      "typeVersion": 1.2
    },
    {
      "id": "950f35d8-fb93-4b6f-b528-c47c25c60301",
      "name": "向量存储工具",
      "type": "@n8n/n8n-nodes-langchain.toolVectorStore",
      "position": [
        300,
        420
      ],
      "parameters": {
        "name": "get_documents",
        "description": "从任何公司文档检索信息"
      },
      "typeVersion": 1
    },
    {
      "id": "5603154c-8a32-48f5-9750-1e2aca633e31",
      "name": "使用 OpenAI 生成搜索嵌入",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        200,
        760
      ],
      "parameters": {
        "model": "text-embedding-3-small",
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "gKM5mJZRrP7c1SlE",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "dfd9a08b-ec49-48a5-984f-55cc270de0ae",
      "name": "OpenAI 聊天模型1",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        580,
        720
      ],
      "parameters": {
        "model": "gpt-4o-2024-08-06",
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "gKM5mJZRrP7c1SlE",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "2b385fec-c2f9-43a9-bb28-e42b38346c44",
      "name": "Embeddings OpenAI1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        -960,
        340
      ],
      "parameters": {
        "model": "text-embedding-3-small",
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "gKM5mJZRrP7c1SlE",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "5431b1f1-1c98-4073-a15e-f46bc04a9481",
      "name": "默认数据加载器",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        -820,
        240
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1
    },
    {
      "id": "f4ffd33e-8a9b-4f5a-b4a9-ec286b13ce68",
      "name": "递归字符文本分割器",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        -660,
        400
      ],
      "parameters": {
        "options": {},
        "chunkSize": 2000,
        "chunkOverlap": 100
      },
      "typeVersion": 1
    },
    {
      "id": "918aa3af-19fa-48d3-8669-3dc841a9ba0b",
      "name": "便签1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1000,
        -80
      ],
      "parameters": {
        "color": 7,
        "width": 614.6875,
        "height": 731.1875,
        "content": "## 2. 创建向量存储"
      },
      "typeVersion": 1
    },
    {
      "id": "95668d63-a834-47a2-82f3-3039d2cb9d84",
      "name": "便签5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -60,
        -60
      ],
      "parameters": {
        "color": 7,
        "width": 746.6875,
        "height": 929.1875,
        "content": "## 4. AI 代理响应"
      },
      "typeVersion": 1
    },
    {
      "id": "f2a080c7-5fbe-4426-b7d7-226934e76f3f",
      "name": "AI 销售代理",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        60,
        220
      ],
      "parameters": {
        "text": "={{ $json.chatInput }}",
        "options": {
          "systemMessage": "You a personal assistant that helps me make decisions based on my internal information pdfs. Your goal is not to facilitate a explain any questions user might have about the documents.\n\nDo your best to answer any questions factually. If you don't know the answer or unable to obtain the information from the datastore, then tell the user so.\n\nAlways answer in short message, in the size of one paragraph: between 100 and 200 words. Better to answer in short messages, human like."
        },
        "promptType": "define"
      },
      "typeVersion": 1.6
    },
    {
      "id": "20a21f7b-e05e-4300-853e-7c1efbb6dfc7",
      "name": "从 Google Drive 下载文件",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -1260,
        140
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $json.id }}"
        },
        "options": {
          "fileName": "={{ $json.name }}"
        },
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "null",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "c81c5d09-a9d2-41b1-a0a6-d00eb1a7b58a",
      "name": "Google Drive 文件已更新",
      "type": "n8n-nodes-base.googleDriveTrigger",
      "position": [
        -1580,
        360
      ],
      "parameters": {
        "event": "fileUpdated",
        "options": {},
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        },
        "triggerOn": "specificFolder",
        "folderToWatch": {
          "__rl": true,
          "mode": "list",
          "value": "1WlejjfGrijAhMsJ2zWUa-2OZsiXIj4Bu",
          "cachedResultUrl": "https://drive.google.com/drive/folders/null",
          "cachedResultName": "4. Personal Helper"
        }
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "null",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "186f3de8-cdb9-4190-91ec-aceba939a70c",
      "name": "Google Drive 文件已创建",
      "type": "n8n-nodes-base.googleDriveTrigger",
      "position": [
        -1580,
        160
      ],
      "parameters": {
        "event": "fileCreated",
        "options": {
          "fileType": "all"
        },
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        },
        "triggerOn": "specificFolder",
        "folderToWatch": {
          "__rl": true,
          "mode": "list",
          "value": "1WlejjfGrijAhMsJ2zWUa-2OZsiXIj4Bu",
          "cachedResultUrl": "https://drive.google.com/drive/folders/null",
          "cachedResultName": "4. Personal Helper"
        }
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "6k5Fu82oEMsV1a3A",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "91e7cd3d-e35b-4483-b092-0350873fdb7c",
      "name": "便签3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2060,
        -680
      ],
      "parameters": {
        "width": 320,
        "content": "## 在 Google Drive 中更新或创建新文档时添加到向量存储"
      },
      "typeVersion": 1
    },
    {
      "id": "bcda0f55-7251-48b0-b3ed-b2739b151dbe",
      "name": "便签",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1700,
        -60
      ],
      "parameters": {
        "color": 7,
        "width": 640,
        "height": 655,
        "content": "## 1. 构建数据库"
      },
      "typeVersion": 1
    },
    {
      "id": "d74cef89-3f35-4a1e-b0db-fcced3f11227",
      "name": "当收到聊天消息时",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -240,
        220
      ],
      "webhookId": "7d2ecd50-140d-4b7d-a07b-42300ce295b0",
      "parameters": {
        "public": true,
        "options": {}
      },
      "typeVersion": 1.1
    },
    {
      "id": "d1ecb940-335c-40c9-9880-d899b50aaa1b",
      "name": "Pinecone 向量存储",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        -900,
        40
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "my-docs",
          "cachedResultName": "my-docs"
        }
      },
      "credentials": {
        "pineconeApi": {
          "id": "oXLXLM4QUaxoxCQM",
          "name": "PineconeApi account - M "
        }
      },
      "typeVersion": 1
    },
    {
      "id": "4e62dd9c-6c3a-4f13-9f0f-fef2df99a304",
      "name": "Pinecone 向量存储(检索)",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        280,
        600
      ],
      "parameters": {
        "options": {},
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "my-docs",
          "cachedResultName": "my-docs"
        }
      },
      "credentials": {
        "pineconeApi": {
          "id": "oXLXLM4QUaxoxCQM",
          "name": "PineconeApi account - M "
        }
      },
      "typeVersion": 1
    },
    {
      "id": "0efaa10f-2908-41a6-aeda-cd54c168f4ba",
      "name": "从 Google Drive 下载文件1",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -1300,
        380
      ],
      "parameters": {
        "driveId": {
          "__rl": true,
          "mode": "list",
          "value": "0AGMjmhIM2B3eUk9PVA",
          "cachedResultUrl": "https://drive.google.com/drive/folders/0AGMjmhIM2B3eUk9PVA",
          "cachedResultName": "Shape Labs"
        },
        "options": {},
        "folderId": {
          "__rl": true,
          "mode": "list",
          "value": "1WlejjfGrijAhMsJ2zWUa-2OZsiXIj4Bu",
          "cachedResultUrl": "https://drive.google.com/drive/folders/1WlejjfGrijAhMsJ2zWUa-2OZsiXIj4Bu",
          "cachedResultName": "4. Personal Helper"
        },
        "resource": "folder"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "6k5Fu82oEMsV1a3A",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    }
  ],
  "active": true,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "e1019cc3-1fb9-421f-a440-ad87d0dc8d53",
  "connections": {
    "AI Sales Agent": {
      "main": [
        []
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Pinecone Vector Store (Retrieval)",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Sales Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Vector Store Tool": {
      "ai_tool": [
        [
          {
            "node": "AI Sales Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI1": {
      "ai_embedding": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model1": {
      "ai_languageModel": [
        [
          {
            "node": "Vector Store Tool",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Default Data Loader": {
      "ai_document": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "Window Buffer Memory": {
      "ai_memory": [
        [
          {
            "node": "AI Sales Agent",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "Google Drive File Created": {
      "main": [
        [
          {
            "node": "Download File From Google Drive",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Google Drive File Updated": {
      "main": [
        [
          {
            "node": "Download File From Google Drive",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "AI Sales Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Download File From Google Drive": {
      "main": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Pinecone Vector Store (Retrieval)": {
      "ai_vectorStore": [
        [
          {
            "node": "Vector Store Tool",
            "type": "ai_vectorStore",
            "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?

高级 - AI RAG 检索增强, 多模态 AI

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。

工作流信息
难度等级
高级
节点数量20
分类2
节点类型12
难度说明

适合高级用户,包含 16+ 个节点的复杂工作流

作者

Backend engineer with 10+ years of experience designing and optimizing database-driven systems. I help teams build scalable, secure, and high-performance infrastructure using modern backend stacks. Book a call to discuss how I can support your API, data, or automation workflows.

外部链接
在 n8n.io 查看

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