{
  "name": "Build and update RAG system with Google Drive, Qdrant, and Gemini Chat",
  "nodes": [
    {
      "id": "23afa2cc-7085-474f-aa9e-b110ef17208c",
      "name": "When clicking ‘Test workflow’",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        -400,
        220
      ]
    },
    {
      "id": "71115f33-f461-4942-9df1-e554e6432054",
      "name": "Embeddings OpenAI1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        940,
        480
      ]
    },
    {
      "id": "81d855d2-a883-4e74-ae2a-1a4e722af4d7",
      "name": "Default Data Loader1",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        1080,
        480
      ]
    },
    {
      "id": "4e5539a5-0f3a-4de9-ba69-0eb7d9c00804",
      "name": "Qdrant Vector Store",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        1000,
        240
      ]
    },
    {
      "id": "8f944f0e-51a0-470e-9735-1ed539522acb",
      "name": "Create collection",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -140,
        -200
      ]
    },
    {
      "id": "25c035aa-7a07-47cf-8878-44ac2eab0c3d",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        1060,
        680
      ]
    },
    {
      "id": "2ade51da-1711-4f71-8bd9-ebd3b6494b0b",
      "name": "Loop Over Items",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        420,
        220
      ]
    },
    {
      "id": "74a224b0-8755-41ef-bb55-22e83b7d762d",
      "name": "Wait",
      "type": "n8n-nodes-base.wait",
      "position": [
        1380,
        240
      ]
    },
    {
      "id": "1c0d5b8c-e53e-47d3-aaac-ddccae80f280",
      "name": "Embeddings OpenAI2",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        620,
        1220
      ]
    },
    {
      "id": "f838f548-52dd-4aaf-aa97-9a8029018a1a",
      "name": "Default Data Loader",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        820,
        1260
      ]
    },
    {
      "id": "07bb3ae1-145f-4784-8409-d3bc73d5522c",
      "name": "Recursive Character Text Splitter1",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        860,
        1460
      ]
    },
    {
      "id": "dfa7b994-13b7-490f-82b7-5ae4ea1e2e7f",
      "name": "Delete single file",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        360,
        720
      ]
    },
    {
      "id": "44bf5e40-3947-4288-a7ba-7797ea6ad266",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        140,
        -280
      ],
      "parameters": {
        "width": 880,
        "height": 220,
        "content": "# STEP 1\n\n## Create Qdrant Collection\nChange:\n- QDRANTURL\n- COLLECTION"
      }
    },
    {
      "id": "56e6534e-e191-4756-8bcf-d9ff8fc88b5f",
      "name": "Sticky Note",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -160,
        700
      ],
      "parameters": {
        "width": null,
        "height": 360,
        "content": "# STEP 3\n\n## FILE ID\nSet Google Drive File ID to update\n"
      }
    },
    {
      "id": "f7098791-889a-4e9a-bd8f-f3b52dfc8839",
      "name": "Clear collection",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -140,
        220
      ]
    },
    {
      "id": "d75a193e-e0cd-469a-8222-1ff183e2aa83",
      "name": "Get files",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        120,
        220
      ]
    },
    {
      "id": "4e5d5bd2-2aae-4d3b-978e-3ed29b641bb3",
      "name": "Download files",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        700,
        240
      ]
    },
    {
      "id": "074333a4-fbcc-42ce-aa05-212d545fdcb1",
      "name": "Download file",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        360,
        980
      ]
    },
    {
      "id": "e4ee0aa9-e140-44b9-b581-6d98cb2857a9",
      "name": "When chat message received",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -560,
        1600
      ]
    },
    {
      "id": "db644cc4-da46-4e9e-a092-f91762ca1c6b",
      "name": "Question and Answer Chain",
      "type": "@n8n/n8n-nodes-langchain.chainRetrievalQa",
      "position": [
        -240,
        1600
      ]
    },
    {
      "id": "9e7ebe5e-a854-44dc-8cb3-ec1663121b93",
      "name": "Google Gemini Chat Model",
      "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
      "position": [
        -300,
        1800
      ]
    },
    {
      "id": "d7e29bec-2b8c-400c-b6d7-a82d7a2865a7",
      "name": "Vector Store Retriever",
      "type": "@n8n/n8n-nodes-langchain.retrieverVectorStore",
      "position": [
        -80,
        1820
      ]
    },
    {
      "id": "e490e747-5395-4460-bdea-0781145f30b1",
      "name": "Qdrant Vector Store1",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        -60,
        2020
      ]
    },
    {
      "id": "65261873-4ca5-4e23-bc65-220f971eb5b4",
      "name": "Sticky Note1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        240,
        1600
      ],
      "parameters": {
        "width": 500,
        "height": 120,
        "content": "## STEP 4\nTest the RAG"
      }
    },
    {
      "id": "ffbaabd0-7fd7-41db-bb71-4cccadf3e9c8",
      "name": "Embeddings OpenAI",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        -180,
        2160
      ]
    },
    {
      "id": "23053690-c978-4b05-be26-e94f88c9d92f",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -480,
        100
      ],
      "parameters": {
        "width": 620,
        "height": 520,
        "content": "# STEP 2\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Documents vectorization with Qdrant and Google Drive\nChange:\n- QDRANTURL\n- COLLECTION"
      }
    },
    {
      "id": "153a5098-56d1-4b7c-bb12-e6054db927a0",
      "name": "Edit Fields3",
      "type": "n8n-nodes-base.set",
      "position": [
        -100,
        880
      ]
    },
    {
      "id": "796f3ad4-e041-4af6-b3a5-72b3c3730c49",
      "name": "Update single file",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        700,
        980
      ]
    },
    {
      "id": "058c4929-ff59-41ca-8131-178e9038b354",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -200,
        -580
      ],
      "parameters": {
        "width": 840,
        "height": 220,
        "content": "# Enables full or incremental updates to documents in RAG system using Qdrant \nThis workflow automates the creation and management of a Retrieval-Augmented Generation (RAG) system using Qdrant as a ve"
      }
    }
  ],
  "connections": {
    "Wait": {
      "main": [
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Get files": {
      "main": [
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Edit Fields3": {
      "main": [
        [
          {
            "node": "Download file",
            "type": "main",
            "index": 0
          },
          {
            "node": "Delete single file",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Download file": {
      "main": [
        [
          {
            "node": "Update single file",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Download files": {
      "main": [
        [
          {
            "node": "Qdrant Vector Store",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Loop Over Items": {
      "main": [
        [],
        [
          {
            "node": "Download files",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Clear collection": {
      "main": [
        [
          {
            "node": "Get files",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Qdrant Vector Store1",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI1": {
      "ai_embedding": [
        [
          {
            "node": "Qdrant Vector Store",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI2": {
      "ai_embedding": [
        [
          {
            "node": "Update single file",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "Default Data Loader": {
      "ai_document": [
        [
          {
            "node": "Update single file",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "Qdrant Vector Store": {
      "main": [
        [
          {
            "node": "Wait",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Default Data Loader1": {
      "ai_document": [
        [
          {
            "node": "Qdrant Vector Store",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "Qdrant Vector Store1": {
      "ai_vectorStore": [
        [
          {
            "node": "Vector Store Retriever",
            "type": "ai_vectorStore",
            "index": 0
          }
        ]
      ]
    },
    "Vector Store Retriever": {
      "ai_retriever": [
        [
          {
            "node": "Question and Answer Chain",
            "type": "ai_retriever",
            "index": 0
          }
        ]
      ]
    },
    "Google Gemini Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "Question and Answer Chain",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "Question and Answer Chain",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Recursive Character Text Splitter": {
      "ai_textSplitter": [
        [
          {
            "node": "Default Data Loader1",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    },
    "When clicking ‘Test workflow’": {
      "main": [
        [
          {
            "node": "Clear collection",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Recursive Character Text Splitter1": {
      "ai_textSplitter": [
        [
          {
            "node": "Default Data Loader",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    }
  }
}