{
  "name": "Demo: RAG in n8n",
  "nodes": [
    {
      "parameters": {
        "formTitle": "Upload your data to test RAG",
        "formFields": {
          "values": [
            {
              "fieldLabel": "Upload your file(s)",
              "fieldType": "file",
              "acceptFileTypes": ".pdf, .csv",
              "requiredField": true
            }
          ]
        },
        "options": {}
      },
      "type": "n8n-nodes-base.formTrigger",
      "typeVersion": 2.2,
      "position": [
        -128,
        0
      ],
      "id": "f7a656ec-83fc-4ed2-a089-57a9def662b7",
      "name": "Upload your file here",
      "webhookId": "82848bc4-5ea2-4e5a-8bb6-3c09b94a8c5d"
    },
    {
      "parameters": {
        "model": "qwen3-embedding-8b",
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "typeVersion": 1.2,
      "position": [
        560,
        560
      ],
      "id": "6ea78663-cf2f-4f2d-8e68-43047c2afd87",
      "name": "Embeddings OpenAI",
      "retryOnFail": true,
      "credentials": {
        "openAiApi": {
          "id": "OefcKscoTwL7Al4B",
          "name": "qwen3-embedding"
        }
      }
    },
    {
      "parameters": {
        "dataType": "binary",
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "typeVersion": 1.1,
      "position": [
        320,
        160
      ],
      "id": "94aecac0-03f9-4915-932b-d14a2576607b",
      "name": "Default Data Loader"
    },
    {
      "parameters": {
        "content": "### Readme\nLoad your data into a vector database with the 📚 **Load Data** flow, and then use your data as chat context with the 🐕 **Retriever** flow.\n\n**Quick start**\n1. Click on the `Execute Workflow` button to run the 📚 **Load Data** flow.\n2. Click on `Open Chat` button to run the 🐕 **Retriever** flow. Then ask a question about content from your document(s)\n\n\nFor more info, check [our docs on RAG in n8n](https://docs.n8n.io/advanced-ai/rag-in-n8n/).",
        "height": 300,
        "width": 440,
        "color": 4
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -656,
        -64
      ],
      "typeVersion": 1,
      "id": "0d07742b-0b36-4c2e-990c-266cbe6e2d4d",
      "name": "Sticky Note"
    },
    {
      "parameters": {
        "content": "### 📚 Load Data Flow",
        "height": 460,
        "width": 700,
        "color": 7
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -176,
        -64
      ],
      "typeVersion": 1,
      "id": "d19d04f3-5231-4e47-bed7-9f24a4a8f582",
      "name": "Sticky Note1"
    },
    {
      "parameters": {
        "options": {
          "systemMessage": "You are a helpful agent assistant. Use your tools"
        }
      },
      "type": "@n8n/n8n-nodes-langchain.agent",
      "typeVersion": 2,
      "position": [
        832,
        -16
      ],
      "id": "579aed76-9644-42d1-ac13-7369059ff1c2",
      "name": "AI Agent"
    },
    {
      "parameters": {
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "typeVersion": 1.1,
      "position": [
        624,
        -16
      ],
      "id": "9c30de61-935a-471f-ae88-ec5f67beeefc",
      "name": "When chat message received",
      "webhookId": "4091fa09-fb9a-4039-9411-7104d213f601"
    },
    {
      "parameters": {
        "model": {
          "__rl": true,
          "value": "qwen3-vl-8b-instruct",
          "mode": "list",
          "cachedResultName": "qwen3-vl-8b-instruct"
        },
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "typeVersion": 1.2,
      "position": [
        736,
        144
      ],
      "id": "b5aa8942-9cd5-4c2f-bd77-7a0ceb921bac",
      "name": "OpenAI Chat Model",
      "retryOnFail": true,
      "credentials": {
        "openAiApi": {
          "id": "EWkURzcNsgUiCLwX",
          "name": "qwen3-vl-8b-instruct"
        }
      }
    },
    {
      "parameters": {
        "content": "### 🐕 2. Retriever Flow",
        "height": 460,
        "width": 680,
        "color": 7
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        608,
        -64
      ],
      "typeVersion": 1,
      "id": "28bc73a1-e64a-47bf-ac1c-ffe644894ea5",
      "name": "Sticky Note2"
    },
    {
      "parameters": {
        "content": "### Embeddings\n\nThe Insert and Retrieve operation use the same embedding node.\n\nThis is to ensure that they are using the **exact same embeddings and settings**.\n\nDifferent embeddings might not work at all, or have unintended consequences.\n",
        "height": 240,
        "width": 320,
        "color": 4
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1024,
        480
      ],
      "typeVersion": 1,
      "id": "0cf8c647-418c-4d1a-8952-766145afca72",
      "name": "Sticky Note3"
    },
    {
      "parameters": {
        "mode": "insert",
        "qdrantCollection": {
          "__rl": true,
          "value": "rag_collection",
          "mode": "id"
        },
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "typeVersion": 1.3,
      "position": [
        32,
        0
      ],
      "id": "36d722cc-8784-43bf-8259-3cf4bf234051",
      "name": "Qdrant Vector Store",
      "credentials": {
        "qdrantApi": {
          "id": "XbSMrPW2VmIbrHZf",
          "name": "QdrantApi account"
        }
      }
    },
    {
      "parameters": {},
      "type": "@n8n/n8n-nodes-langchain.memoryRedisChat",
      "typeVersion": 1.5,
      "position": [
        848,
        144
      ],
      "id": "8d062e80-40cd-48fd-b723-eacd0546c745",
      "name": "Redis Chat Memory",
      "retryOnFail": true,
      "credentials": {
        "redis": {
          "id": "BlyPTGi1qYfvEj18",
          "name": "Redis account"
        }
      }
    },
    {
      "parameters": {
        "httpMethod": "POST",
        "path": "openwebui-default",
        "authentication": "headerAuth",
        "responseMode": "responseNode",
        "options": {
          "rawBody": false
        }
      },
      "type": "n8n-nodes-base.webhook",
      "typeVersion": 2.1,
      "position": [
        -144,
        528
      ],
      "id": "68686b6a-48fc-431b-9806-de65fc4a8e76",
      "name": "Webhook",
      "webhookId": "47ef259d-3e8f-49ba-984f-aeda8d66ed5f",
      "credentials": {
        "httpHeaderAuth": {
          "id": "0Pro0946imqDeb4H",
          "name": "openwebui"
        }
      }
    },
    {
      "parameters": {
        "options": {}
      },
      "type": "n8n-nodes-base.respondToWebhook",
      "typeVersion": 1.5,
      "position": [
        1120,
        -16
      ],
      "id": "3655fc97-aaff-495b-b090-08c9a4390560",
      "name": "Respond to Webhook"
    },
    {
      "parameters": {
        "jsCode": "// Loop over input items and add a new field called 'myNewField' to the JSON of each one\n\nlet body\nfor (const item of $input.all()) {\n  body = item.json.body;\n}\n\nreturn body;"
      },
      "type": "n8n-nodes-base.code",
      "typeVersion": 2,
      "position": [
        208,
        544
      ],
      "id": "1599b207-4a85-40c8-9317-2a7d3118c228",
      "name": "Code in JavaScript"
    },
    {
      "parameters": {
        "mode": "retrieve-as-tool",
        "toolDescription": "qdrant",
        "qdrantCollection": {
          "__rl": true,
          "value": "rag_collection",
          "mode": "list",
          "cachedResultName": "rag_collection"
        },
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "typeVersion": 1.3,
      "position": [
        896,
        240
      ],
      "id": "dac85688-5aae-45e0-af0a-a3aab405b536",
      "name": "Qdrant Vector Store1",
      "credentials": {
        "qdrantApi": {
          "id": "XbSMrPW2VmIbrHZf",
          "name": "QdrantApi account"
        }
      }
    }
  ],
  "pinData": {},
  "connections": {
    "Upload your file here": {
      "main": [
        [
          {
            "node": "Qdrant Vector Store",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Qdrant Vector Store1",
            "type": "ai_embedding",
            "index": 0
          },
          {
            "node": "Qdrant Vector Store",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "Default Data Loader": {
      "ai_document": [
        [
          {
            "node": "Qdrant Vector Store",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Redis Chat Memory": {
      "ai_memory": [
        [
          {
            "node": "AI Agent",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "Webhook": {
      "main": [
        [
          {
            "node": "Code in JavaScript",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "AI Agent": {
      "main": [
        [
          {
            "node": "Respond to Webhook",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Code in JavaScript": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Qdrant Vector Store1": {
      "ai_tool": [
        [
          {
            "node": "AI Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    }
  },
  "active": true,
  "settings": {
    "executionOrder": "v1",
    "binaryMode": "separate",
    "availableInMCP": false
  },
  "versionId": "9416dace-6ec5-4d4f-99e5-fc9a3b0452c0",
  "meta": {
    "templateId": "rag-starter-template",
    "templateCredsSetupCompleted": true,
    "instanceId": "519c4a21279760b368db9a61b54471e6b02748fc565cd17eefd96a5111b20990"
  },
  "id": "jT3yqYJ84i2NazHC",
  "tags": []
}