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        "name": "knowledge_base",
        "topK": 8,
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      ],
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      ],
      "parameters": {
        "height": 89.3775420487804,
        "content": "### Replace Storage name, database ID and credentials."
      },
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    },
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      "position": [
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      ],
      "parameters": {
        "height": 80,
        "content": "### Replace credentials."
      },
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    },
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      "position": [
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      "parameters": {
        "height": 80,
        "content": "### Replace credentials."
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      "name": "Sticky Note3",
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      "position": [
        840,
        -220
      ],
      "parameters": {
        "height": 89.3775420487804,
        "content": "### Replace Storage name, database ID and credentials."
      },
      "typeVersion": 1
    },
    {
      "id": "2ca07cb0-b5f4-4761-b954-faf2131872d9",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1500,
        220
      ],
      "parameters": {
        "height": 80,
        "content": "### Replace credentials."
      },
      "typeVersion": 1
    },
    {
      "id": "8d682dae-6f88-42f0-a717-affffd37d882",
      "name": "Sticky Note5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1140,
        -520
      ],
      "parameters": {
        "height": 80,
        "content": "### Replace credentials."
      },
      "typeVersion": 1
    },
    {
      "id": "796b5dca-d60e-43a9-afe8-194244643557",
      "name": "Sticky Note9",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -520,
        -940
      ],
      "parameters": {
        "color": 7,
        "width": 330.5152611046425,
        "height": 239.5888196628349,
        "content": "### ... or watch set up video [10 min]n[![Youtube Thumbnail](https://res.cloudinary.com/de9jgixzm/image/upload/v1739773273/Youtube%20Thumbs/Chat%20With%20FIles.png)](https://www.youtube.com/watch?v=glWUkdZe_3w)n"
      },
      "typeVersion": 1
    },
    {
      "id": "eba121de-a3f7-4ba5-8396-f7d64e648322",
      "name": "Sticky Note7",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -820,
        -1460
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      "parameters": {
        "color": 7,
        "width": 636.2128494576581,
        "height": 497.1532689930921,
        "content": "![5min Logo](https://res.cloudinary.com/de9jgixzm/image/upload/v1739773200/Skool%20Assets/ejm3hqnvhgwpnu2fv92s.png)n## AI Agent To Chat With Files In Supabase Storagen**Made by [Mark Shcherbakov](https://www.linkedin.com/in/marklowcoding/) from community [5minAI](https://www.skool.com/5minai-2861)**nnManually retrieving and analyzing specific information from large document repositories is time-consuming and inefficient. This workflow automates the process by vectorizing documents and enabling AI-powered interactions, making it easy to query and retrieve context-based information from uploaded files.nnThe workflow integrates Supabase with an AI-powered chatbot to process, store, and query text and PDF files. The steps include:n- Fetching and comparing files to avoid duplicate processing.n- Handling file downloads and extracting content based on the file type.n- Converting documents into vectorized data for contextual information retrieval.n- Storing and querying vectorized data from a Supabase vector store.nn"
      },
      "typeVersion": 1
    },
    {
      "id": "df054036-d6b9-4f53-86cb-85ad96f07d0e",
      "name": "Sticky Note6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -820,
        -940
      ],
      "parameters": {
        "color": 7,
        "width": 280.2462120317618,
        "height": 545.9087885077763,
        "content": "### Set up stepsnn1. **Fetch File List from Supabase**:n   - Use Supabase to retrieve the stored file list from a specified bucket.n   - Add logic to manage empty folder placeholders returned by Supabase, avoiding incorrect processing.nn2. **Compare and Filter Files**:n   - Aggregate the files retrieved from storage and compare them to the existing list in the Supabase `files` table.n   - Exclude duplicates and skip placeholder files to ensure only unprocessed files are handled.nn3. **Handle File Downloads**:n   - Download new files using detailed storage configurations for public/private access.n   - Adjust the storage settings and GET requests to match your Supabase setup.nn4. **File Type Processing**:n   - Use a Switch node to target specific file types (e.g., PDFs or text files).n   - Employ relevant tools to process the content:n     - For PDFs, extract embedded content.n     - For text files, directly process the text data.nn5. **Content Chunking**:n   - Break large text data into smaller chunks using the Text Splitter node.n   - Define chunk size (default: 500 tokens) and overlap to retain necessary context across chunks.nn6. **Vector Embedding Creation**:n   - Generate vectorized embeddings for the processed content using OpenAI's embedding tools.n   - Ensure metadata, such as file ID, is included for easy data retrieval.nn7. **Store Vectorized Data**:n   - Save the vectorized information into a dedicated Supabase vector store.n   - Use the default schema and table provided by Supabase for seamless setup.nn8. **AI Chatbot Integration**:n   - Add a chatbot node to handle user input and retrieve relevant document chunks.n   - Use metadata like file ID for targeted queries, especially when multiple documents are involved."
      },
      "typeVersion": 1
    },
    {
      "id": "450a1e49-4be9-451a-9d05-2860e29c3695",
      "name": "Sticky Note8",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        540,
        -1160
      ],
      "parameters": {
        "color": 5,
        "width": 951.7421645394404,
        "height": 809.7437181509877,
        "content": "## Scenario 2 - AI agent"
      },
      "typeVersion": 1
    },
    {
      "id": "c3814c5d-8881-4598-897e-268019bee1bc",
      "name": "Sticky Note10",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -260,
        -280
      ],
      "parameters": {
        "color": 5,
        "width": 2304.723519246249,
        "height": 739.2522526116408,
        "content": "## Scenario 1 - Flow for adding new files from Supabase storage"
      },
      "typeVersion": 1
    }
  ],
  "pinData": {},
  "connections": {
    "If": {
      "main": [
        [
          {
            "node": "Download",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Merge": {
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        [
          {
            "node": "Create File record2",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Switch": {
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          {
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        ],
        [
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            "node": "Extract Document PDF",
            "type": "main",
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        ]
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    "Download": {
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            "node": "Get All files",
            "type": "main",
            "index": 0
          }
        ]
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    },
    "Get All Files": {
      "main": [
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            "type": "main",
            "index": 0
          }
        ]
      ]
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    "Get All files": {
      "main": [
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            "node": "Loop Over Items",
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            "index": 0
          }
        ]
      ]
    },
    "Loop Over Items": {
      "main": [
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        [
          {
            "node": "If",
            "type": "main",
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          }
        ]
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Insert into Supabase Vectorstore",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI2": {
      "ai_embedding": [
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          {
            "node": "Supabase Vector Store",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model1": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model2": {
      "ai_languageModel": [
        [
          {
            "node": "Vector Store Tool1",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Vector Store Tool1": {
      "ai_tool": [
        [
          {
            "node": "AI Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Create File record2": {
      "main": [
        [
          {
            "node": "Insert into Supabase Vectorstore",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Default Data Loader": {
      "ai_document": [
        [
          {
            "node": "Insert into Supabase Vectorstore",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "Extract Document PDF": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 1
          }
        ]
      ]
    },
    "Supabase Vector Store": {
      "ai_vectorStore": [
        [
          {
            "node": "Vector Store Tool1",
            "type": "ai_vectorStore",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Insert into Supabase Vectorstore": {
      "main": [
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Recursive Character Text Splitter": {
      "ai_textSplitter": [
        [
          {
            "node": "Default Data Loader",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    },
    "When clicking u2018Test workflowu2019": {
      "main": [
        [
          {
            "node": "Get All Files",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}