{
  "openruna_format": "flow-graph-v1",
  "title": "Qdrant Vector Database Embedding Pipeline",
  "slug": "qdrant-vector-database-embedding-pipeline",
  "source_filename": "1776_Manual_Ftp_Automation_Triggered.json",
  "nodes": [
    {
      "id": "Qdrant Vector Store",
      "name": "Qdrant Vector Store",
      "integration": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "kind": "action"
    },
    {
      "id": "When clicking ‘Test workflow’",
      "name": "When clicking ‘Test workflow’",
      "integration": "manual",
      "kind": "trigger"
    },
    {
      "id": "Embeddings OpenAI",
      "name": "Embeddings OpenAI",
      "integration": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "kind": "action"
    },
    {
      "id": "Default Data Loader",
      "name": "Default Data Loader",
      "integration": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "kind": "action"
    },
    {
      "id": "Character Text Splitter",
      "name": "Character Text Splitter",
      "integration": "@n8n/n8n-nodes-langchain.textSplitterCharacterTextSplitter",
      "kind": "action"
    },
    {
      "id": "List all the files",
      "name": "List all the files",
      "integration": "ftp",
      "kind": "action"
    },
    {
      "id": "Loop over one item",
      "name": "Loop over one item",
      "integration": "splitInBatches",
      "kind": "logic"
    },
    {
      "id": "Downloading item",
      "name": "Downloading item",
      "integration": "ftp",
      "kind": "action"
    }
  ],
  "edges": [
    {
      "from": "Downloading item",
      "to": "Qdrant Vector Store"
    },
    {
      "from": "List all the files",
      "to": "Loop over one item"
    },
    {
      "from": "Loop over one item",
      "to": "Downloading item"
    },
    {
      "from": "Qdrant Vector Store",
      "to": "List all the files"
    },
    {
      "from": "When clicking ‘Test workflow’",
      "to": "List all the files"
    }
  ]
}