{
  "openruna_format": "flow-graph-v1",
  "title": "RAG AI Agent with Milvus and Cohere",
  "slug": "rag-ai-agent-with-milvus-and-cohere",
  "source_filename": "0741_Extractfromfile_Stickynote_Automation_Triggered.json",
  "nodes": [
    {
      "id": "Default Data Loader",
      "name": "Default Data Loader",
      "integration": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "kind": "action"
    },
    {
      "id": "Embeddings Cohere",
      "name": "Embeddings Cohere",
      "integration": "@n8n/n8n-nodes-langchain.embeddingsCohere",
      "kind": "action"
    },
    {
      "id": "When chat message received",
      "name": "When chat message received",
      "integration": "@n8n/n8n-nodes-langchain.chat",
      "kind": "trigger"
    },
    {
      "id": "Watch New Files",
      "name": "Watch New Files",
      "integration": "googleDrive",
      "kind": "trigger"
    },
    {
      "id": "Download New",
      "name": "Download New",
      "integration": "googleDrive",
      "kind": "action"
    },
    {
      "id": "Insert into Milvus",
      "name": "Insert into Milvus",
      "integration": "@n8n/n8n-nodes-langchain.vectorStoreMilvus",
      "kind": "action"
    },
    {
      "id": "RAG Agent",
      "name": "RAG Agent",
      "integration": "@n8n/n8n-nodes-langchain.agent",
      "kind": "action"
    },
    {
      "id": "Retrieve from Milvus",
      "name": "Retrieve from Milvus",
      "integration": "@n8n/n8n-nodes-langchain.vectorStoreMilvus",
      "kind": "action"
    },
    {
      "id": "OpenAI 4o",
      "name": "OpenAI 4o",
      "integration": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "kind": "action"
    },
    {
      "id": "Memory",
      "name": "Memory",
      "integration": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "kind": "action"
    },
    {
      "id": "Cohere embeddings",
      "name": "Cohere embeddings",
      "integration": "@n8n/n8n-nodes-langchain.embeddingsCohere",
      "kind": "action"
    },
    {
      "id": "Set Chunks",
      "name": "Set Chunks",
      "integration": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "kind": "action"
    },
    {
      "id": "Extract from File",
      "name": "Extract from File",
      "integration": "extractFromFile",
      "kind": "action"
    }
  ],
  "edges": [
    {
      "from": "Download New",
      "to": "Extract from File"
    },
    {
      "from": "Watch New Files",
      "to": "Download New"
    },
    {
      "from": "Extract from File",
      "to": "Insert into Milvus"
    },
    {
      "from": "When chat message received",
      "to": "RAG Agent"
    }
  ]
}