Einfacher RAG-Chatbot

Fortgeschritten

Dies ist ein AI RAG, Multimodal AI-Bereich Automatisierungsworkflow mit 15 Nodes. Hauptsächlich werden GoogleDrive, Agent, GoogleDriveTrigger, ChatTrigger, LmChatOpenAi und andere Nodes verwendet. Kunden-Support-RAG-Chatbot mit OpenAI und Pinecone

Voraussetzungen
  • Google Drive API-Anmeldedaten
  • OpenAI API Key
  • Pinecone API Key
Workflow-Vorschau
Visualisierung der Node-Verbindungen, mit Zoom und Pan
Workflow exportieren
Kopieren Sie die folgende JSON-Konfiguration und importieren Sie sie in n8n
{
  "id": "QGCfa3ryox2OEBTG",
  "meta": {
    "instanceId": "e73c77a832a4af1fdbfd95e61201dd65dffb85871e88031e3f1475c5661e7b54",
    "templateCredsSetupCompleted": true
  },
  "name": "Simple RAG chatbot",
  "tags": [],
  "nodes": [
    {
      "id": "a94cdaf0-a036-435a-9d44-971a4c6956dd",
      "name": "Google Drive Trigger",
      "type": "n8n-nodes-base.googleDriveTrigger",
      "position": [
        496,
        -368
      ],
      "parameters": {
        "event": "fileCreated",
        "options": {},
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        },
        "triggerOn": "specificFolder",
        "folderToWatch": {
          "__rl": true,
          "mode": "list",
          "value": "1cDW1qkq76TX5Hr4k_JWBZjMigOf4hdC3",
          "cachedResultUrl": "https://drive.google.com/drive/folders/1cDW1qkq76TX5Hr4k_JWBZjMigOf4hdC3",
          "cachedResultName": "Snapfectly RAG"
        }
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "JB10qqMjiksmdbv3",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "0b22f8be-3b90-4079-a4bc-867419478519",
      "name": "Datei herunterladen",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        704,
        -368
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $json.id }}"
        },
        "options": {},
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "JB10qqMjiksmdbv3",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "a0868cac-fb37-48c3-804f-ec58ab130a29",
      "name": "Pinecone Vektorspeicher",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        896,
        -368
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "snapfectly",
          "cachedResultName": "snapfectly"
        }
      },
      "credentials": {
        "pineconeApi": {
          "id": "h1UI8woC0WdDAHUi",
          "name": "PineconeApi account"
        }
      },
      "typeVersion": 1.3
    },
    {
      "id": "abfa54c4-c88a-4362-ae5c-89bc1a63193c",
      "name": "Einbettungen OpenAI",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        896,
        -160
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "iuyzWhX2JGVK5PCn",
          "name": "OpenAI Hostinger"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "1a035b2f-99bd-4673-a6c1-775b7494d9cc",
      "name": "Default Data Loader",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        1072,
        -160
      ],
      "parameters": {
        "options": {},
        "textSplittingMode": "custom"
      },
      "typeVersion": 1.1
    },
    {
      "id": "5bed9568-6db7-4bcd-85cc-1dbcfd673b76",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        1072,
        0
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1
    },
    {
      "id": "080c49d0-665f-4f01-8098-05a7fb7f2e88",
      "name": "KI-Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -64,
        -368
      ],
      "parameters": {
        "options": {
          "systemMessage": "## Your Role\nYou are a helpful assistant that finds information from our vector store to answer user questions.\n\n## How You Work\n1. When a user asks a question, search the vector store for relevant information\n2. Use the retrieved information to provide accurate answers\n3. Always base your response on what you find in the database\n4. if you didn't find an answer, just say it don't try to fill the gap\n\n## Response Rules\n- **Answer directly** - Give the user what they asked for first\n- **Use retrieved data only** - Don't make up information\n- **Be clear about sources** - Mention when information comes from the database\n- **If no information found** - Tell the user \"I couldn't find information about that in the database\"\n- **Stay helpful** - Offer to search for related topics if the exact answer isn't available"
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "31a42bd8-60ca-48f6-bbf8-ba303cdf9ff6",
      "name": "OpenAI-Chat-Modell",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -192,
        -160
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "iuyzWhX2JGVK5PCn",
          "name": "OpenAI Hostinger"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "3bbb2363-49b4-4fc8-a49c-9e6ace38f1a3",
      "name": "Simple Speicher",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        -48,
        -160
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "475324a5-6e46-4e3c-9494-defc406e4e0c",
      "name": "Einbettungen OpenAI1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        96,
        0
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "iuyzWhX2JGVK5PCn",
          "name": "OpenAI Hostinger"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "8ee72c96-167e-4baa-9e3a-15d101ca5e52",
      "name": "Haftnotiz",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -352,
        -464
      ],
      "parameters": {
        "color": 3,
        "width": 752,
        "height": 672,
        "content": "## Agent"
      },
      "typeVersion": 1
    },
    {
      "id": "6d384a15-5bb8-4654-b0a5-e39a3764e75b",
      "name": "Haftnotiz1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        400,
        -464
      ],
      "parameters": {
        "color": 5,
        "width": 1008,
        "height": 672,
        "content": "## Insert documents into pinecone"
      },
      "typeVersion": 1
    },
    {
      "id": "bf7498d8-c3c8-42bc-b3f3-eca2ea027eec",
      "name": "Bei Chat-Nachricht empfangen",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -272,
        -368
      ],
      "webhookId": "df5359c0-5a3e-43e8-8f66-409858dc3988",
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.3
    },
    {
      "id": "9097259b-2ec7-4cd6-995e-6dc34d8e43f8",
      "name": "Reranker Cohere",
      "type": "@n8n/n8n-nodes-langchain.rerankerCohere",
      "position": [
        240,
        0
      ],
      "parameters": {},
      "credentials": {
        "cohereApi": {
          "id": "Q163qlHuFVE8jMyx",
          "name": "CohereApi"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "166b7c53-c144-44e3-8207-976ad590c14f",
      "name": "Vektorspeicher",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        96,
        -160
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "topK": 10,
        "options": {},
        "useReranker": true,
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "snapfectly",
          "cachedResultName": "snapfectly"
        },
        "toolDescription": "use this to retrieve information from our vector database"
      },
      "credentials": {
        "pineconeApi": {
          "id": "h1UI8woC0WdDAHUi",
          "name": "PineconeApi account"
        }
      },
      "typeVersion": 1.3
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "bc2ff0c7-9231-4306-9600-520cc82547b1",
  "connections": {
    "Vector Store": {
      "ai_tool": [
        [
          {
            "node": "AI Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "0b22f8be-3b90-4079-a4bc-867419478519": {
      "main": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Simple Memory": {
      "ai_memory": [
        [
          {
            "node": "AI Agent",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "9097259b-2ec7-4cd6-995e-6dc34d8e43f8": {
      "ai_reranker": [
        [
          {
            "node": "Vector Store",
            "type": "ai_reranker",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI1": {
      "ai_embedding": [
        [
          {
            "node": "Vector Store",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "1a035b2f-99bd-4673-a6c1-775b7494d9cc": {
      "ai_document": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "a94cdaf0-a036-435a-9d44-971a4c6956dd": {
      "main": [
        [
          {
            "node": "0b22f8be-3b90-4079-a4bc-867419478519",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "5bed9568-6db7-4bcd-85cc-1dbcfd673b76": {
      "ai_textSplitter": [
        [
          {
            "node": "1a035b2f-99bd-4673-a6c1-775b7494d9cc",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    }
  }
}
Häufig gestellte Fragen

Wie verwende ich diesen Workflow?

Kopieren Sie den obigen JSON-Code, erstellen Sie einen neuen Workflow in Ihrer n8n-Instanz und wählen Sie "Aus JSON importieren". Fügen Sie die Konfiguration ein und passen Sie die Anmeldedaten nach Bedarf an.

Für welche Szenarien ist dieser Workflow geeignet?

Fortgeschritten - KI RAG, Multimodales KI

Ist es kostenpflichtig?

Dieser Workflow ist völlig kostenlos. Beachten Sie jedoch, dass Drittanbieterdienste (wie OpenAI API), die im Workflow verwendet werden, möglicherweise kostenpflichtig sind.

Workflow-Informationen
Schwierigkeitsgrad
Fortgeschritten
Anzahl der Nodes15
Kategorie2
Node-Typen12
Schwierigkeitsbeschreibung

Für erfahrene Benutzer, mittelkomplexe Workflows mit 6-15 Nodes

Autor
Ilyass Kanissi

Ilyass Kanissi

@ilyass

I design and build custom no-code and low-code automations using n8n to help businesses save hours of manual work, streamline operations, and create clean, scalable workflows.

Externe Links
Auf n8n.io ansehen

Diesen Workflow teilen

Kategorien

Kategorien: 34