RAG

Experte

Dies ist ein Internal Wiki, AI RAG-Bereich Automatisierungsworkflow mit 28 Nodes. Hauptsächlich werden Set, Slack, GoogleDrive, SlackTrigger, Agent und andere Nodes verwendet. Verwendung von Pinecone zur Generierung kontextbezogener Empfehlungen aus Slack

Voraussetzungen
  • Slack Bot Token oder Webhook URL
  • Google Drive API-Anmeldedaten
  • Google Sheets 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": "oK6nDjVJjDLtlWYt",
  "meta": {
    "instanceId": "8443f10082278c46aa5cf3acf8ff0f70061a2c58bce76efac814b16290845177"
  },
  "name": "RAG",
  "tags": [],
  "nodes": [
    {
      "id": "0c522a5e-eab3-492b-8875-3035725641f1",
      "name": "Slack-Trigger",
      "type": "n8n-nodes-base.slackTrigger",
      "position": [
        0,
        0
      ],
      "webhookId": "419966a1-e8f1-481b-a27f-9389f1204001",
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "90fcd76e-2089-4283-8632-e2a543dd5697",
      "name": "KI-Agent1",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        1264,
        0
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "48964ea1-4b35-45a2-af44-1e6ef906e1b2",
      "name": "Azure OpenAI Chat-Modell1",
      "type": "@n8n/n8n-nodes-langchain.lmChatAzureOpenAi",
      "position": [
        1040,
        224
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "d164286c-cc67-4885-8587-cc7df25f6b85",
      "name": "Pinecone Vektorspeicher2",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        1168,
        224
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "3346c942-a5ec-400c-9ad7-e6f5a385553e",
      "name": "Einbettungen Azure OpenAI2",
      "type": "@n8n/n8n-nodes-langchain.embeddingsAzureOpenAi",
      "position": [
        1184,
        432
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "807f938a-9684-46da-9204-0506cf7ac1a8",
      "name": "Zeile(n) in Tabelle in Google Tabellen abrufen",
      "type": "n8n-nodes-base.googleSheetsTool",
      "position": [
        1456,
        224
      ],
      "parameters": {},
      "typeVersion": 4.6
    },
    {
      "id": "2f3b98d3-d326-4454-9ce4-3fe9cd5c8c1f",
      "name": "Reranker Cohere1",
      "type": "@n8n/n8n-nodes-langchain.rerankerCohere",
      "position": [
        1312,
        432
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "54d785d1-db28-4d21-b9e2-a23d160c633a",
      "name": "Strukturierter Ausgabe-Parser1",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        1584,
        224
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "cc23fd1b-5f6b-442b-9405-34fd3841bb9e",
      "name": "Pinecone Vektorspeicher5",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        1776,
        0
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "6d4c94ef-6df7-4a48-83d2-e2d10fda1678",
      "name": "Einbettungen Azure OpenAI5",
      "type": "@n8n/n8n-nodes-langchain.embeddingsAzureOpenAi",
      "position": [
        1808,
        224
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "26c39fa6-ec81-47e0-ba5c-b21bec4d045e",
      "name": "Reranker Cohere3",
      "type": "@n8n/n8n-nodes-langchain.rerankerCohere",
      "position": [
        1920,
        224
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "f2a81baa-7035-4947-a6ab-c55d567a420b",
      "name": "KI-Agent3",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        2160,
        0
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "4441929d-cb5e-4ec2-bb59-6779d58e3e02",
      "name": "Azure OpenAI Chat-Modell3",
      "type": "@n8n/n8n-nodes-langchain.lmChatAzureOpenAi",
      "position": [
        2176,
        416
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "2e056c6a-8261-4159-a1d7-2a25d01c0f13",
      "name": "Automatisch korrigierender Ausgabe-Parser",
      "type": "@n8n/n8n-nodes-langchain.outputParserAutofixing",
      "position": [
        2240,
        224
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "aab927a0-9bef-4680-92e6-5f72e08c5cc3",
      "name": "Strukturierter Ausgabe-Parser2",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        2352,
        416
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "1774d8b6-f0a4-4d7f-827f-ce8cf2ba356f",
      "name": "KI-Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        224,
        0
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "cc8e9c3e-bc06-4dbc-a37e-99219527c9ff",
      "name": "Azure OpenAI Chat-Modell",
      "type": "@n8n/n8n-nodes-langchain.lmChatAzureOpenAi",
      "position": [
        256,
        224
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "4ff1e95e-5022-4021-8afc-ae9cc8084e37",
      "name": "Strukturierter Ausgabe-Parser",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        368,
        224
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "ee9d3653-e25c-4688-a3fa-6196781c8e40",
      "name": "Datei herunterladen",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        608,
        0
      ],
      "parameters": {},
      "typeVersion": 3
    },
    {
      "id": "b0a29268-2e3a-4b69-ad4c-785b8d3b37c4",
      "name": "Aus Datei extrahieren",
      "type": "n8n-nodes-base.extractFromFile",
      "position": [
        816,
        0
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "715b6321-360c-4dcf-b8f1-1bb3de5de5bf",
      "name": "Nachricht senden",
      "type": "n8n-nodes-base.slack",
      "position": [
        2752,
        0
      ],
      "webhookId": "d1c00971-d4db-44ed-b7ea-402ce20d534e",
      "parameters": {},
      "typeVersion": 2.3
    },
    {
      "id": "e066f9cd-8179-4a59-bf3c-ebf2ae82781c",
      "name": "Felder bearbeiten",
      "type": "n8n-nodes-base.set",
      "position": [
        2528,
        0
      ],
      "parameters": {},
      "typeVersion": 3.4
    },
    {
      "id": "93f1bbac-6b17-4e6a-bed6-5372ca30adcf",
      "name": "Haftnotiz",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        64,
        -208
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "adae4fb9-0d69-4a21-801d-c17e45b0be4f",
      "name": "Haftnotiz1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        512,
        -208
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "5f4c6a5a-6397-4bec-9d10-c26924b915a5",
      "name": "Haftnotiz3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1760,
        -384
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "69f3f08b-6202-43dc-95c5-34c121bc8938",
      "name": "Haftnotiz4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2128,
        -384
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "d74e2916-3c23-4b37-a1ba-0d95cf3a8a39",
      "name": "Haftnotiz5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
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        -384
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "a0880474-5190-4db5-bebc-c62cc96b1fb4",
      "name": "Haftnotiz6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1264,
        -384
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "fdf7f61f-95e6-42f5-8fd7-d55c38e83d20",
  "connections": {
    "1774d8b6-f0a4-4d7f-827f-ce8cf2ba356f": {
      "main": [
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          {
            "node": "ee9d3653-e25c-4688-a3fa-6196781c8e40",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "90fcd76e-2089-4283-8632-e2a543dd5697": {
      "main": [
        [
          {
            "node": "cc23fd1b-5f6b-442b-9405-34fd3841bb9e",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "f2a81baa-7035-4947-a6ab-c55d567a420b": {
      "main": [
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          {
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            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "e066f9cd-8179-4a59-bf3c-ebf2ae82781c": {
      "main": [
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          {
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            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "ee9d3653-e25c-4688-a3fa-6196781c8e40": {
      "main": [
        [
          {
            "node": "b0a29268-2e3a-4b69-ad4c-785b8d3b37c4",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Slack Trigger": {
      "main": [
        [
          {
            "node": "1774d8b6-f0a4-4d7f-827f-ce8cf2ba356f",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "2f3b98d3-d326-4454-9ce4-3fe9cd5c8c1f": {
      "ai_reranker": [
        [
          {
            "node": "d164286c-cc67-4885-8587-cc7df25f6b85",
            "type": "ai_reranker",
            "index": 0
          }
        ]
      ]
    },
    "26c39fa6-ec81-47e0-ba5c-b21bec4d045e": {
      "ai_reranker": [
        [
          {
            "node": "cc23fd1b-5f6b-442b-9405-34fd3841bb9e",
            "type": "ai_reranker",
            "index": 0
          }
        ]
      ]
    },
    "b0a29268-2e3a-4b69-ad4c-785b8d3b37c4": {
      "main": [
        [
          {
            "node": "90fcd76e-2089-4283-8632-e2a543dd5697",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "d164286c-cc67-4885-8587-cc7df25f6b85": {
      "ai_tool": [
        [
          {
            "node": "90fcd76e-2089-4283-8632-e2a543dd5697",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "cc23fd1b-5f6b-442b-9405-34fd3841bb9e": {
      "main": [
        [
          {
            "node": "f2a81baa-7035-4947-a6ab-c55d567a420b",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "cc8e9c3e-bc06-4dbc-a37e-99219527c9ff": {
      "ai_languageModel": [
        [
          {
            "node": "1774d8b6-f0a4-4d7f-827f-ce8cf2ba356f",
            "type": "ai_languageModel",
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        ]
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    },
    "48964ea1-4b35-45a2-af44-1e6ef906e1b2": {
      "ai_languageModel": [
        [
          {
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            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "4441929d-cb5e-4ec2-bb59-6779d58e3e02": {
      "ai_languageModel": [
        [
          {
            "node": "f2a81baa-7035-4947-a6ab-c55d567a420b",
            "type": "ai_languageModel",
            "index": 0
          },
          {
            "node": "2e056c6a-8261-4159-a1d7-2a25d01c0f13",
            "type": "ai_languageModel",
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          }
        ]
      ]
    },
    "Embeddings Azure OpenAI2": {
      "ai_embedding": [
        [
          {
            "node": "d164286c-cc67-4885-8587-cc7df25f6b85",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings Azure OpenAI5": {
      "ai_embedding": [
        [
          {
            "node": "cc23fd1b-5f6b-442b-9405-34fd3841bb9e",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "4ff1e95e-5022-4021-8afc-ae9cc8084e37": {
      "ai_outputParser": [
        [
          {
            "node": "1774d8b6-f0a4-4d7f-827f-ce8cf2ba356f",
            "type": "ai_outputParser",
            "index": 0
          }
        ]
      ]
    },
    "2e056c6a-8261-4159-a1d7-2a25d01c0f13": {
      "ai_outputParser": [
        [
          {
            "node": "f2a81baa-7035-4947-a6ab-c55d567a420b",
            "type": "ai_outputParser",
            "index": 0
          }
        ]
      ]
    },
    "54d785d1-db28-4d21-b9e2-a23d160c633a": {
      "ai_outputParser": [
        [
          {
            "node": "90fcd76e-2089-4283-8632-e2a543dd5697",
            "type": "ai_outputParser",
            "index": 0
          }
        ]
      ]
    },
    "aab927a0-9bef-4680-92e6-5f72e08c5cc3": {
      "ai_outputParser": [
        [
          {
            "node": "2e056c6a-8261-4159-a1d7-2a25d01c0f13",
            "type": "ai_outputParser",
            "index": 0
          }
        ]
      ]
    },
    "Zeile(n) in Tabelle in Google Sheets abrufen": {
      "ai_tool": [
        [
          {
            "node": "90fcd76e-2089-4283-8632-e2a543dd5697",
            "type": "ai_tool",
            "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?

Experte - Internes Wiki, KI RAG

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
Experte
Anzahl der Nodes28
Kategorie2
Node-Typen14
Schwierigkeitsbeschreibung

Für fortgeschrittene Benutzer, komplexe Workflows mit 16+ Nodes

Autor
Rahul Joshi

Rahul Joshi

@rahul08

Rahul Joshi is a seasoned technology leader specializing in the n8n automation tool and AI-driven workflow automation. With deep expertise in building open-source workflow automation and self-hosted automation platforms, he helps organizations eliminate manual processes through intelligent n8n ai agent automation solutions.

Externe Links
Auf n8n.io ansehen

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Kategorien

Kategorien: 34