8
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Ingesta de documentos

Avanzado

Este es unMiscellaneous, AI RAG, Multimodal AIflujo de automatización del dominio deautomatización que contiene 28 nodos.Utiliza principalmente nodos como If, Form, Crypto, Switch, FormTrigger. Automatización de la ingesta de documentos y sistemas RAG con Google Drive, Sheets y OpenAI

Requisitos previos
  • •Credenciales de API de Google Drive
  • •Credenciales de API de Google Sheets
  • •Clave de API de OpenAI
  • •Clave de API de Pinecone

Nodos utilizados (28)

If
Form
Crypto
Switch
StickyNote
FormTrigger
GoogleDrive
GoogleSheets
SplitInBatches
Agent
GoogleDriveTrigger
LmChatOpenAi
EmbeddingsOpenAi
VectorStorePinecone
DocumentDefaultDataLoader
TextSplitterRecursiveCharacterTextSplitter

Categoría

Varios
RAG de IA
IA Multimodal
Vista previa del flujo de trabajo
Visualización de las conexiones entre nodos, con soporte para zoom y panorámica
React Flow
Exportar flujo de trabajo
Copie la siguiente configuración JSON en n8n para importar y usar este flujo de trabajo
{
  "id": "E7mxB80W3c9Uweby",
  "meta": {
    "instanceId": "25cc25b200fc96ccf1fc82139ce77c996ff26ff830eec6163a8c6327ac3cf81f",
    "templateCredsSetupCompleted": true
  },
  "name": "IngestionDocs",
  "tags": [],
  "nodes": [
    {
      "id": "659f0ec6-ad2a-40c5-a34d-2e0b6458983f",
      "name": "Pinecone Almacén de vectores",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        -1296,
        -880
      ],
      "parameters": {
        "mode": "insert",
        "options": {
          "pineconeNamespace": "={{ $('Loop Over Items').item.json.name }}"
        },
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-nodes",
          "cachedResultName": "n8n-nodes"
        }
      },
      "credentials": {
        "pineconeApi": {
          "id": "yfFfaoW2yv9fSOxK",
          "name": "PineconeApi account-Mohamed"
        }
      },
      "notesInFlow": true,
      "typeVersion": 1.2
    },
    {
      "id": "ee09bd49-c94e-49e4-8804-6e2bfb9c800e",
      "name": "Incrustaciones OpenAI",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        -1440,
        -288
      ],
      "parameters": {
        "model": "=text-embedding-3-large",
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "K08FC4h7qYhGg8LO",
          "name": "OpenAi account-mohamed"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "b9fe4362-9e36-49ac-ac65-229d87be4684",
      "name": "Default Data Loader",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        -1248,
        -352
      ],
      "parameters": {
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "file_id",
                "value": "={{ $('Loop Over Items').item.json.id }}"
              },
              {
                "name": "file_name",
                "value": "={{ $('Loop Over Items').item.json.name }}"
              }
            ]
          },
          "splitPages": true
        },
        "dataType": "binary"
      },
      "typeVersion": 1
    },
    {
      "id": "5215d6e4-d0c3-4fb4-b990-27bffaed58ab",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        -1232,
        -176
      ],
      "parameters": {
        "options": {},
        "chunkOverlap": 10
      },
      "typeVersion": 1
    },
    {
      "id": "6f1fa97d-ae85-467e-a580-4a466a100dd1",
      "name": "Nota adhesiva2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1776,
        -944
      ],
      "parameters": {
        "width": 596,
        "height": 256,
        "content": "## Generate the knowledge base\n"
      },
      "typeVersion": 1
    },
    {
      "id": "c64062de-4e0f-4c4a-b4c8-655c58599e5c",
      "name": "Buscar archivos y carpetas",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -3184,
        -880
      ],
      "parameters": {
        "filter": {
          "folderId": {
            "__rl": true,
            "mode": "list",
            "value": "1vQo4Er5h-4KEZoYCmHX-J4S9TRK5zpj-",
            "cachedResultUrl": "https://drive.google.com/drive/folders/1vQo4Er5h-4KEZoYCmHX-J4S9TRK5zpj-",
            "cachedResultName": "manuals"
          }
        },
        "options": {
          "fields": [
            "mimeType",
            "id",
            "name"
          ]
        },
        "resource": "fileFolder",
        "returnAll": true
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "SNZRUZHTrIWHcYnV",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "5efcafb7-c507-4a90-af5e-a6bc568704c6",
      "name": "Download file",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -2480,
        -848
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $json.id }}"
        },
        "options": {},
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "SNZRUZHTrIWHcYnV",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3,
      "alwaysOutputData": false
    },
    {
      "id": "aa951e91-0d95-4546-8050-f41bbb65ebbc",
      "name": "createHash",
      "type": "n8n-nodes-base.crypto",
      "position": [
        -2304,
        -864
      ],
      "parameters": {
        "type": "SHA256",
        "binaryData": true,
        "dataPropertyName": "hash"
      },
      "typeVersion": 1
    },
    {
      "id": "5de17e85-6fd2-4411-91d7-82e645dd637c",
      "name": "searchRecordManger",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        -2080,
        -880
      ],
      "parameters": {
        "options": {},
        "filtersUI": {
          "values": [
            {
              "lookupValue": "={{ $json.id }}",
              "lookupColumn": "Id"
            }
          ]
        },
        "sheetName": {
          "__rl": true,
          "mode": "list",
          "value": "gid=0",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U/edit#gid=0",
          "cachedResultName": "dataBase"
        },
        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": "1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U/edit?usp=drivesdk",
          "cachedResultName": "recordManger"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "nZaANha3gFxGGxCB",
          "name": "Google Sheets account"
        }
      },
      "typeVersion": 4.7,
      "alwaysOutputData": true
    },
    {
      "id": "b6a4b15e-b0ac-490b-af1a-06d68d5c9929",
      "name": "Interruptor",
      "type": "n8n-nodes-base.switch",
      "position": [
        -1984,
        -656
      ],
      "parameters": {
        "rules": {
          "values": [
            {
              "outputKey": "New Document",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "ff4d1294-192a-4f71-9983-53f0036c7d1c",
                    "operator": {
                      "type": "object",
                      "operation": "empty",
                      "singleValue": true
                    },
                    "leftValue": "={{ $('searchRecordManger').item.json }}",
                    "rightValue": ""
                  }
                ]
              },
              "renameOutput": true
            },
            {
              "outputKey": "Already processed",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "314d1d08-928b-42e3-839d-7948004d4229",
                    "operator": {
                      "name": "filter.operator.equals",
                      "type": "string",
                      "operation": "equals"
                    },
                    "leftValue": "={{ $('searchRecordManger').item.json.hashId }}",
                    "rightValue": "={{ $('createHash').item.json.hash }}"
                  }
                ]
              },
              "renameOutput": true
            },
            {
              "outputKey": "Updated Document",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "68f55445-fe7e-4fa6-94af-081f2cae339e",
                    "operator": {
                      "type": "string",
                      "operation": "notEquals"
                    },
                    "leftValue": "={{ $('searchRecordManger').item.json.hashId }}",
                    "rightValue": "={{ $('createHash').item.json.hash }}"
                  }
                ]
              },
              "renameOutput": true
            }
          ]
        },
        "options": {}
      },
      "typeVersion": 3.2
    },
    {
      "id": "2e4f30bb-fcc1-4510-90b3-ac35d619ee2f",
      "name": "Recorrer elementos",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        -2944,
        -896
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 3
    },
    {
      "id": "d213ec9a-3b8d-4a84-b90e-eb9fa9310795",
      "name": "Nota adhesiva",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -3040,
        -960
      ],
      "parameters": {
        "width": 976,
        "height": 560,
        "content": "## Record Manger\n"
      },
      "typeVersion": 1
    },
    {
      "id": "f82520c5-8a45-455d-a2ac-faddc4a285b0",
      "name": "Add to Record Manger",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        -1712,
        -896
      ],
      "parameters": {
        "columns": {
          "value": {
            "Id": "={{ $('Loop Over Items').item.json.id }}",
            "name": "={{ $('Loop Over Items').item.json.name }}",
            "hashId": "={{ $('createHash').item.json.hash }}"
          },
          "schema": [
            {
              "id": "Id",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Id",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "hashId",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "hashId",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "name",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "Id"
          ],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
        "options": {},
        "operation": "appendOrUpdate",
        "sheetName": {
          "__rl": true,
          "mode": "list",
          "value": "gid=0",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U/edit#gid=0",
          "cachedResultName": "dataBase"
        },
        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": "1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U/edit?usp=drivesdk",
          "cachedResultName": "recordManger"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "nZaANha3gFxGGxCB",
          "name": "Google Sheets account"
        }
      },
      "typeVersion": 4.7
    },
    {
      "id": "bcbb5938-630a-4a4e-aac1-ca88e09c2cc4",
      "name": "Pinecone Almacén de vectores1",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        -1296,
        -560
      ],
      "parameters": {
        "mode": "insert",
        "options": {
          "clearNamespace": true,
          "pineconeNamespace": "={{ $('Loop Over Items').item.json.name }}"
        },
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-nodes",
          "cachedResultName": "n8n-nodes"
        }
      },
      "credentials": {
        "pineconeApi": {
          "id": "yfFfaoW2yv9fSOxK",
          "name": "PineconeApi account-Mohamed"
        }
      },
      "notesInFlow": true,
      "typeVersion": 1.2
    },
    {
      "id": "f82f9e5b-14bd-47bd-ab53-af6ba278ec71",
      "name": "Update the RecordManger",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        -1696,
        -576
      ],
      "parameters": {
        "columns": {
          "value": {
            "Id": "{{ $('Loop Over Items').item.json.id }}",
            "hashId": "{{ $('createHash').item.json.hash }}"
          },
          "schema": [
            {
              "id": "Id",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Id",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "hashId",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "hashId",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "name",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "Id"
          ],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
        "options": {},
        "operation": "appendOrUpdate",
        "sheetName": {
          "__rl": true,
          "mode": "list",
          "value": "gid=0",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U/edit#gid=0",
          "cachedResultName": "dataBase"
        },
        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": "1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1HxJuA-ph6qvFmLzccKpM1XJeJHzELmvQzqJeqiRaC0U/edit?usp=drivesdk",
          "cachedResultName": "recordManger"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "nZaANha3gFxGGxCB",
          "name": "Google Sheets account"
        }
      },
      "typeVersion": 4.7
    },
    {
      "id": "a2d06bb3-fca2-474a-ae87-f86d0b81a140",
      "name": "Nota adhesiva3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1776,
        -640
      ],
      "parameters": {
        "width": 596,
        "height": 256,
        "content": "## Update the knowledge base\n"
      },
      "typeVersion": 1
    },
    {
      "id": "d75115f8-e851-497e-8c74-99bbdd5c67cc",
      "name": "Download file1",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -1504,
        -880
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $('Loop Over Items').item.json.id }}"
        },
        "options": {},
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "SNZRUZHTrIWHcYnV",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "97fe85f4-cc36-4282-8482-b6c2c8d21377",
      "name": "Download file2",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -1488,
        -560
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $('Loop Over Items').item.json.id }}"
        },
        "options": {},
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "SNZRUZHTrIWHcYnV",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "4c136bf8-ce5e-426e-803e-822dcd48ad0d",
      "name": "create",
      "type": "n8n-nodes-base.googleDriveTrigger",
      "position": [
        -3504,
        -1024
      ],
      "parameters": {
        "event": "fileCreated",
        "options": {},
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        },
        "triggerOn": "specificFolder",
        "folderToWatch": {
          "__rl": true,
          "mode": "list",
          "value": "1vQo4Er5h-4KEZoYCmHX-J4S9TRK5zpj-",
          "cachedResultUrl": "https://drive.google.com/drive/folders/1vQo4Er5h-4KEZoYCmHX-J4S9TRK5zpj-",
          "cachedResultName": "manuals"
        }
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "SNZRUZHTrIWHcYnV",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "afdb2eeb-1bbc-4e4e-b88c-b6b6edce4e3b",
      "name": "update",
      "type": "n8n-nodes-base.googleDriveTrigger",
      "position": [
        -3488,
        -752
      ],
      "parameters": {
        "event": "fileUpdated",
        "options": {},
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        },
        "triggerOn": "specificFolder",
        "folderToWatch": {
          "__rl": true,
          "mode": "list",
          "value": "1vQo4Er5h-4KEZoYCmHX-J4S9TRK5zpj-",
          "cachedResultUrl": "https://drive.google.com/drive/folders/1vQo4Er5h-4KEZoYCmHX-J4S9TRK5zpj-",
          "cachedResultName": "manuals"
        }
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "SNZRUZHTrIWHcYnV",
          "name": "Google Drive account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "53021a9d-b61e-4682-94d5-863b67a9c8cb",
      "name": "nonDownloadableFile",
      "type": "n8n-nodes-base.if",
      "position": [
        -2736,
        -832
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "49a912d3-7bc7-434a-93d0-52e66c9e1024",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
              },
              "leftValue": "={{ $json.mimeType }}",
              "rightValue": "application/vnd.google-apps.folder"
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "86d2c9f9-315b-47c7-a30e-1b48b331e446",
      "name": "Agente IA",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -2528,
        80
      ],
      "parameters": {
        "text": "=question:{{ $json.Question }}",
        "options": {
          "systemMessage": "=You are a helpful Manual assistant designed to answer employee questions based on Knowledge base.\n\nRetrieve relevant information from the provided internal documents and provide a concise, accurate, and informative answer to the employee's question.\n\nUse the tool called \"Knowledge base\" to retrieve any information from the manuals documents.\n\nIf the answer cannot be found in the provided documents, respond with \"I cannot find the answer in the available resources.\"\n\nyou must a extract the correct page number.\n\noutput should be in HTML format with simple formatting."
        },
        "promptType": "define"
      },
      "typeVersion": 2.2
    },
    {
      "id": "f2a633af-f626-442a-b074-fd81a5ae5355",
      "name": "Modelo de chat OpenAI",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -2720,
        384
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "K08FC4h7qYhGg8LO",
          "name": "OpenAi account-mohamed"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "5322950e-63d1-43cd-868b-5fee9c5eb324",
      "name": "Form",
      "type": "n8n-nodes-base.form",
      "position": [
        -2032,
        80
      ],
      "webhookId": "213ef64f-84bc-46b5-b139-b7143427fb39",
      "parameters": {
        "options": {
          "customCss": ".container {\n  max-width: 800px; /* wider for readability */\n  margin: 20px auto;\n  padding: 0 16px;\n  font-family: var(--font-family);\n}\n\n.card {\n  background: var(--color-card-bg);\n  border: 1px solid var(--color-card-border);\n  border-radius: var(--card-border-radius);\n  padding: var(--card-padding);\n  margin-bottom: var(--card-margin-bottom);\n  box-shadow: var(--box-shadow-card);\n  text-align: left;\n  line-height: 1.6;\n}\n\n.card .header h1 {\n  font-size: var(--font-size-header);\n  font-weight: var(--font-weight-bold);\n  margin-bottom: 12px;\n  color: var(--color-header);\n  border-bottom: 2px solid var(--color-focus-border);\n  padding-bottom: 6px;\n}\n\n.card .header h2 {\n  font-size: var(--font-size-html-h2);\n  margin: 1em 0 0.5em;\n  color: var(--color-header);\n  font-weight: var(--font-weight-bold);\n}\n\n.card .header p {\n  margin: 0.5em 0 1em;\n  font-size: var(--font-size-paragraph);\n  color: var(--color-html-text);\n}\n\n.card .header ul {\n  margin: 0.5em 0 1em 20px;\n  padding-left: 16px;\n}\n\n.card .header ul li {\n  margin-bottom: 6px;\n  line-height: 1.5;\n  color: var(--color-html-text);\n}\n\n.card .header b {\n  color: var(--color-header);\n}\n\n.card .header a {\n  color: var(--color-html-link);\n  text-decoration: none;\n  transition: color 0.2s ease;\n}\n.card .header a:hover {\n  color: #ff3a2a;\n  text-decoration: underline;\n}\n\n/* Responsive improvements */\n@media (max-width: 600px) {\n  .container {\n    max-width: 100%;\n    padding: 0 12px;\n  }\n  .card {\n    padding: 16px;\n  }\n  .card .header h1 {\n    font-size: 18px;\n  }\n  .card .header h2 {\n    font-size: 16px;\n  }\n}\n"
        },
        "operation": "completion",
        "completionTitle": "Result",
        "completionMessage": "={{ $json.output }}"
      },
      "typeVersion": 1
    },
    {
      "id": "bf604a8c-ebbf-4941-9617-45e97f72a1a5",
      "name": "On form submission",
      "type": "n8n-nodes-base.formTrigger",
      "position": [
        -3040,
        96
      ],
      "webhookId": "c38dfae8-3e42-4c9f-9592-167895f92802",
      "parameters": {
        "options": {
          "customCss": ":root {\n\t--font-family: 'Open Sans', sans-serif;\n\t--font-weight-normal: 400;\n\t--font-weight-bold: 600;\n\t--font-size-body: 12px;\n\t--font-size-label: 14px;\n\t--font-size-test-notice: 12px;\n\t--font-size-input: 14px;\n\t--font-size-header: 20px;\n\t--font-size-paragraph: 14px;\n\t--font-size-link: 12px;\n\t--font-size-error: 12px;\n\t--font-size-html-h1: 28px;\n\t--font-size-html-h2: 20px;\n\t--font-size-html-h3: 16px;\n\t--font-size-html-h4: 14px;\n\t--font-size-html-h5: 12px;\n\t--font-size-html-h6: 10px;\n\t--font-size-subheader: 14px;\n\n\t/* Colors */\n\t--color-background: #fbfcfe;\n\t--color-test-notice-text: #e6a23d;\n\t--color-test-notice-bg: #fefaf6;\n\t--color-test-notice-border: #f6dcb7;\n\t--color-card-bg: #ffffff;\n\t--color-card-border: #dbdfe7;\n\t--color-card-shadow: rgba(99, 77, 255, 0.06);\n\t--color-link: #7e8186;\n\t--color-header: #525356;\n\t--color-label: #555555;\n\t--color-input-border: #dbdfe7;\n\t--color-input-text: #71747A;\n\t--color-focus-border: rgb(90, 76, 194);\n\t--color-submit-btn-bg: #ff6d5a;\n\t--color-submit-btn-text: #ffffff;\n\t--color-error: #ea1f30;\n\t--color-required: #ff6d5a;\n\t--color-clear-button-bg: #7e8186;\n\t--color-html-text: #555;\n\t--color-html-link: #ff6d5a;\n\t--color-header-subtext: #7e8186;\n\n\t/* Border Radii */\n\t--border-radius-card: 8px;\n\t--border-radius-input: 6px;\n\t--border-radius-clear-btn: 50%;\n\t--card-border-radius: 8px;\n\n\t/* Spacing */\n\t--padding-container-top: 24px;\n\t--padding-card: 24px;\n\t--padding-test-notice-vertical: 12px;\n\t--padding-test-notice-horizontal: 24px;\n\t--margin-bottom-card: 16px;\n\t--padding-form-input: 12px;\n\t--card-padding: 24px;\n\t--card-margin-bottom: 16px;\n\n\t/* Dimensions */\n\t--container-width: 448px;\n\t--submit-btn-height: 48px;\n\t--checkbox-size: 18px;\n\n\t/* Others */\n\t--box-shadow-card: 0px 4px 16px 0px var(--color-card-shadow);\n\t--opacity-placeholder: 0.5;\n}",
          "appendAttribution": false
        },
        "formTitle": "Ask Knowledge base",
        "formFields": {
          "values": [
            {
              "fieldLabel": "Question",
              "requiredField": true
            }
          ]
        },
        "responseMode": "lastNode"
      },
      "typeVersion": 2.2
    },
    {
      "id": "22fee510-de3c-4e27-8f2e-29a2ca83beb3",
      "name": "Incrustaciones OpenAI1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        -2448,
        576
      ],
      "parameters": {
        "model": "text-embedding-3-large",
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "K08FC4h7qYhGg8LO",
          "name": "OpenAi account-mohamed"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "1e2d81fc-f70d-4f4a-879e-12e5cab1b54d",
      "name": "Pinecone Almacén de vectores2",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        -2384,
        368
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "options": {
          "pineconeNamespace": "pinecorn-namespce"
        },
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-nodes",
          "cachedResultName": "n8n-nodes"
        },
        "toolDescription": "call this to get the information from knowledgeable "
      },
      "credentials": {
        "pineconeApi": {
          "id": "yfFfaoW2yv9fSOxK",
          "name": "PineconeApi account-Mohamed"
        }
      },
      "typeVersion": 1.3
    },
    {
      "id": "6c49249f-d5db-451c-bdf2-8b2f813c674c",
      "name": "Nota adhesiva1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -3184,
        -64
      ],
      "parameters": {
        "width": 1488,
        "height": 800,
        "content": "## Ask Knowledge base"
      },
      "typeVersion": 1
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "be0d8396-d94a-4e53-8c33-a2afca50bb99",
  "connections": {
    "Switch": {
      "main": [
        [
          {
            "node": "f82520c5-8a45-455d-a2ac-faddc4a285b0",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "f82f9e5b-14bd-47bd-ab53-af6ba278ec71",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "4c136bf8-ce5e-426e-803e-822dcd48ad0d": {
      "main": [
        [
          {
            "node": "Search files and folders",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "afdb2eeb-1bbc-4e4e-b88c-b6b6edce4e3b": {
      "main": [
        [
          {
            "node": "Search files and folders",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "AI Agent": {
      "main": [
        [
          {
            "node": "5322950e-63d1-43cd-868b-5fee9c5eb324",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "aa951e91-0d95-4546-8050-f41bbb65ebbc": {
      "main": [
        [
          {
            "node": "5de17e85-6fd2-4411-91d7-82e645dd637c",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "5efcafb7-c507-4a90-af5e-a6bc568704c6": {
      "main": [
        [
          {
            "node": "aa951e91-0d95-4546-8050-f41bbb65ebbc",
            "type": "main",
            "index": 0
          }
        ],
        []
      ]
    },
    "d75115f8-e851-497e-8c74-99bbdd5c67cc": {
      "main": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "97fe85f4-cc36-4282-8482-b6c2c8d21377": {
      "main": [
        [
          {
            "node": "Pinecone Vector Store1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Loop Over Items": {
      "main": [
        [],
        [
          {
            "node": "53021a9d-b61e-4682-94d5-863b67a9c8cb",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "ai_embedding",
            "index": 0
          },
          {
            "node": "Pinecone Vector Store1",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI1": {
      "ai_embedding": [
        [
          {
            "node": "Pinecone Vector Store2",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "bf604a8c-ebbf-4941-9617-45e97f72a1a5": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "5de17e85-6fd2-4411-91d7-82e645dd637c": {
      "main": [
        [
          {
            "node": "Switch",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "b9fe4362-9e36-49ac-ac65-229d87be4684": {
      "ai_document": [
        [
          {
            "node": "Pinecone Vector Store",
            "type": "ai_document",
            "index": 0
          },
          {
            "node": "Pinecone Vector Store1",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "53021a9d-b61e-4682-94d5-863b67a9c8cb": {
      "main": [
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            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ],
        [
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            "node": "5efcafb7-c507-4a90-af5e-a6bc568704c6",
            "type": "main",
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    },
    "f82520c5-8a45-455d-a2ac-faddc4a285b0": {
      "main": [
        [
          {
            "node": "d75115f8-e851-497e-8c74-99bbdd5c67cc",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Pinecone Vector Store": {
      "main": [
        []
      ]
    },
    "Pinecone Vector Store2": {
      "ai_tool": [
        [
          {
            "node": "AI Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "f82f9e5b-14bd-47bd-ab53-af6ba278ec71": {
      "main": [
        [
          {
            "node": "97fe85f4-cc36-4282-8482-b6c2c8d21377",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Search files and folders": {
      "main": [
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "5215d6e4-d0c3-4fb4-b990-27bffaed58ab": {
      "ai_textSplitter": [
        [
          {
            "node": "b9fe4362-9e36-49ac-ac65-229d87be4684",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    }
  }
}
Preguntas frecuentes

¿Cómo usar este flujo de trabajo?

Copie el código de configuración JSON de arriba, cree un nuevo flujo de trabajo en su instancia de n8n y seleccione "Importar desde JSON", pegue la configuración y luego modifique la configuración de credenciales según sea necesario.

¿En qué escenarios es adecuado este flujo de trabajo?

Avanzado - Varios, RAG de IA, IA Multimodal

¿Es de pago?

Este flujo de trabajo es completamente gratuito, puede importarlo y usarlo directamente. Sin embargo, tenga en cuenta que los servicios de terceros utilizados en el flujo de trabajo (como la API de OpenAI) pueden requerir un pago por su cuenta.

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Información del flujo de trabajo
Nivel de dificultad
Avanzado
Número de nodos28
Categoría3
Tipos de nodos16
Descripción de la dificultad

Adecuado para usuarios avanzados, flujos de trabajo complejos con 16+ nodos

Autor
Mohamed Abdelwahab

Mohamed Abdelwahab

@mohelwah

I’m an AI Automation Engineer with 5+ years of experience designing and implementing intelligent, scalable automation systems. I specialize in streamlining operations, reducing manual tasks, and building AI-powered solutions using Python, Node.js, and no-code/low-code platforms n8n. Whether you need to integrate complex APIs, build automated workflows, or deploy AI chatbots, I can deliver robust solutions tailored to your business needs. https://www.upwork.com/freelancers/~01bf6d0d89522ab95d

Enlaces externos
Ver en n8n.io →

Compartir este flujo de trabajo

Categorías

IA Multimodal
1540
Inteligencia Artificial
1108
Creación de contenido
695
Resumen de IA
516
Marketing
419
Chatbot de IA
251
Ingeniería
241
Investigación de mercado
203
Varios
193
Otros
176
Ventas
162
Operaciones de TI
156
Extracción de documentos
147
RAG de IA
146
Bloques de construcción
144
Redes sociales
137
Generación de leads
125
Productividad personal
117
DevOps
111
Recursos Humanos
101
Soporte
97
Nutrición de leads
87
CRM
82
Finanzas
81
Producto
77
Chatbot de soporte
76
Diseño
70
Gestión de tickets
67
Operaciones de seguridad
57
Procesamiento de facturas
53
Comercio de criptomonedas
49
Gestión de archivos
39
Gestión de proyectos
35
Wiki interno
32

Categorías: 34