Asistente de conocimiento inteligente

• •Bot Token de Telegram
• •Clave de API de OpenAI
• •Cadena de conexión de MongoDB

{
  "meta": {
    "instanceId": "074f90e2bb5206c5f405a8aac6551497c72005283a5405fb08207b1b3a78c2b8",
    "templateCredsSetupCompleted": true
  },
  "nodes": [
    {
      "id": "e39a0b25-53ce-4ac0-9c93-7750b8e6105b",
      "name": "Agente de Base de Conocimiento",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        220,
        0
      ],
      "parameters": {
        "text": "={{ $json.message.text }}",
        "options": {
          "systemMessage": "You are the AI assistant for a company specializing in advanced technology solutions. Your task is to help internal users by consulting the official product documentation for the company’s platforms.\n\nAvailable References:\n\nproductDocs: Step-by-step guides, technical configurations, and official manuals from the developer documentation.\n\nfeedbackPositive: Previous responses rated positively by users, useful as examples for generating high-quality answers.\n\nfeedbackNegative: Previous responses rated negatively by users. Use this tool to avoid making similar mistakes in your replies.\n\nCurrently, there are no use cases or update history documented in the available materials.\n\nBehavior Rules\n\nSearch & Response:\n\nAlways consult the official documentation first using the productDocs tool.\n\nAlso search feedbackPositive for highly rated previous responses to similar questions.\n\nCheck feedbackNegative to see if similar answers were poorly rated, and avoid repeating those mistakes.\n\nIf multiple tools return relevant results, combine the information to provide the best answer. If only one tool returns relevant content, use that as your source.\n\nRespond directly and clearly, explaining exactly how to perform the requested task.\n\nDo not filter by category unless the user explicitly asks.\n\nLanguage (Strict Per-Message Rule):\n\nDetect the language of each incoming message individually.\n\nRespond in the same language as the most recent message.\n\nDo not use the language of previous messages or conversation history to decide the language.\n\nLinks (Not Allowed):\n\nNever provide links, even if the user requests them.\n\nIf a user asks for a link, respond with:\n“I cannot provide links. If you need specific information, let me know and I will help with the details.”\n\nResponse Style:\n\nUse a professional, direct, and human tone.\n\nKeep responses between 2 and 4 lines unless the user asks for more detail.\n\nDo not make up information that isn’t in MongoDB.\n\nIf your answer contains numbered steps or lists, always number them sequentially (1, 2, 3...) without skipping or repeating numbers, even if the original content uses a different numbering style."
        },
        "promptType": "define"
      },
      "typeVersion": 1.9
    },
    {
      "id": "775b7991-88f3-4959-a068-3fb2b667567e",
      "name": "Modelo de Chat OpenAI",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        200,
        180
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "cJRah9hGPQ7eX4jd",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "4c2e0ea6-f5d0-4d5b-a065-606b2dc2cff5",
      "name": "Embeddings OpenAI",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        440,
        460
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "cJRah9hGPQ7eX4jd",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "2f813af6-3432-4201-93d0-ff503013642e",
      "name": "Cargador de Secciones de Documento",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        580,
        -340
      ],
      "parameters": {
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "doc_id",
                "value": "={{ $json.documentId }}"
              }
            ]
          }
        },
        "jsonData": "={{ $json.content }}",
        "jsonMode": "expressionData"
      },
      "typeVersion": 1
    },
    {
      "id": "c6386d7b-f3cb-4884-9477-a69e9743e6c6",
      "name": "Fragmentador de Documentos",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        560,
        -220
      ],
      "parameters": {
        "options": {
          "splitCode": "markdown"
        },
        "chunkSize": 3000,
        "chunkOverlap": 200
      },
      "typeVersion": 1
    },
    {
      "id": "4ff1a843-5e1c-4a23-bdf3-2fdc91ba7032",
      "name": "Generador de Embeddings OpenAI",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        440,
        -340
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "cJRah9hGPQ7eX4jd",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "64624ed6-cbb2-43c1-b348-df92f26d8efe",
      "name": "Importador de Docs Google",
      "type": "n8n-nodes-base.googleDocs",
      "position": [
        220,
        -520
      ],
      "parameters": {
        "operation": "get",
        "documentURL": "https://docs.google.com/document/d/1gvgp71e9edob8WLqFIYCdzC7kUq3pLO37VKb-a-vVW4/edit?tab=t.0"
      },
      "credentials": {
        "googleDocsOAuth2Api": {
          "id": "FNXMwqMf7vl1WUFj",
          "name": "Google Docs account"
        }
      },
      "typeVersion": 2
    },
    {
      "id": "09c262ab-ba89-429c-b8a8-41c3ae79d97c",
      "name": "Nota Adhesiva",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -420,
        -500
      ],
      "parameters": {
        "color": 5,
        "content": "Run this workflow manually to import and index Google Docs product documentation into MongoDB with vector embeddings for fast search."
      },
      "typeVersion": 1
    },
    {
      "id": "f309ff4a-194f-413a-b8f5-d8210cb5e0c6",
      "name": "Nota Adhesiva1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -420,
        40
      ],
      "parameters": {
        "color": 4,
        "height": 180,
        "content": "This workflow uses retrieval-augmented generation (RAG) to answer user questions by searching the MongoDB vector store and generating AI responses enhanced with Telegram-based RLHF feedback."
      },
      "typeVersion": 1
    },
    {
      "id": "caf481b3-7a19-40df-b5fb-52e74a8edd73",
      "name": "Nota Adhesiva2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1800,
        -480
      ],
      "parameters": {
        "width": 520,
        "height": 1040,
        "content": "Documentation Search Index\n\n{\n  \"mappings\": {\n    \"dynamic\": false,\n    \"fields\": {\n      \"_id\": {\n        \"type\": \"string\"\n      },\n      \"text\": {\n        \"type\": \"string\"\n      },\n      \"embedding\": {\n        \"type\": \"knnVector\",\n        \"dimensions\": 1536,\n        \"similarity\": \"cosine\"\n      },\n      \"source\": {\n        \"type\": \"string\"\n      },\n      \"doc_id\": {\n        \"type\": \"string\"\n      }\n    }\n  }\n}\n\n\nFeedback Search Index\n\n{\n  \"mappings\": {\n    \"dynamic\": false,\n    \"fields\": {\n      \"prompt\": {\n        \"type\": \"string\"\n      },\n      \"response\": {\n        \"type\": \"string\"\n      },\n      \"text\": {\n        \"type\": \"string\"\n      },\n      \"embedding\": {\n        \"type\": \"knnVector\",\n        \"dimensions\": 1536,\n        \"similarity\": \"cosine\"\n      },\n      \"feedback\": {\n        \"type\": \"token\"\n      }\n    }\n  }\n}\n"
      },
      "typeVersion": 1
    },
    {
      "id": "8a3abf9e-6f3f-47cf-b9ec-bb9da9835e5c",
      "name": "Al hacer clic en \"Ejecutar Flujo de Trabajo\"",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        0,
        -520
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "4235ba8c-d671-40b8-b3a4-d7cccac36d54",
      "name": "Memoria de Chat MongoDB",
      "type": "@n8n/n8n-nodes-langchain.memoryMongoDbChat",
      "position": [
        320,
        180
      ],
      "parameters": {
        "sessionKey": "={{ $('Receive Message on Telegram').item.json.message.chat.id }}",
        "sessionIdType": "customKey",
        "collectionName": "n8n-template-chat-history"
      },
      "credentials": {
        "mongoDb": {
          "id": "7riubYENUDZsmjyK",
          "name": "MongoDB account 2"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "000e272a-3f19-4c17-86b5-07505eba2c3b",
      "name": "Embeddings OpenAI1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        160,
        440
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "cJRah9hGPQ7eX4jd",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "dca02c04-2921-4982-83a3-6b2f6fb32663",
      "name": "Cargador de Datos Predeterminado",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        1400,
        180
      ],
      "parameters": {
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "prompt",
                "value": "={{ $json.prompt }}"
              },
              {
                "name": "response",
                "value": "={{ $json.response }}"
              },
              {
                "name": "feedback",
                "value": "={{ $json.feedback }}"
              }
            ]
          }
        },
        "jsonData": "={{ $json.text }}",
        "jsonMode": "expressionData"
      },
      "typeVersion": 1
    },
    {
      "id": "757073e3-f8b5-42b5-ab02-d310d5f6e8a4",
      "name": "Divisor de Texto Recursivo de Caracteres",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        1380,
        300
      ],
      "parameters": {
        "options": {},
        "chunkSize": 4000
      },
      "typeVersion": 1
    },
    {
      "id": "588ef94b-9723-440a-ac13-d97d744ae26d",
      "name": "Embeddings OpenAI3",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        320,
        720
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "cJRah9hGPQ7eX4jd",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "355654d8-95e2-4337-9b1f-af2a08573f08",
      "name": "Buscar Interacciones Positivas",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreMongoDBAtlas",
      "position": [
        160,
        320
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "feedback",
                "value": "positive"
              }
            ]
          }
        },
        "toolName": "feedbackPositive",
        "mongoCollection": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-template-feedback",
          "cachedResultName": "n8n-template-feedback"
        },
        "toolDescription": "Retrieve previous examples of similar questions that were rated positively by users. Use this tool before responding to improve your answer based on those approved examples.",
        "vectorIndexName": "template-feedback-search"
      },
      "credentials": {
        "mongoDb": {
          "id": "7riubYENUDZsmjyK",
          "name": "MongoDB account 2"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "84a95dfb-6cc4-4a18-be40-6fa201073750",
      "name": "Buscar Documentación",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreMongoDBAtlas",
      "position": [
        440,
        320
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "options": {},
        "toolName": "productDocs",
        "mongoCollection": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-template",
          "cachedResultName": "n8n-template"
        },
        "toolDescription": "retreive documentation",
        "vectorIndexName": "data_index"
      },
      "credentials": {
        "mongoDb": {
          "id": "7riubYENUDZsmjyK",
          "name": "MongoDB account 2"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "f2001c81-081b-4417-8349-3db459c0f191",
      "name": "Buscar Interacciones Negativas",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreMongoDBAtlas",
      "position": [
        240,
        580
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "options": {
          "metadata": {
            "metadataValues": [
              {
                "name": "feedback",
                "value": "negative"
              }
            ]
          }
        },
        "toolName": "feedbackNegative",
        "mongoCollection": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-template-feedback",
          "cachedResultName": "n8n-template-feedback"
        },
        "toolDescription": "Retrieve previous examples of similar questions that were rated negatively by users. Use this tool before responding to avoid generating answers similar to those that did not work well in the past.",
        "vectorIndexName": "template-feedback-search"
      },
      "credentials": {
        "mongoDb": {
          "id": "7riubYENUDZsmjyK",
          "name": "MongoDB account 2"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "1a0de194-3508-4d21-b1a2-35c3b4a998c1",
      "name": "Recibir Mensaje en Telegram",
      "type": "n8n-nodes-base.telegramTrigger",
      "position": [
        0,
        0
      ],
      "webhookId": "fff1b90c-59ce-406b-a7f0-08953c90c0ce",
      "parameters": {
        "updates": [
          "message"
        ],
        "additionalFields": {}
      },
      "credentials": {
        "telegramApi": {
          "id": "wb9guorEXe6W5V8C",
          "name": "Telegram account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "92458560-feb5-40df-b52a-ec1c5156829d",
      "name": "Enviar Mensaje en Telegram, Esperar Retroalimentación",
      "type": "n8n-nodes-base.telegram",
      "position": [
        600,
        0
      ],
      "webhookId": "ed8fc221-70ad-47df-b70e-6667c580553b",
      "parameters": {
        "chatId": "={{ $('Receive Message on Telegram').item.json.message.chat.id }}",
        "message": "={{ $json.output }}",
        "options": {
          "appendAttribution": false
        },
        "operation": "sendAndWait",
        "approvalOptions": {
          "values": {
            "approvalType": "double"
          }
        }
      },
      "credentials": {
        "telegramApi": {
          "id": "wb9guorEXe6W5V8C",
          "name": "Telegram account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "ef40200d-5f19-4199-8ae3-9f2e0f52ac1b",
      "name": "Mapear datos de retroalimentación",
      "type": "n8n-nodes-base.code",
      "position": [
        820,
        0
      ],
      "parameters": {
        "jsCode": "let response;\n\nif ($input.first().json.data.approved) {\n  response = \"positive\"\n} \nelse {\n  response = \"negative\"\n}\n\nreturn {\n  feedback: response\n}\n"
      },
      "typeVersion": 2
    },
    {
      "id": "d688073c-9a97-4b39-9640-c368cccf3491",
      "name": "Establecer campos de retroalimentación para almacenamiento en colección",
      "type": "n8n-nodes-base.set",
      "position": [
        1040,
        0
      ],
      "parameters": {
        "values": {
          "string": [
            {
              "name": "prompt",
              "value": "={{ $('Receive Message on Telegram').item.json.message.text }}"
            },
            {
              "name": "response",
              "value": "={{ $('Knowledge Base Agent').item.json.output }}"
            },
            {
              "name": "text",
              "value": "=Prompt: {{ $('Receive Message on Telegram').item.json.message.text }}. Completion: {{ $('Knowledge Base Agent').item.json.output }}"
            },
            {
              "name": "feedback",
              "value": "={{ $json.feedback }}"
            }
          ]
        },
        "options": {},
        "keepOnlySet": true
      },
      "typeVersion": 1
    },
    {
      "id": "9907480f-3e5d-4240-adbb-790be2d68496",
      "name": "Enviar retroalimentación de chat embebida",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreMongoDBAtlas",
      "position": [
        1260,
        0
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "mongoCollection": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-template-feedback",
          "cachedResultName": "n8n-template-feedback"
        },
        "vectorIndexName": "template-feedback-search",
        "embeddingBatchSize": 1
      },
      "credentials": {
        "mongoDb": {
          "id": "7riubYENUDZsmjyK",
          "name": "MongoDB account 2"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "1a470ad3-845a-4890-b103-65a21b1940de",
      "name": "Generador de Embeddings OpenAI1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        1260,
        180
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "cJRah9hGPQ7eX4jd",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "fdc22256-f014-4ed0-8781-1abb20134b1a",
      "name": "Insertador de Documentación MongoDB",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreMongoDBAtlas",
      "position": [
        440,
        -520
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "mongoCollection": {
          "__rl": true,
          "mode": "list",
          "value": "n8n-template",
          "cachedResultName": "n8n-template"
        },
        "vectorIndexName": "data_index"
      },
      "credentials": {
        "mongoDb": {
          "id": "7riubYENUDZsmjyK",
          "name": "MongoDB account 2"
        }
      },
      "typeVersion": 1.1
    }
  ],
  "pinData": {},
  "connections": {
    "c6386d7b-f3cb-4884-9477-a69e9743e6c6": {
      "ai_textSplitter": [
        [
          {
            "node": "2f813af6-3432-4201-93d0-ff503013642e",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    },
    "4c2e0ea6-f5d0-4d5b-a065-606b2dc2cff5": {
      "ai_embedding": [
        [
          {
            "node": "84a95dfb-6cc4-4a18-be40-6fa201073750",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "ef40200d-5f19-4199-8ae3-9f2e0f52ac1b": {
      "main": [
        [
          {
            "node": "d688073c-9a97-4b39-9640-c368cccf3491",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "775b7991-88f3-4959-a068-3fb2b667567e": {
      "ai_languageModel": [
        [
          {
            "node": "e39a0b25-53ce-4ac0-9c93-7750b8e6105b",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "000e272a-3f19-4c17-86b5-07505eba2c3b": {
      "ai_embedding": [
        [
          {
            "node": "355654d8-95e2-4337-9b1f-af2a08573f08",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "588ef94b-9723-440a-ac13-d97d744ae26d": {
      "ai_embedding": [
        [
          {
            "node": "f2001c81-081b-4417-8349-3db459c0f191",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "dca02c04-2921-4982-83a3-6b2f6fb32663": {
      "ai_document": [
        [
          {
            "node": "9907480f-3e5d-4240-adbb-790be2d68496",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "4235ba8c-d671-40b8-b3a4-d7cccac36d54": {
      "ai_memory": [
        [
          {
            "node": "e39a0b25-53ce-4ac0-9c93-7750b8e6105b",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "64624ed6-cbb2-43c1-b348-df92f26d8efe": {
      "main": [
        [
          {
            "node": "fdc22256-f014-4ed0-8781-1abb20134b1a",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "e39a0b25-53ce-4ac0-9c93-7750b8e6105b": {
      "main": [
        [
          {
            "node": "92458560-feb5-40df-b52a-ec1c5156829d",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "84a95dfb-6cc4-4a18-be40-6fa201073750": {
      "ai_tool": [
        [
          {
            "node": "e39a0b25-53ce-4ac0-9c93-7750b8e6105b",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "2f813af6-3432-4201-93d0-ff503013642e": {
      "ai_document": [
        [
          {
            "node": "fdc22256-f014-4ed0-8781-1abb20134b1a",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "4ff1a843-5e1c-4a23-bdf3-2fdc91ba7032": {
      "ai_embedding": [
        [
          {
            "node": "fdc22256-f014-4ed0-8781-1abb20134b1a",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "1a0de194-3508-4d21-b1a2-35c3b4a998c1": {
      "main": [
        [
          {
            "node": "e39a0b25-53ce-4ac0-9c93-7750b8e6105b",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "1a470ad3-845a-4890-b103-65a21b1940de": {
      "ai_embedding": [
        [
          {
            "node": "9907480f-3e5d-4240-adbb-790be2d68496",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "f2001c81-081b-4417-8349-3db459c0f191": {
      "ai_tool": [
        [
          {
            "node": "e39a0b25-53ce-4ac0-9c93-7750b8e6105b",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "355654d8-95e2-4337-9b1f-af2a08573f08": {
      "ai_tool": [
        [
          {
            "node": "e39a0b25-53ce-4ac0-9c93-7750b8e6105b",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "fdc22256-f014-4ed0-8781-1abb20134b1a": {
      "main": [
        []
      ]
    },
    "8a3abf9e-6f3f-47cf-b9ec-bb9da9835e5c": {
      "main": [
        [
          {
            "node": "64624ed6-cbb2-43c1-b348-df92f26d8efe",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "757073e3-f8b5-42b5-ab02-d310d5f6e8a4": {
      "ai_textSplitter": [
        [
          {
            "node": "dca02c04-2921-4982-83a3-6b2f6fb32663",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    },
    "d688073c-9a97-4b39-9640-c368cccf3491": {
      "main": [
        [
          {
            "node": "9907480f-3e5d-4240-adbb-790be2d68496",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "92458560-feb5-40df-b52a-ec1c5156829d": {
      "main": [
        [
          {
            "node": "ef40200d-5f19-4199-8ae3-9f2e0f52ac1b",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}