Sistema RAG completo con Qdrant, con citas de fuentes automáticas
Avanzado
Este es unAI, IT Opsflujo de automatización del dominio deautomatización que contiene 29 nodos.Utiliza principalmente nodos como Set, Code, Wait, Merge, Aggregate, combinando tecnología de inteligencia artificial para lograr automatización inteligente. Construye un sistema RAG con citas automáticas usando Qdrant, Gemini y OpenAI
Requisitos previos
- •Credenciales de API de Google Drive
- •Pueden requerirse credenciales de autenticación para la API de destino
- •Clave de API de OpenAI
- •Información de conexión del servidor Qdrant
- •Clave de API de Google Gemini
Nodos utilizados (29)
Vista previa del flujo de trabajo
Visualización de las conexiones entre nodos, con soporte para zoom y panorámica
Exportar flujo de trabajo
Copie la siguiente configuración JSON en n8n para importar y usar este flujo de trabajo
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"content": "## Complete RAG System with Automatic Source Citations Using Qdrant\n\nThis workflow implements a **Retrieval-Augmented Generation (RAG)** system that:\n\n* Stores vectorized documents in **Qdrant**,\n* Retrieves relevant content based on user input,\n* Generates AI answers using **Google Gemini**,\n* Automatically **cites the document sources** (from Google Drive).\n"
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"content": "# STEP 1\n\n## Create Qdrant Collection\nChange:\n- QDRANTURL\n- COLLECTION"
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"content": "# STEP 2\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Documents vectorization with Qdrant and Google Drive\nChange:\n- QDRANTURL\n- COLLECTION"
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"content": "Set as metadata:\n- FILE_ID from Google Drive\n- FILE_NAME from Google Drive\n\n```\n{\n \"source\": \"blob\",\n \"blobType\": \"text/plain\",\n \"loc\": {\n \"lines\": {\n \"from\": 1,\n \"to\": 15\n }\n },\n \"file_id\": \"xxxxxxxxxxxxxxxxxxxxxxxxxx\",\n \"file_name\": \"FAQ\"\n}\n```\n\n\n"
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"content": "The final output is:\n\n\nRESPONSE\n\nSources: [\"FILENAME 1\", \"FILENAME 2\",...]\n\n"
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"22aacdc0-8ec5-42e2-b9a0-fb9e5a4aa23c": {
"main": [
[
{
"node": "c9bdc00a-ca8c-4457-8720-e6dce07e6b22",
"type": "main",
"index": 0
}
]
]
},
"e0936863-4ece-429c-bf32-49f75b5c8bf0": {
"ai_textSplitter": [
[
{
"node": "5a1606d8-d851-4fb1-a18a-a45f5de3adf2",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"65d3e882-ef84-4b3b-88b0-bb69bbe6886f": {
"main": [
[
{
"node": "8d116bc2-73d8-4349-8b4e-8dc0aef7cfa3",
"type": "main",
"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 - Inteligencia Artificial, Operaciones de TI
¿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 nodos29
Categoría2
Tipos de nodos18
Descripción de la dificultad
Autor
Davide
@n3witaliaFull-stack Web Developer based in Italy specialising in Marketing & AI-powered automations. For business enquiries, send me an email at info@n3w.it or add me on Linkedin.com/in/davideboizza
Enlaces externos
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