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Bisma474

RAG Config Generator MCP

by Bisma474
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Python
Remote

RAG Config Generator MCP

Un servidor MCP (Model Context Protocol) que genera configuraciones de pipeline RAG (Retrieval-Augmented Generation) a partir de descripciones en lenguaje natural.

Demo en vivo

Related MCP server: Chalee MCP RAG

Características

  • Generar configuración completa: Describe tu caso de uso de RAG en lenguaje natural

  • Estrategia de chunking: Obtén recomendaciones de chunking según el tipo de documento

  • Embeddings: Obtén recomendaciones de modelos de embedding según el caso de uso y el presupuesto

  • Vector Store: Obtén recomendaciones de almacenes de vectores según el tamaño de los datos y la latencia

Endpoints de la API

Endpoint

Descripción

GET /

Información del servidor

GET /generate-rag-config?description=...

Generar configuración RAG completa

GET /suggest-chunking?doc_type=...&doc_size=...

Recomendaciones de chunking

GET /suggest-embeddings?use_case=...&budget=...

Recomendaciones de embeddings

GET /suggest-vector-store?data_size=...&latency=...

Recomendaciones de almacén de vectores

Instalación

pip install -r requirements.txt

Uso

Ejecutar la interfaz de Gradio

python app.py

Se abre en http://localhost:7860

Ejecutar el servidor MCP

python server.py

El servidor MCP estará disponible en http://localhost:8000/mcp

Estructura del proyecto

mcp/
├── server.py           # FastAPI + MCP server
├── rag_configs.py      # RAG config templates and logic
├── app.py              # Gradio UI
├── api/
│   └── index.py        # Vercel serverless function
├── requirements.txt    # Python dependencies
├── vercel.json         # Vercel configuration
└── README.md           # Documentation

Stack tecnológico

  • Backend: Python, FastAPI, FastAPI-MCP

  • Frontend: Gradio, HTML/CSS/JS

  • Deployment: Vercel (API), Hugging Face Spaces (UI)

Licencia

MIT

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