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Bisma474

RAG Config Generator MCP

by Bisma474
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Python
Remote

RAG Config Generator MCP

자연어 설명을 기반으로 RAG(Retrieval-Augmented Generation) 파이프라인 구성을 생성하는 MCP(Model Context Protocol) 서버입니다.

라이브 데모

Related MCP server: Chalee MCP RAG

기능

  • 전체 구성 생성: RAG 사용 사례를 자연어로 설명하세요.

  • 청킹 전략: 문서 유형에 따른 청킹 추천을 받아보세요.

  • 임베딩: 사용 사례와 예산에 따른 임베딩 모델 추천을 받아보세요.

  • 벡터 스토어: 데이터 크기와 지연 시간에 따른 벡터 스토어 추천을 받아보세요.

API 엔드포인트

Endpoint

설명

GET /

서버 정보

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

전체 RAG 구성 생성

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

청킹 추천

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

임베딩 추천

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

벡터 스토어 추천

설치

pip install -r requirements.txt

사용 방법

Gradio UI 실행

python app.py

http://localhost:7860에서 열립니다.

MCP 서버 실행

python server.py

MCP 서버는 http://localhost:8000/mcp에서 사용할 수 있습니다.

프로젝트 구조

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

기술 스택

  • 백엔드: Python, FastAPI, FastAPI-MCP

  • 프론트엔드: Gradio, HTML/CSS/JS

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

라이선스

MIT

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maintenance

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