ai-cookbook

Basic

Agent 와 MCP

Huggingface-Learn

name	source	updated
advanced_rag	Advanced RAG on Hugging Face documentation using LangChain	2025.02.23
agent_rag	Agentic RAG: turbocharge your RAG with query reformulation and self-query!	2025.03.03
agent_text_to_sql	Agent for text-to-SQL with automatic error correction	2025.03.09

ETC

name	source	updated
mcp-quickstart	Model Context Protocol	2025.03.09
structured_generation	RAG with source highlighting using Structured generation	2025.04.05
serverless-api	Serverless Inference API	2025.04.12
effective-agent	파이썬으로 AI 에이전트 만들기	2025.04.12

Evironment

• 첫 환경 설정

  mkdir {project}
  
  uv init
  
  # requirements.txt
  uv -r requirements.txt
  # add
  uv add ipykernel
  
  source .venv/bin/activate
  
  python -m ipykernel install --user --name {name} --display-name {name}

가이드라인

• rag 기본 개념을 알고 싶다? advanced_rag
• rag 를 이용한 agent 를 구현하고 싶다? agent_rag
• mcp 서버를 이해하고 싶다? mcp-quickstart
• text2sql 기본 개념?
• text to sql mcp 서버를 하려면?
  • db 정보는 rag 로 가져오고