home/categories/llm-ai/vasilyu1983-ai-agents-public-frameworks-shared-skills-skills-ai-rag-skill-md

llm-aidata-ai

ai-rag

Name: ai-rag
Author: vasilyu1983

Complete RAG and search engineering skill. Covers chunking strategies, hybrid retrieval (BM25 + vector), cross-encoder reranking, query rewriting, ranking pipelines, nDCG/MRR evaluation, and production search systems. Modern patterns for retrieval-augmented generation and semantic search.

소스 보기 llm-ai

maintainer

vasilyu1983

업데이트됨 1/9/2026

스타

포크

quick start

Installation and usage

설치

$ install --globalskills.sh

사용법

설치 후 터미널에서 다음 명령을 실행하여 이 스킬을 사용할 수 있습니다:

skills use ai-rag