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

ai-rag

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.

vasilyu1983
maintainer
vasilyu1983
अपडेट किया गया 1/9/2026
स्टार
24
फोर्क
6
quick start

Installation and usage

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.

इंस्टॉलेशन
$ install --globalskills.sh
उपयोग

इंस्टॉल करने के बाद, आप टर्मिनल में यह कमांड चलाकर इस स्किल का उपयोग कर सकते हैं:

skills use ai-rag