home/categories/llm-ai/mjunaidca-mjs-agent-skills-claude-skills-building-rag-systems-skill-md
llm-aidata-ai

building-rag-systems

Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval. Use when implementing document ingestion pipelines, vector search with Qdrant, or context-aware retrieval. Covers chunking strategies, change detection, payload indexing, and context expansion. NOT when doing simple similarity search without production requirements.

mjunaidca
maintainer
mjunaidca
Actualizado 12/22/2025
Estrellas
18
Forks
9
quick start

Installation and usage

Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval. Use when implementing document ingestion pipelines, vector search with Qdrant, or context-aware retrieval. Covers chunking strategies, change detection, payload indexing, and context expansion. NOT when doing simple similarity search without production requirements.

Instalación
$ install --globalskills.sh
Uso

Después de instalarlo, puedes usar este skill ejecutando el siguiente comando en tu terminal:

skills use building-rag-systems