rag-retrieval-patterns
CommunityBoost RAG pipelines with retrieval patterns.
Authorfratilanico
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps teams design, debug, and optimize retrieval-augmented generation (RAG) pipelines by selecting and combining dense, sparse, and hybrid retrieval strategies to improve excerpt relevance and grounding in documents.
Core Features & Use Cases
- Decision-tree guidance for choosing between BM25, dense embeddings, and hybrid pipelines.
- Concrete implementation patterns, including dense retrieval, BM25, and cross-encoder reranking.
- Use cases include QA systems, document-grounded assistants, and knowledge-base search pipelines.
Quick Start
Describe a retriever setup and this skill configures a hybrid RAG pipeline leveraging dense, sparse, and reranking for your documents.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: rag-retrieval-patterns Download link: https://github.com/fratilanico/apex-os-bad-boy/archive/main.zip#rag-retrieval-patterns Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.