rag-architect
Architectural guide for RAG workflows, covering vector databases, chunking strategies, and retrieval evaluation.
Install
npx skills add https://github.com/jeffallan/claude-skills --skill rag-architectStats
| Total installs | 1,076 |
| Weekly installs | 1.1K |
| GitHub stars | 7.4K |
| First seen | Jan 21, 2026 |
| Source | @jeffallan/claude-skills |
Summary
- Guides five core workflow steps: requirements analysis, vector store design, chunking strategy, retrieval pipeline configuration, and quality evaluation with checkpoints
- Supports multiple vector databases (Pinecone, Weaviate, Chroma, pgvector, Qdrant) with schema design, indexing, and sharding strategies
- Implements hybrid search combining dense vector retrieval with BM25 keyword search, plus reranking via Cohere for top-k result refinement
- Includes evaluation framework using RAGAS metrics (context precision, recall, faithfulness, answer relevancy) to validate retrieval quality before LLM integration
- Provides reference guides for embedding model selection, semantic chunking, query expansion, and multi-tenant filtering with deduplication via deterministic IDs
Tags
Related skills
| Skill | Installs | vs rag-architect |
|---|---|---|
| xiaohongshu-images | 1,040 | -36 |
| competitive-ads-extractor | 1,110 | +34 |
| role-creator | 1,152 | +76 |
| heygen | 1,143 | +67 |
| railway-docs | 1,047 | -29 |
FAQ
- How many installs does rag-architect have?
- rag-architect has 1,076 total installs and 1.1K installs this week.
- Where is rag-architect hosted?
- rag-architect is published by @jeffallan/claude-skills at https://github.com/jeffallan/claude-skills.
- How many GitHub stars does rag-architect have?
- rag-architect has 7.4K GitHub stars.
- When was rag-architect first indexed?
- OrangeBot.AI first indexed rag-architect on Jan 21, 2026.
- How do I install rag-architect?
- Run: npx skills add https://github.com/jeffallan/claude-skills --skill rag-architect