rag-architect
Designs and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines, applying reranking, and evaluating retrieval quality. Use when building RAG systems, vector databases, or knowledge-grounded AI applications requiring semantic search, document retrieval, context augmentation, similarity search, or embedding-based indexing.
Before you install
- Last update
- Files in folder
- 6
- Scripts
- No script files found
- SKILL.md size
- 7.9 KB (about 2,012 tokens of context each time it loads)
- License
- MIT
- Source on GitHub
- Jeffallan/claude-skills
Skills are plain text instructions the agent follows, sometimes with scripts. Check the source, prefer repositories with many installs and stars, and read any script it ships.
Install
npx skills add Jeffallan/claude-skills@rag-architectRuns in a terminal with Node.js 18 or newer. Add -y to skip the prompts and -g to install for every project instead of this one.
Install for your agent
npx skills add Jeffallan/claude-skills@rag-architect --agent claude-code -y- Project install writes to
.claude/skills/rag-architect- Global install writes to
~/.claude/skills/rag-architect
Start a new session afterwards so the agent picks the skill up. In Claude Code you can also call it directly with /rag-architect.
What it does
RAG Architect Core Workflow 1. Requirements Analysis — Identify retrieval needs, latency constraints, accuracy requirements, and scale 2. Vector Store Design — Select database, schema design, indexing strategy, sharding approach 3. Chunking Strategy — Document splitting, overlap, semantic boundaries, metadata enrichment 4. Retrieval Pipeline — Embedding selection, query transformation, hybrid search, reranking 5. Evaluation & Iteration — Metrics tracking, retrieval debugging, continuous optimization For each step, validate before moving on (see checkpoints below). Reference Guide Load…
Excerpt from the skill's own SKILL.md. Read the full file on GitHub before installing: skills run with your agent's permissions.
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