rag-architect

95 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By sinhoneyy/master-skills (GitHub) · coding · 17 stars · scanned at commit 8e70b78

Use when the user asks to design a RAG pipeline, choose a chunking strategy or embedding model, pick a vector database, or evaluate retrieval quality (precision@k, recall@k, NDCG). Examples: 'design a RAG system for our docs', 'what chunk size should I use for this corpus', 'evaluate my retriever against ground truth'. NOT for general LLM cost tuning (use llm-cost-optimizer) or agent loops over retrieval (use agenthub).

Works with any agent that supports SKILL.md skills.

What this skill can do

Runs commands on your computer

The author does not mention this. Expected for a coding skill.

Found in 3 places.

skills/rag-architect/SKILL.md, line 34python3 chunking_optimizer.py /path/to/docs --extensions .md .txt -o chunking.json
skills/rag-architect/SKILL.md, line 44python3 rag_pipeline_designer.py requirements.json -o design.json
skills/rag-architect/SKILL.md, line 54python3 retrieval_evaluator.py queries.json /path/to/docs ground_truth.json --k-values 3 5 10 -o eval.json

Other copies in this repository

sinhoneyy/master-skills has 1 more folder with a skill named rag-architect. This page shows the lowest-scoring copy.

plugins/master-skills-ai-agent-builder/skills/rag-architect 95/100 · Low risk

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'rag-architect' ] || [ -L ~/.agents/skills/'rag-architect' ]; then echo 'A skill folder named rag-architect already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/sinhoneyy/master-skills' "$d" && git -C "$d" checkout --quiet '8e70b780359915a1f197ca37a1add2d4016115a2' -- 'skills/rag-architect' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/rag-architect' ~/.agents/skills/'rag-architect' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'rag-architect' ~/.claude/skills/'rag-architect' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

Date	Version	Score
2026-11-09	`8e70b78`	95