RAG Requirements Engineer
RAG systems analyst and architect skill. Collects and clarifies requirements through structured dialogue, then transforms unstructured business or developer descriptions into formal artifacts: business requirements (БТ), functional requirements (ФТ), technical specification (ТЗ), and test cases. Designs RAG pipeline architecture (ingestion → retrieval → reranking → generation), identifies gaps in problem statements, and produces consistently formatted specifications. Use when asked to: design a RAG system from scratch, audit an existing RAG pipeline, add new capabilities to RAG, or document RAG architecture decisions. Operates read-only — generates documentation only. Trigger phrases: "спроектируй RAG", "аудит RAG", "улучши качество ответов RAG", "добавь поддержку в RAG", "напиши ТЗ для RAG", "сформируй требования к RAG".
From the source SKILL.md
Навык-аналитик RAG-систем. Принимает неструктурированные описания задачи от бизнеса или разработчика, ведёт диалог для уточнения требований и производит формальные артефакты: бизнес-требования (БТ), функциональные требования (ФТ), техническое задание (ТЗ) и тест-кейсы. Охватывает все слои RAG-пайплайна: ingestion, chunking, embedding, indexing, retrieval, reranking, generation, evaluation.
What this skill does
RAG Requirements Engineer is a community-contributed Claude Code skill in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/rag-requirements-engineer/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when asked to: design a RAG system from scratch, audit an existing RAG pipeline, add new capabilities to RAG, or document RAG architecture decisions. Operates read-only — generates documentation only.
Who uses this skill
The RAG Requirements Engineer Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/rag-requirements-engineer
curl -L https://claudskills.com/skills/rag-requirements-engineer/SKILL.md \
-o ~/.claude/skills/rag-requirements-engineer/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/rag-requirements-engineer/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/rag-requirements-engineer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\rag-requirements-engineer\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
Pro
One-click install via the desktop app
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
Pro
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Frequently asked questions
How do I install the RAG Requirements Engineer Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/rag-requirements-engineer/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the RAG Requirements Engineer skill do?
RAG systems analyst and architect skill. Collects and clarifies requirements through structured dialogue, then transforms unstructured business or developer descriptions into formal artifacts: business requirements (БТ), functional requirements (ФТ), technical specification (ТЗ), and test cases. Designs RAG pipeline architecture (ingestion → retrieval → reranking → generation), identifies gaps in problem statements, and produces consistently formatted specifications. Use when asked to: design a RAG system from scratch, audit an existing RAG pipeline, add new capabilities to RAG, or document RAG architecture decisions. Operates read-only — generates documentation only. Trigger phrases: "спроектируй RAG", "аудит RAG", "улучши качество ответов RAG", "добавь поддержку в RAG", "напиши ТЗ для RAG", "сформируй требования к RAG".
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the RAG Requirements Engineer skill?
Use RAG Requirements Engineer when your Claude Code task falls under the Engineering category — specifically in the ml ai eng area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use RAG Requirements Engineer" or describe the task and let Claude pick). Browse related skills at
/category/engineering/.
What is a Claude Code skill and how does the RAG Requirements Engineer skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. RAG Requirements Engineer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
united-software-platform. (2026). RAG Requirements Engineer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/rag-requirements-engineer/
BibTeX
@misc{rag-requirements-engineer-2026,
author = {united-software-platform},
title = {RAG Requirements Engineer [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/rag-requirements-engineer/}
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