Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / General / ai-tooling

RAG Retrieval

Category: General  ·  Sub-category: ai-tooling  ·  Last updated:
ai:agentai:rag
Retrieval-Augmented Generation patterns for grounded LLM responses. Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search.

About this skill (catalog notes)

RAG Retrieval includes at least one code block. The SKILL.md runs to about 1,261 words, in the catalog's typical mid-range.

License
MIT
Original author
OrchestKit
Indexed lastmod
Catalog position
General · ai-tooling
Indexed related skills
10

How RAG Retrieval fits the catalog

RAG Retrieval sits in the General category under the ai-tooling sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Comprehensive patterns for building production RAG systems. Each category has individual rule files in rules/ loaded on-demand.

What this skill does

RAG Retrieval is a community-contributed Claude Code skill in the ai-tooling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/rag-retrieval/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search.

Who uses this skill

The RAG Retrieval Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. 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-retrieval
curl -L https://claudskills.com/skills/rag-retrieval/SKILL.md \
  -o ~/.claude/skills/rag-retrieval/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/rag-retrieval/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/rag-retrieval/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\rag-retrieval\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the RAG Retrieval Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/rag-retrieval/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the RAG Retrieval skill do?
Retrieval-Augmented Generation patterns for grounded LLM responses. Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search.
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 Retrieval skill?
Use RAG Retrieval when your Claude Code task falls under the General category — specifically in the ai tooling 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 Retrieval" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the RAG Retrieval 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 Retrieval is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General 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
OrchestKit. (2026). RAG Retrieval [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/rag-retrieval/
BibTeX
@misc{rag-retrieval-2026,
  author    = {OrchestKit},
  title     = {RAG Retrieval [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/rag-retrieval/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
[![ClaudSkills](https://claudskills.com/badge/rag-retrieval.svg)](https://claudskills.com/skills/rag-retrieval/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/rag-retrieval.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/rag-retrieval.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: RAG Retrieval"></iframe>

Free. No spam. Unsubscribe in one click.

More General skills

Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all General skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore

Categories

Use cases

Popular tags

Learn

Site