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RAG Evaluation

Category: Engineering  ·  Sub-category: ml-ai-eng  ·  Last updated:
ai:rag
Comprehensive RAG evaluation with retrieval metrics, generation quality, and end-to-end testing. Use this skill when measuring and improving RAG system performance. Activate when: RAG evaluation, RAGAS, retrieval metrics, generation quality, RAG testing, MRR, recall, faithfulness.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Measure, monitor, and improve RAG system performance with comprehensive metrics.

What this skill does

RAG Evaluation 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-evaluation/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The RAG Evaluation 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 174,000+ 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-evaluation
curl -L https://claudskills.com/skills/rag-evaluation/SKILL.md \
  -o ~/.claude/skills/rag-evaluation/SKILL.md

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

Skills live at ~/.claude/skills/rag-evaluation/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\rag-evaluation\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 Evaluation Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/rag-evaluation/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the RAG Evaluation skill do?
Comprehensive RAG evaluation with retrieval metrics, generation quality, and end-to-end testing. Use this skill when measuring and improving RAG system performance. Activate when: RAG evaluation, RAGAS, retrieval metrics, generation quality, RAG testing, MRR, recall, faithfulness.
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 Evaluation skill?
Use RAG Evaluation 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 Evaluation" 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 Evaluation 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 Evaluation 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
latestaiagents. (2026). RAG Evaluation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/rag-evaluation/
BibTeX
@misc{rag-evaluation-2026,
  author    = {latestaiagents},
  title     = {RAG Evaluation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/rag-evaluation/}
}

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Security scan

Grade A · scanned 2026-08-02 — free static scan against the OWASP Agentic Skills Top 10.

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

Browse all Engineering skills → Top 100 skills
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