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ClaudSkills / Engineering / ml-ai-eng

Graphrag Evaluation

Category: Engineering  ·  Sub-category: ml-ai-eng  ·  Last updated:
Use when evaluating GraphRAG system quality across knowledge graph completeness, retrieval relevance, answer correctness, and reasoning verification. Invoke when user mentions evaluate GraphRAG, quality metrics, benchmark, hallucination reduction, answer correctness, multi-step reasoning evaluation, test my GraphRAG, or measure RAG performance. Provides evaluation frameworks, metric selection, and testing protocols.

What this skill does

Graphrag 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/graphrag-evaluation/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when evaluating GraphRAG system quality across knowledge graph completeness, retrieval relevance, answer correctness, and reasoning verification. Invoke when user mentions evaluate GraphRAG, quality metrics, benchmark, hallucination reduction, answer correctness, multi-step reasoning evaluation, test my GraphRAG, or measure RAG performance.

Who uses this skill

The Graphrag 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 69,000+ 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/graphrag-evaluation
curl -L https://claudskills.com/skills/graphrag-evaluation/SKILL.md \
  -o ~/.claude/skills/graphrag-evaluation/SKILL.md

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

Skills live at ~/.claude/skills/graphrag-evaluation/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\graphrag-evaluation\SKILL.md on Windows. See the full install guide for step-by-step instructions.

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.

Attribution & license

More Engineering skills

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

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