license: Apache-2.0 ``yaml metadata: name: llm-as-a-judge version: 1.0 source: "Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena (Zheng et al., NeurIPS 2023)" description: > Empirically-grounded principles for designing automated evaluation systems where LLMs judge other LLMs. Covers bias taxonomy, mitigation patterns, judge selection, benchmark design, and failure mode prevention. activation_triggers: - "evaluation pipeline" OR "eval system" OR "quality assessment" - "LLM judge" OR "automated grading" OR "model comparison" - designing agent systems with routing, scoring, or selection…
LLM As Judge Zheng 2023 is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/llm-as-judge-zheng-2023/ and loads when your prompt matches the skill's trigger.
The LLM As Judge Zheng 2023 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 146,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/llm-as-judge-zheng-2023 curl -L https://claudskills.com/skills/llm-as-judge-zheng-2023/SKILL.md \ -o ~/.claude/skills/llm-as-judge-zheng-2023/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/llm-as-judge-zheng-2023/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/llm-as-judge-zheng-2023/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\llm-as-judge-zheng-2023\SKILL.md on Windows. See the full install guide for step-by-step instructions.
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 →
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SKILL.md from the source repository to ~/.claude/skills/llm-as-judge-zheng-2023/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.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. LLM As Judge Zheng 2023 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/.If you reference this skill in a blog post, paper, or documentation, you can cite it as:
@misc{llm-as-judge-zheng-2023-2026,
author = {curiositech},
title = {LLM As Judge Zheng 2023 [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/llm-as-judge-zheng-2023/}
}Grade A · scanned 2026-07-06 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:
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SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.