evaluating-code-models

Quality score: 70/100 · Category: Engineering · Sub-category: ml-ai-eng

Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models, comparing coding abilities, testing multi-language support, or measuring code generation quality. Industry standard from BigCode Project used by HuggingFace leaderboards.

What this skill does

evaluating-code-models is a production-ready Claude Code skill (quality score 70/100) in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/bigcode-evaluation-harness/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when benchmarking code models, comparing coding abilities, testing multi-language support, or measuring code generation quality. Industry standard from BigCode Project used by HuggingFace leaderboards.

Who uses this skill

The evaluating-code-models skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/bigcode-evaluation-harness
curl -L https://claudskills.com/skills/bigcode-evaluation-harness/SKILL.md \
  -o ~/.claude/skills/bigcode-evaluation-harness/SKILL.md

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

Skills live at ~/.claude/skills/bigcode-evaluation-harness/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\bigcode-evaluation-harness\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.

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