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ClaudSkills / Science & Research / math-stats

Benchmark Design

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
Write benchmarks that do not lie, controlling warmup, isolation, and statistics so the number reflects the code and not the environment. Use when comparing implementations, defending a performance claim, or a microbenchmark result looks too good.
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From the source SKILL.md

A benchmark is an experiment, and most of them are broken experiments that measure the JIT warming up, the allocator settling, or the dead-code eliminator deleting the thing under test. A confident wrong number is worse than no number, because someone ships a decision on it. Design the measurement so the result survives being run again on another machine.

What this skill does

Benchmark Design is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/benchmark-design/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when comparing implementations, defending a performance claim, or a microbenchmark result looks too good.

Who uses this skill

The Benchmark Design Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 161,000+ 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/benchmark-design
curl -L https://claudskills.com/skills/benchmark-design/SKILL.md \
  -o ~/.claude/skills/benchmark-design/SKILL.md

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

Skills live at ~/.claude/skills/benchmark-design/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\benchmark-design\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 Benchmark Design Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/benchmark-design/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Benchmark Design skill do?
Write benchmarks that do not lie, controlling warmup, isolation, and statistics so the number reflects the code and not the environment. Use when comparing implementations, defending a performance claim, or a microbenchmark result looks too good.
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 Benchmark Design skill?
Use Benchmark Design when your Claude Code task falls under the Science & Research category — specifically in the math stats 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 Benchmark Design" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Benchmark Design 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. Benchmark Design is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research 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
Amey-Thakur. (2026). Benchmark Design [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/benchmark-design/
BibTeX
@misc{benchmark-design-2026,
  author    = {Amey-Thakur},
  title     = {Benchmark Design [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/benchmark-design/}
}

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Grade A · scanned 2026-07-26 — free static scan against the OWASP Agentic Skills Top 10.

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More Science & Research skills

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

Browse all Science & Research skills → Top 100 skills
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