ClaudSkills / Science & Research / math-stats

Empirical Systems Evaluation

Q: What is a Claude Code skill and how does the Empirical Systems 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. Empirical Systems Evaluation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: math-stats · Last updated: 2026-06-08

ai:agent ai:llm

Rigorous benchmarking of multi-agent coordination systems: experiment design, statistical analysis, human evaluation protocols, and reproducible reporting. NOT FOR ML model evaluation (use llm-evaluation-harness), A/B testing for web products, survey design, or general data science.

About this skill (catalog notes)

Empirical Systems Evaluation includes pricing or quota commentary; 5 code blocks for direct copy-paste. At roughly 2,947 words the SKILL.md is on the longer end of the catalog distribution.

Original author: curiositech
Indexed lastmod: 2026-06-08
Catalog position: Science & Research · math-stats
Indexed related skills: 10

How Empirical Systems Evaluation fits the catalog

Empirical Systems Evaluation sits in the Science & Research category under the math-stats sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Design, execute, and report experiments that measure multi-agent coordination systems with statistical rigor. Every claim backed by confidence intervals. Every comparison backed by effect sizes. Every threat to validity stated honestly.

What this skill does

Empirical Systems Evaluation 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/empirical-systems-evaluation/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Empirical Systems Evaluation 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 94,000+ 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/empirical-systems-evaluation
curl -L https://claudskills.com/skills/empirical-systems-evaluation/SKILL.md \
  -o ~/.claude/skills/empirical-systems-evaluation/SKILL.md

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

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

📱 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 Empirical Systems Evaluation Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/empirical-systems-evaluation/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Empirical Systems Evaluation skill do?

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 Empirical Systems Evaluation skill?

Use Empirical Systems Evaluation 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 Empirical Systems Evaluation" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the Empirical Systems 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. Empirical Systems Evaluation 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

Source: https://github.com/curiositech/port-daddy/blob/HEAD/skills/empirical-systems-evaluation/SKILL.md
Author: curiositech

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

curiositech. (2026). Empirical Systems Evaluation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/empirical-systems-evaluation/

BibTeX

@misc{empirical-systems-evaluation-2026,
  author    = {curiositech},
  title     = {Empirical Systems Evaluation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/empirical-systems-evaluation/}
}

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