Use this before submission and again before the POMACS camera-ready. SIGMETRICS reproducibility has a distinctive shape: the "artifact" is often a proof plus a simulator plus a trace, not only running code. The goal is that a competent reader could re-derive your bound, re-run your simulation to the same curves, and re-analyze your measurement to the same conclusions.
Sigmetrics Reproducibility 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/sigmetrics-reproducibility/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when strengthening ACM SIGMETRICS reproducibility, covering proofs and their assumptions as reproducible artifacts, seeded simulators whose figures regenerate and match the analysis, measurement/trace provenance, claim-to-evidence mapping, honest degrees of reproducibility, and consistency between what the paper proves/measures and what the artifact contains.
The Sigmetrics Reproducibility 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 174,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/sigmetrics-reproducibility curl -L https://claudskills.com/skills/sigmetrics-reproducibility/SKILL.md \ -o ~/.claude/skills/sigmetrics-reproducibility/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/sigmetrics-reproducibility/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/sigmetrics-reproducibility/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\sigmetrics-reproducibility\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 →
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.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
SKILL.md from the source repository to ~/.claude/skills/sigmetrics-reproducibility/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. Sigmetrics Reproducibility 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{sigmetrics-reproducibility-2026,
author = {brycewang-stanford},
title = {Sigmetrics Reproducibility [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/sigmetrics-reproducibility/}
}Grade A · scanned 2026-08-02 — 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.