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Isca Reproducibility

Category: General  ·  Sub-category: general-misc  ·  Last updated:
Use when making an ISCA paper's results regenerable — pinning simulator versions and local patches, archiving per-figure configuration manifests, recording workload provenance and sampling seeds, quantifying run-to-run variation on real hardware, and keeping the environment resurrectable through the February window.
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From the source SKILL.md

In architecture, "reproducible" means someone else — or you, three months later, mid-rebuttal — can regenerate every reported number from recorded state. Because most ISCA numbers come out of simulators, reproducibility here is largely configuration archaeology: the result is a function of tool commit, local patches, model parameters, workload build, region selection, and warm-up policy, and losing any one of those breaks the chain. The venue reinforces this culture with post-acceptance artifact evaluation under ACM badging (isca-artifact-evaluation); this skill covers the discipline that…

What this skill does

Isca 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/isca-reproducibility/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when making an ISCA paper's results regenerable — pinning simulator versions and local patches, archiving per-figure configuration manifests, recording workload provenance and sampling seeds, quantifying run-to-run variation on real hardware, and keeping the environment resurrectable through the February window.

Who uses this skill

The Isca 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).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/isca-reproducibility
curl -L https://claudskills.com/skills/isca-reproducibility/SKILL.md \
  -o ~/.claude/skills/isca-reproducibility/SKILL.md

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

Skills live at ~/.claude/skills/isca-reproducibility/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\isca-reproducibility\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 Isca Reproducibility Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/isca-reproducibility/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Isca Reproducibility skill do?
Use when making an ISCA paper's results regenerable — pinning simulator versions and local patches, archiving per-figure configuration manifests, recording workload provenance and sampling seeds, quantifying run-to-run variation on real hardware, and keeping the environment resurrectable through the February window.
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 Isca Reproducibility skill?
Use Isca Reproducibility when your Claude Code task falls under the General category — specifically in the general misc 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 Isca Reproducibility" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Isca Reproducibility 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. Isca 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/.

Attribution & license

Cite this skill

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

APA
brycewang-stanford. (2026). Isca Reproducibility [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/isca-reproducibility/
BibTeX
@misc{isca-reproducibility-2026,
  author    = {brycewang-stanford},
  title     = {Isca Reproducibility [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/isca-reproducibility/}
}

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Security scan

Grade A · scanned 2026-08-02 — free static scan against the OWASP Agentic Skills Top 10.

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