Corl Reproducibility

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

Category: General · Sub-category: general-misc · Last updated: 2026-07-31

Use when making a CoRL robot-learning paper reproducible — pinning simulator and driver versions, releasing training configs, demonstration data and checkpoints, documenting hardware setups that cannot be rerun, seed policy, evaluation scripts, and honest availability statements for code, data, and robot platforms.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Robot-learning papers have a split reproducibility problem: the training half is software and can in principle be rerun anywhere, while the hardware half is a physical setup nobody else owns. Strong CoRL papers treat these halves differently — the software half is made rerunnable, the hardware half is made auditable — and say plainly which is which.

What this skill does

Corl 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/corl-reproducibility/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when making a CoRL robot-learning paper reproducible — pinning simulator and driver versions, releasing training configs, demonstration data and checkpoints, documenting hardware setups that cannot be rerun, seed policy, evaluation scripts, and honest availability statements for code, data, and robot platforms.

Who uses this skill

The Corl 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 196,000+ 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/corl-reproducibility
curl -L https://claudskills.com/skills/corl-reproducibility/SKILL.md \
  -o ~/.claude/skills/corl-reproducibility/SKILL.md

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

Skills live at ~/.claude/skills/corl-reproducibility/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\corl-reproducibility\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 Corl Reproducibility Claude Code skill?

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

What does the Corl Reproducibility 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 Corl Reproducibility skill?

Use Corl 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 Corl 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 Corl 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. Corl 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

Source: https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/CoRL-Skills/skills/corl-reproducibility/SKILL.md
License: MIT
Author: brycewang-stanford
Website: https://www.copaper.ai

Cite this skill

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

APA

brycewang-stanford. (2026). Corl Reproducibility [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/corl-reproducibility/

BibTeX

@misc{corl-reproducibility-2026,
  author    = {brycewang-stanford},
  title     = {Corl Reproducibility [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/corl-reproducibility/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

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Security scan

Grade A · scanned 2026-09-28 — 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 ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

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[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/corl-reproducibility/#security)

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