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Prai Reproducibility

Category: General  ·  Sub-category: general-misc  ·  Last updated:
在为《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 准备可复现性与实验可重复材料时调用。覆盖固定随机种子、锁定软硬件环境与依赖版本、固定数据集划分与预处理、预训练权重与大模型版本的记录、复现包(脚本/配置/环境文件)的组织、大数据与权重的稳定托管、以及可复现自查冒烟测试。用于让本刊模式识别/机器学习论文的实验结果能被外审与后续读者重复，降低"结果无法复现"的信任风险；本刊是否设强制复现要求以官网当期须知为准(待核实)。
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

本技能帮助为《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 论文 建立可复现的实验证据。模式识别/机器学习结果易受随机性、环境与数据划分影响，可复现性直接关系外审 对结果的信任。事实核验日期 2026-07-09，见 resources/official-source-map.md；本刊是否设强制 代码/数据可用性或复现要求 待核实，以官网当期须知为准。

What this skill does

Prai 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/prai-reproducibility/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Prai 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/prai-reproducibility
curl -L https://claudskills.com/skills/prai-reproducibility/SKILL.md \
  -o ~/.claude/skills/prai-reproducibility/SKILL.md

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

Skills live at ~/.claude/skills/prai-reproducibility/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\prai-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 Prai Reproducibility Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/prai-reproducibility/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Prai Reproducibility skill do?
在为《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 准备可复现性与实验可重复材料时调用。覆盖固定随机种子、锁定软硬件环境与依赖版本、固定数据集划分与预处理、预训练权重与大模型版本的记录、复现包(脚本/配置/环境文件)的组织、大数据与权重的稳定托管、以及可复现自查冒烟测试。用于让本刊模式识别/机器学习论文的实验结果能被外审与后续读者重复，降低"结果无法复现"的信任风险；本刊是否设强制复现要求以官网当期须知为准(待核实)。
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 Prai Reproducibility skill?
Use Prai 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 Prai 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 Prai 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. Prai 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). Prai Reproducibility [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/prai-reproducibility/
BibTeX
@misc{prai-reproducibility-2026,
  author    = {brycewang-stanford},
  title     = {Prai Reproducibility [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/prai-reproducibility/}
}

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

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