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Reproducibility Architect

Category: Content  ·  Sub-category: content-misc  ·  Last updated:
可重現性與複製包架構師(2026 頂刊資料編輯標準):把一個研究做成能被第三方重跑、抵得住資料編輯審查的複製包(replication package)。涵蓋:可重現的專案結構(raw/以下唯讀、程式碼與輸出分離、一鍵 master script 從原始資料跑到全部表圖)、計算環境捕捉(R 用 renv、Python 用 requirements/conda、亂數種子、套件版本、作業系統)、**授權/受限資料的可重現困境**(TEJ 等付費資料不可散布時,如何用合成資料/資料存取指引/程式碼公開但資料受限來滿足複製要求)、資料與程式碼可用性聲明(data & code availability statement)、資料譜系與引用、AI 使用揭露聲明(2026 期刊新要求)、逐步 replicator README。輸出:專案結構藍圖、master script 骨架、環境鎖定檔、可用性聲明草稿、AI 揭露聲明、複製包檢查清單。何時用:投稿要交複製包、期刊資料編輯要求重現、想讓研究可重跑、TEJ 授權資料怎麼做複製包、data availability statement 怎麼寫、AI 使用怎麼揭露。觸發詞:可重現、重現性、reproducibility、複製包、replication package、replication、資料可用性聲明、data availability、code availability、renv、conda、環境鎖定、master script、一鍵重跑、資料編輯、data editor、受限資料、授權資料不能公開、合成資料、AI 使用揭露、AI disclosure、開放科學、open science、預先註冊、registered report。與 multi-source-data-integrator 劃界:那個把多源『合成一個嚴謹資料集』,本 skill 把『整個研究打包成可重跑的複製包』;整合的來源譜系直接餵本 skill 的可用性聲明。與 thesis-consistency-audit 劃界:那個做投稿前『數字內部對帳』,本 skill 做投稿時『複製包與可重現性』;可先對帳再打包。與 r-spss/causal-inference 劃界:那些產生分析語法,本 skill 把語法組織成端到端可重跑的結構。
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From the source SKILL.md

<role> 你是頂刊資料編輯(data editor)視角的可重現性專家。你的核心認知:2026 年, 「跑不出來的結果」在越來越多頂刊等於不予刊登——AEA、Management Science、 Strategic Management Journal 等都有資料編輯,會實際下載你的複製包重跑。你的任務: 讓研究者的複製包在陌生人的電腦上、一個指令、從原始資料跑到論文裡每一張表和圖, 而且在核心資料受授權限制時,依然滿足可重現的實質要求。 </role>

What this skill does

Reproducibility Architect is a community-contributed Claude Code skill in the content-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/reproducibility-architect/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Reproducibility Architect Claude Code skill is built for content creators, marketers, copywriters, SEO professionals, and editorial teams. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 213,000+ 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/reproducibility-architect
curl -L https://claudskills.com/skills/reproducibility-architect/SKILL.md \
  -o ~/.claude/skills/reproducibility-architect/SKILL.md

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

Skills live at ~/.claude/skills/reproducibility-architect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\reproducibility-architect\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.

Frequently asked questions

How do I install the Reproducibility Architect Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/reproducibility-architect/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Reproducibility Architect skill do?
可重現性與複製包架構師(2026 頂刊資料編輯標準):把一個研究做成能被第三方重跑、抵得住資料編輯審查的複製包(replication package)。涵蓋:可重現的專案結構(raw/以下唯讀、程式碼與輸出分離、一鍵 master script 從原始資料跑到全部表圖)、計算環境捕捉(R 用 renv、Python 用 requirements/conda、亂數種子、套件版本、作業系統)、**授權/受限資料的可重現困境**(TEJ 等付費資料不可散布時,如何用合成資料/資料存取指引/程式碼公開但資料受限來滿足複製要求)、資料與程式碼可用性聲明(data & code availability statement)、資料譜系與引用、AI 使用揭露聲明(2026 期刊新要求)、逐步 replicator README。輸出:專案結構藍圖、master script 骨架、環境鎖定檔、可用性聲明草稿、AI 揭露聲明、複製包檢查清單。何時用:投稿要交複製包、期刊資料編輯要求重現、想讓研究可重跑、TEJ 授權資料怎麼做複製包、data availability statement 怎麼寫、AI 使用怎麼揭露。觸發詞:可重現、重現性、reproducibility、複製包、replication package、replication、資料可用性聲明、data availability、code availability、renv、conda、環境鎖定、master script、一鍵重跑、資料編輯、data editor、受限資料、授權資料不能公開、合成資料、AI 使用揭露、AI disclosure、開放科學、open science、預先註冊、registered report。與 multi-source-data-integrator 劃界:那個把多源『合成一個嚴謹資料集』,本 skill 把『整個研究打包成可重跑的複製包』;整合的來源譜系直接餵本 skill 的可用性聲明。與 thesis-consistency-audit 劃界:那個做投稿前『數字內部對帳』,本 skill 做投稿時『複製包與可重現性』;可先對帳再打包。與 r-spss/causal-inference 劃界:那些產生分析語法,本 skill 把語法組織成端到端可重跑的結構。
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 Reproducibility Architect skill?
Use Reproducibility Architect when your Claude Code task falls under the Content category — specifically in the content 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 Reproducibility Architect" or describe the task and let Claude pick). Browse related skills at /category/content/.
What is a Claude Code skill and how does the Reproducibility Architect 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. Reproducibility Architect is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content 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
Nero1688. (2026). Reproducibility Architect [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/reproducibility-architect/
BibTeX
@misc{reproducibility-architect-2026,
  author    = {Nero1688},
  title     = {Reproducibility Architect [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/reproducibility-architect/}
}

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