Agent skill

Mw Replication

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance, drafting the README in Chinese, or auditing a deposit before…

No licenceAuto-check passedDatabases

Install Mw Replication

skills CLI
$ npx skills add franklee16/academic-research-skills --skill mw-replication -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install franklee16/academic-research-skills mw-replication --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Journal-of-Management-World-Skills/skills/mw-replication .claude/skills/mw-replication && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
mw-replication
GitHub stars
223
Used in
1 other repo
Token cost
~1.7k tokens
SKILL.md length
371 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance, drafting the README in Chinese, or auditing a deposit before…

  • Works in 8 steps: 论文信息 → 数据可获得性声明 → 数据清单 → …
  • Assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance
  • SKILL.md covers 概述, 触发时机, 《管理世界》政策三大支柱 and 与 AER 政策的关键差异(对中文期刊作者最重要), plus 9 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Mw Replication is an agent skill from franklee16/academic-research-skills. Use when assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance, drafting the README in Chinese, or auditing a deposit before editorial-office submission. Implements 《管理世界》"数据可获得性政策" (effective 2023, updated 2025), with explicit handling for CSMAR / Wind / 国泰安 等受限商业数据库 and Chinese government micro-data.

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases, covering Econometrics and empirical research, Database administration and Technical documentation. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance
  • Drafting the README in Chinese
  • Auditing a deposit before editorial-office submission

Example prompts

  • “数据可获得性政策”
  • “/mw-replication”

Requirements

  • Python 3

Workflow steps

8 steps, taken from the step headings in SKILL.md.

  1. 论文信息
  2. 数据可获得性声明
  3. 数据清单
  4. 计算环境
  5. 代码说明
  6. 复现操作指引(写给陌生复现者)
  7. 表图复现对照表(必交付)
  8. 变量构造说明

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Mw Replication loads about 1.7k tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 371 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~90
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 371 words (~1,740 tokens).

“《管理世界》自 2023 年起执行数据与代码可获得性政策(Data and Code Availability Policy),所有实证、模拟、实验类录用稿件,必须在录用后向编辑部提交数据与代码包,并接受编辑部的可重复性核查。核查不通过将延迟刊发,且会被记入作者档案。”

— opening of SKILL.md by franklee16
name
mw-replication

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Journal-of-Management-World-Skills/skills/mw-replication of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Mw Replication next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Mw Replication compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Mw Replication this skillfranklee16/academic-research-skills2231 repos~1.7kAutomated safety check: PassNone
Aer Replicationbrycewang-stanford/Auto-Empirical-Research-Skills4.5k1 repos~2.8kAutomated safety check: PassCustom licence
Eer Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT
Data Depositbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~1.2kAutomated safety check: NotesCustom licence
Jle Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~1.9kAutomated safety check: PassMIT
Jeem Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~2.4kAutomated safety check: PassMIT

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Questions about Mw Replication

What does Mw Replication do?

A skill your agent uses when assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance, drafting the README in Chinese, or auditing a deposit before…. Mw Replication is an agent skill from franklee16/academic-research-skills. Use when assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance, drafting the README in Chinese, or auditing a deposit before editorial-office submission.

When should I use Mw Replication?

Mw Replication fits situations like: assembling the data-and-code replication package required by 《管理世界》 after conditional acceptance; drafting the README in Chinese; auditing a deposit before editorial-office submission.

How do I install Mw Replication in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill mw-replication -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Management-World-Skills/skills/mw-replication in franklee16/academic-research-skills) into .claude/skills/mw-replication in your project. Claude Code loads it when a task matches its description.

How do I install Mw Replication in Codex?

Run `npx skills add franklee16/academic-research-skills --skill mw-replication -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Journal-of-Management-World-Skills/skills/mw-replication in franklee16/academic-research-skills) into .agents/skills/mw-replication in your project. Codex loads it when a task matches its description.

Can I use Mw Replication in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add franklee16/academic-research-skills --skill mw-replication -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mw-replication, .gemini/skills/mw-replication, .github/skills/mw-replication and .opencode/skills/mw-replication in your project.

What does Mw Replication need to run?

SKILL.md names no scripts, command-line tools or credentials: Mw Replication is instructions for the agent only. Our summary lists: Python 3.

Does Mw Replication access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Mw Replication safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Mw Replication use?

No licence was found for Mw Replication or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Mw Replication use?

About 1.7k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Mw Replication?

Skills that share tags, products or a category with Mw Replication: Aer Replication (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Eer Replication Package (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Data Deposit (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars) and Jle Replication Package (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Mw Replication?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.