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Agent skill

Aeri Replication Package

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when assembling the data and code deposit for an American Economic Review: Insights (AER: Insights) short-format manuscript to pass the AEA Data and Code Availability Policy…

MITAuto-check passedResearch & Science

Install Aeri Replication Package

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-replication-package -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aeri-replication-package --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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/AER-Insights-Skills/skills/aeri-replication-package .claude/skills/aeri-replication-package && 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
aeri-replication-package
GitHub stars
1.2k
Token cost
~1.4k tokens
SKILL.md length
619 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when assembling the data and code deposit for an American Economic Review: Insights (AER: Insights) short-format manuscript to pass the AEA Data and Code Availability Policy…

  • Tasks that involve Econometrics and empirical research
  • SKILL.md covers When to trigger, The AEA reproducibility regime…, What the package must contain and Short-paper specifics, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve Reproducible research

What it does

Aeri Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code deposit for an American Economic Review: Insights (AER: Insights) short-format manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check. Builds the package and README; it does not run the analysis.

Its SKILL.md is about 1.4k 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 Research & Science, covering Econometrics and empirical research, Reproducible research and Technical documentation. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • Tasks that involve Econometrics and empirical research
  • Tasks that involve Reproducible research
  • Tasks that involve Technical documentation

Example prompts

  • “/aeri-replication-package”

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. 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

Aeri Replication Package loads about 1.4k tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 619 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~82
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 619 words, ~1,368 tokens.

Download SKILL.mdSave it as .claude/skills/aeri-replication-package/SKILL.md (or your agent's skills folder).
name
aeri-replication-package
description
Use when assembling the data and code deposit for an American Economic Review: Insights (AER: Insights) short-format manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check. Builds the package and README; it does not run the analysis.

Replication Package — AEA Data Editor Ready (aeri-replication-package)

When to trigger

  • A conditional accept is likely or in hand and the deposit is not assembled
  • Unsure what the AEA Data and Code Availability Policy requires
  • Results were produced ad hoc and cannot yet be regenerated by one script
  • Restricted/proprietary data raise an access question for the data editor

The AEA reproducibility regime (检索于 2026-06；以官网为准)

AER: Insights enforces the AEA Data and Code Availability Policy, administered by the AEA Data Editor (Lars Vilhuber). Before publication, authors deposit data, code, and documentation sufficient to permit replication of every result in the paper and approved appendices in the AEA Data and Code Repository (openICPSR); the data editor's team verifies reproducibility before the paper is published. The short format does not shrink this requirement — the Supplemental Appendix results are in scope too. Build the package as you go, not after the conditional accept, because the verification step is a gate to publication.

What the package must contain

  • All code to go from raw (or provided) data to every table, figure, and in-text number, organized and runnable.
  • Data that are non-exclusive to the authors; where data are restricted, provide access instructions and the code that would run on them, plus a clear restricted-data statement.
  • A master script (run/00_master) that regenerates every exhibit end-to-end.
  • A README following the AEA/Social Science Data Editors README template: data sources and provenance, file-by-file description, computational requirements (software + versions), instructions to reproduce, and a mapping from each exhibit to the code that produces it.
  • Seeds set and reported for any simulation, bootstrap, or randomization inference.
  • Disclosure of data citations and a data availability statement.

Short-paper specifics

  • Exhibit-to-code map is small but must be complete — five exhibits plus the appendix; every in-text number too.
  • Online appendix is in scope. Material you pushed out of the main text to fit the cap (aeri-robustness, aeri-theory-model) must still be reproducible.
  • Keep a clean separation: data/raw (read-only) → code → output; see ../../resources/code/ for a runnable skeleton.

Timing relative to the fast review

Because AER: Insights decisions are conditional accept or reject with no traditional R&R (aeri-referee-strategy), a conditional accept moves quickly to the data-editor stage. There is no long revision phase in which to build the package retroactively. Have the deposit essentially ready at submission, so a conditional accept does not stall on reproducibility. The data editor's check is a gate to publication, not a formality — non-reproducible code delays or blocks the paper regardless of the editor's decision.

Show full SKILL.md (209 more words)Show less

Worked vignette (illustrative)

A fictional staggered-DiD paper has five exhibits and a dozen appendix tables. The package contains a 00_master script that runs 01_clean → 02_descriptive → 03_did_modern → 08_robustness → 09_tables, regenerating Figures 1–2 and Tables 1–3 plus every appendix table, with seeds set in the bootstrap step. The README maps "Figure 1 ← code/03_did_modern.do, lines 40–80" and lists Stata 18 with pinned csdid/reghdfe versions. The restricted payroll extract is described with an application link and the exact code that would run on it. This is what passes the AEA Data Editor on the first pass.

Checklist

  • One master script regenerates every exhibit and in-text number
  • README per the AEA/SSDE template: sources, file list, requirements, exhibit→code map
  • Data non-exclusive, or a restricted-data statement + access instructions + runnable code
  • Software and package versions pinned; seeds set and reported
  • Supplemental Appendix results reproducible too (in scope)
  • Deposit prepared for the AEA Data and Code Repository (openICPSR)
  • Data citations and availability statement included

Anti-patterns

  • Assembling the package only after the conditional accept (verification is a publication gate)
  • A README missing the exhibit→code mapping or version information
  • Excluding appendix results from the reproducible set
  • Hard-coded paths, unset seeds, or manual steps the master script does not capture
  • Treating "short paper" as exempting any result from reproducibility

Output format

【Master script】regenerates all exhibits + in-text numbers? [Y/N]
【README】sources / file list / versions / exhibit→code map present? [Y/N]
【Data status】public deposit / restricted (statement + access + code)?
【Seeds & versions】set and pinned? [Y/N]
【Appendix in scope】appendix results reproducible? [Y/N]
【Deposit target】AEA Data and Code Repository (openICPSR)
【Next step】aeri-referee-strategy (or aeri-submission if submitting)

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in AER-Insights-Skills/skills/aeri-replication-package of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Aeri Replication Package 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.

Aeri Replication Package compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Aeri Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Qe Replication And Data Policyfranklee16/academic-research-skills2231 repos~1.2kAutomated safety check: PassNone
Restud Replication Packagefranklee16/academic-research-skills2231 repos~1.5kAutomated safety check: PassNone
Replication Packagepedrohcgs/claude-code-my-workflow1.7k—~2.8kAutomated safety check: NotesMIT
Aer Replicationbrycewang-stanford/Auto-Empirical-Research-Skills4.5k1 repos~2.8kAutomated safety check: PassCustom licence
Audit Reproducibilitypedrohcgs/claude-code-my-workflow1.7k—~6.4kAutomated safety check: NotesMIT

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Categories

Questions about Aeri Replication Package

What does Aeri Replication Package do?

A skill your agent uses when assembling the data and code deposit for an American Economic Review: Insights (AER: Insights) short-format manuscript to pass the AEA Data and Code Availability Policy…. Aeri Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code deposit for an American Economic Review: Insights (AER: Insights) short-format manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check.

When should I use Aeri Replication Package?

Aeri Replication Package fits situations like: tasks that involve Econometrics and empirical research; tasks that involve Reproducible research; tasks that involve Technical documentation.

How do I install Aeri Replication Package in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-replication-package -a claude-code`. Or copy the skill folder (AER-Insights-Skills/skills/aeri-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aeri-replication-package in your project. Claude Code loads it when a task matches its description.

How do I install Aeri Replication Package in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeri-replication-package -a codex`. Or copy the skill folder (AER-Insights-Skills/skills/aeri-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aeri-replication-package in your project. Codex loads it when a task matches its description.

Can I use Aeri Replication Package 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 brycewang-stanford/Awesome-Journal-Skills --skill aeri-replication-package -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aeri-replication-package, .gemini/skills/aeri-replication-package, .github/skills/aeri-replication-package and .opencode/skills/aeri-replication-package in your project.

What does Aeri Replication Package need to run?

SKILL.md names no scripts, command-line tools or credentials: Aeri Replication Package is instructions for the agent only.

Does Aeri Replication Package 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 Aeri Replication Package 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 Aeri Replication Package use?

Aeri Replication Package is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Aeri Replication Package use?

About 1.4k tokens (SKILL.md is roughly 5.5k 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 Aeri Replication Package?

Skills that share tags, products or a category with Aeri Replication Package: Qe Replication And Data Policy (franklee16/academic-research-skills, 223 stars), Restud Replication Package (franklee16/academic-research-skills, 223 stars), Replication Package (pedrohcgs/claude-code-my-workflow, 1.7k stars) and Aer Replication (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Aeri Replication Package?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.