Agent skill
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when assembling the data and code replication package for an American Economic Journal: Applied Economics (AEJ: Applied) manuscript to pass the AEA Data and Code Availability…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aeja-replication-package --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/AEJ-Applied-Economics-Skills/skills/aeja-replication-package .claude/skills/aeja-replication-package && rm -rf skills-srcUse ~/.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/
Install the "aeja-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Applied-Economics-Skills/skills/aeja-replication-package into .claude/skills/aeja-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aeja-replication-package", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Applied-Economics-Skills/skills/aeja-replication-packageType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aeja-replication-package --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/AEJ-Applied-Economics-Skills/skills/aeja-replication-package .agents/skills/aeja-replication-package && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aeja-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Applied-Economics-Skills/skills/aeja-replication-package into .agents/skills/aeja-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aeja-replication-package", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aeja-replication-package --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/AEJ-Applied-Economics-Skills/skills/aeja-replication-package .cursor/skills/aeja-replication-package && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "aeja-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Applied-Economics-Skills/skills/aeja-replication-package into .cursor/skills/aeja-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aeja-replication-package", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path AEJ-Applied-Economics-Skills/skills/aeja-replication-package--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aeja-replication-package --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/AEJ-Applied-Economics-Skills/skills/aeja-replication-package .gemini/skills/aeja-replication-package && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "aeja-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Applied-Economics-Skills/skills/aeja-replication-package into .gemini/skills/aeja-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aeja-replication-package", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aeja-replication-packageInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/AEJ-Applied-Economics-Skills/skills/aeja-replication-package .github/skills/aeja-replication-package && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "aeja-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Applied-Economics-Skills/skills/aeja-replication-package into .github/skills/aeja-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aeja-replication-package", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aeja-replication-package --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/AEJ-Applied-Economics-Skills/skills/aeja-replication-package .opencode/skills/aeja-replication-package && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "aeja-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Applied-Economics-Skills/skills/aeja-replication-package into .opencode/skills/aeja-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aeja-replication-package", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
aeja-replication-packageA skill your agent uses when assembling the data and code replication package for an American Economic Journal: Applied Economics (AEJ: Applied) manuscript to pass the AEA Data and Code Availability…
Aeja Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code replication package for an American Economic Journal: Applied Economics (AEJ: Applied) manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check. Builds the openICPSR deposit and README; it does not run the analysis or write the paper.
Its SKILL.md is about 1.3k 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 and Reproducible research. 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.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Aeja Replication Package loads about 1.3k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 557 words of instructions outside code blocks.
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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 557 words, ~1,334 tokens.
.claude/skills/aeja-replication-package/SKILL.md (or your agent's skills folder).The single most distinctive AEJ: Applied differentiator is the AEA Data and Code Availability Policy, administered by the AEA Data Editor (Lars Vilhuber). Papers offered a revise-and-resubmit are asked to submit a data replication package at resubmission, and accepted papers must clear the Data Editor's compliance and reproducibility checks before publication. The default home is the AEA Data and Code Repository on openICPSR; other trusted repositories require appropriate Data Editor access. Build this package as you analyze; do not treat it as an acceptance-day formality.
| Component | Requirement |
|---|---|
| Data files | All data used, unzipped, in open/documented formats; or, for restricted data, a precise access path |
| Analysis + transformation code | Every script from raw data → cleaned data → each table/figure |
| Master script | One run_all that regenerates every exhibit from raw inputs |
| README | AEA README template: data sources, access, computational requirements, run instructions, exhibit-to-code mapping |
| Data Availability Statement (DAS) | States provenance and access terms for each dataset; required in the paper |
| Instruments | Survey instruments / experiment instructions for own-data studies |
version + recorded ssc/net package versions; requirements.txt/conda env (Python); renv.lock (R).code/05_main.do, Figure 2 → code/06_event_study.R, etc.Adapt the vendored skeleton in
../../resources/code/(master script → clean → descriptive → DID/IV/RD/DML → mechanism → robustness → tables) as the package backbone.
run_all master script regenerates every table and figure from raw data【Master script】run_all regenerates all exhibits from raw? [Y/N]
【Data】all deposited unzipped, or restricted path + synthetic extract? [state]
【README】AEA template + exhibit-to-code map complete? [Y/N]
【DAS】written for every dataset with access terms? [Y/N]
【Reproducibility】versions pinned + seeds set + no absolute paths + clean fresh run? [Y/N]
【Restricted/exemption】declared early? [Y/N/NA]
【Next step】aeja-referee-strategy (or aeja-submission)../../resources/code/ — reproducible Stata + Python skeleton to adapt as the package backbone../../resources/official-source-map.md — official AEA URLs behind the data/code policy© 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
Just SKILL.md in AEJ-Applied-Economics-Skills/skills/aeja-replication-package of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Aeja 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Aeja Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Replication Packagepedrohcgs/claude-code-my-workflow | 1.6k | — | ~2.8k | Automated safety check: Notes | MIT | |
| Audit Reproducibilitypedrohcgs/claude-code-my-workflow | 1.6k | — | ~6.4k | Automated safety check: Notes | MIT | |
| Reproducible Pipelinesbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.3k | Automated safety check: Pass | Custom licence | |
| Audit Replicationbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~984 | Automated safety check: Notes | Custom licence | |
| Scholar Openjoshzyj/open-scholar-skill | 168 | — | ~14k | Automated safety check: Pass | Custom licence |
pedrohcgs/claude-code-my-workflow
Assemble a submission-ready replication package to the AEA Data and Code Availability Standard (DCAS) / openICPSR / Social Science Reproduction Platform expectations — standard replication README…
pedrohcgs/claude-code-my-workflow
Enforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata / Python outputs.
brycewang-stanford/Auto-Empirical-Research-Skills
This skill covers reproducible research pipelines and replication packages.
brycewang-stanford/Auto-Empirical-Research-Skills
Validate the replication package for the sewage-house-prices project.
joshzyj/open-scholar-skill
Implement open science practices for a social science study.
franklee16/academic-research-skills
A skill your agent uses when assembling the code and data deposit for an Econometrica manuscript under the journal's Data and Code Availability Policy, including reproducible Monte Carlo and (for…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when assembling the data and code replication package for an American Economic Journal: Applied Economics (AEJ: Applied) manuscript to pass the AEA Data and Code Availability…. Aeja Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code replication package for an American Economic Journal: Applied Economics (AEJ: Applied) manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check.
Aeja Replication Package fits situations like: tasks that involve Econometrics and empirical research; tasks that involve Reproducible research.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a claude-code`. Or copy the skill folder (AEJ-Applied-Economics-Skills/skills/aeja-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aeja-replication-package in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aeja-replication-package -a codex`. Or copy the skill folder (AEJ-Applied-Economics-Skills/skills/aeja-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aeja-replication-package in your project. Codex loads it when a task matches its description.
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 aeja-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/aeja-replication-package, .gemini/skills/aeja-replication-package, .github/skills/aeja-replication-package and .opencode/skills/aeja-replication-package in your project.
SKILL.md names no scripts, command-line tools or credentials: Aeja Replication Package is instructions for the agent only. Our summary lists: Python 3.
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.
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.
Aeja 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.
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Aeja Replication Package: Replication Package (pedrohcgs/claude-code-my-workflow, 1.6k stars), Audit Reproducibility (pedrohcgs/claude-code-my-workflow, 1.6k stars), Reproducible Pipelines (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars) and Audit 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.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,219 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.
