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Agent skill
Red Replication And Data Policy
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when building the Review of Economic Dynamics (RED) data-and-code archive to the journal's actual "Availability of Data and Computer Code for Published Papers" policy and…
Install Red Replication And Data Policy
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill red-replication-and-data-policy -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills red-replication-and-data-policy --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/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy .claude/skills/red-replication-and-data-policy && 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 "red-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy into .claude/skills/red-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "red-replication-and-data-policy", 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/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policyType 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 red-replication-and-data-policy -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills red-replication-and-data-policy --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/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy .agents/skills/red-replication-and-data-policy && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "red-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy into .agents/skills/red-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "red-replication-and-data-policy", 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 red-replication-and-data-policy -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills red-replication-and-data-policy --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/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy .cursor/skills/red-replication-and-data-policy && 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 "red-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy into .cursor/skills/red-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "red-replication-and-data-policy", 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 Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy--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 red-replication-and-data-policy -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills red-replication-and-data-policy --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/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy .gemini/skills/red-replication-and-data-policy && 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 "red-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy into .gemini/skills/red-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "red-replication-and-data-policy", 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 red-replication-and-data-policyInstalls 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 red-replication-and-data-policy -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/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy .github/skills/red-replication-and-data-policy && 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 "red-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy into .github/skills/red-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "red-replication-and-data-policy", 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 red-replication-and-data-policy -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 red-replication-and-data-policy --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/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy .opencode/skills/red-replication-and-data-policy && 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 "red-replication-and-data-policy" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy into .opencode/skills/red-replication-and-data-policy/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "red-replication-and-data-policy", 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.
Facts
- Skill name
red-replication-and-data-policy- GitHub stars
- 1.2k
- Token cost
- ~1.6k tokens
- SKILL.md length
- 572 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when building the Review of Economic Dynamics (RED) data-and-code archive to the journal's actual "Availability of Data and Computer Code for Published Papers" policy and…
- The specific readme.txt requirements
- SKILL.md covers When to trigger, RED's policy (verified), Checklist and Anti-patterns, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- .zip/.gz/.gzip submission to the RED code editor
What it does
Red Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building the Review of Economic Dynamics (RED) data-and-code archive to the journal's actual "Availability of Data and Computer Code for Published Papers" policy and Elsevier Option C data instructions — covering computational and empirical papers, the specific readme.txt requirements, .zip/.gz/.gzip submission to the RED code editor, posting on the RED site, RePEc Computer Codes indexing, repository/data-statement metadata, and the proprietary-data exemption.
Its SKILL.md is about 1.6k 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 Database administration. 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
- The specific readme.txt requirements
- .zip/.gz/.gzip submission to the RED code editor
- Posting on the RED site
- RePEc Computer Codes indexing
Example prompts
- “s actual”
- “/red-replication-and-data-policy”
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
Red Replication And Data Policy loads about 1.6k tokens when it runs. Until then it costs about 126 tokens; SKILL.md has 572 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.
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). 572 words, ~1,576 tokens.
Download SKILL.mdSave it as
.claude/skills/red-replication-and-data-policy/SKILL.md (or your agent's skills folder).- name
- red-replication-and-data-policy
- description
- Use when building the Review of Economic Dynamics (RED) data-and-code archive to the journal's actual "Availability of Data and Computer Code for Published Papers" policy and Elsevier Option C data instructions — covering computational and empirical papers, the specific readme.txt requirements, .zip/.gz/.gzip submission to the RED code editor, posting on the RED site, RePEc Computer Codes indexing, repository/data-statement metadata, and the proprietary-data exemption.
Replication & Data/Code Policy for RED (red-replication-and-data-policy)
When to trigger
- Preparing the materials that must be in place before final acceptance
- A computational paper unsure whether code-only (no data) still triggers the policy (it does)
- Handling proprietary/confidential data and the exemption process
RED's policy (verified)
RED enforces an Availability of Data and Computer Code for Published Papers policy. Before final acceptance, authors must provide data and code sufficient for others to replicate the results. RED's culture is code-first — the policy covers computational as well as empirical papers, and archives are first-class, citable objects. The Elsevier Guide also applies Option C research-data instructions: deposit research data in a relevant repository and cite/link it in the article when possible, or provide a data-availability statement explaining why sharing is not possible.
- Empirical papers: final datasets plus the code that manipulates them and, if applicable, how the final dataset was derived from original sources.
- Computational / theoretical papers: the final programs that generate the results.
- readme.txt (required) — must specify the software/OS used, program execution order, expected computation time, and random seeds where applicable. These requirements are notably specific, reflecting reproducibility norms for simulation-heavy work.
- Format & delivery: package as open-standard archives — .zip, .gz, or .gzip — to the RED data/code editor Christian Zimmermann.
- Posting & indexing: materials are posted on the RED website and indexed on RePEc (the RED "Computer Codes" series at IDEAS/RePEc).
- Elsevier Option C layer: prepare repository DOI/links and data/software citations where possible; if data cannot be shared, prepare the data-availability statement during submission.
- Exemptions: proprietary/confidential-data exemptions must be approved by the Coordinating Editor at the time of submission — note this in the cover letter, not after acceptance.
Checklist
- Final data (empirical) or final programs (computational), with a master run-all script
- readme.txt lists software/OS, execution order, expected runtime, and random seeds
- Packaged as .zip/.gz/.gzip; addressed to the RED code editor
- Repository DOI/links and data/software citations prepared, or data statement explains limits
- Proprietary-data exemption (if any) flagged to the Coordinating Editor at submission
- Archive verified to reproduce headline tables/figures from scratch
Show full SKILL.md (238 more words)Show less
Anti-patterns
- Assuming a code-only computational paper is exempt (it is not)
- A readme missing seeds, runtime, or execution order
- Treating a RED website archive as a substitute for the Elsevier Option C data statement
- Raising a proprietary-data exemption after acceptance instead of at submission
Archive manifest
Create a manifest before final acceptance:
Result | Script/program | Inputs | Runtime | Seed | Output path | README line | DOI/data statementFor computational RED papers, include solution routines, calibration files, counterfactual scripts, transition-path programs, and plotting scripts. For empirical RED papers, include raw-to-final data construction, estimation commands, and table/figure exports. The manifest should make it obvious which program recreates the dynamic result, not merely which folder contains code.
Archive layout that satisfies the policy
A package the RED code editor can verify without correspondence (adapt names to your stack):
red-archive-v1.zip
├── readme.txt # REQUIRED fields: software/OS, execution order, runtime, seeds
├── run_all.sh # one command reproduces every exhibit
├── src/
│ ├── solve_model.jl # household problem (EGM) + GE loop
│ ├── calibrate.jl # internal calibration to targets in targets.csv
│ ├── counterfactuals.jl # policy experiments, transition paths
│ └── accuracy_checks.jl # Euler-error and grid-refinement diagnostics
├── data/
│ ├── moments/targets.csv # every calibration target with its source
│ └── raw/ (or access instructions if proprietary)
├── output/ # regenerated tables/figures mapped to paper numbering
└── Manifest.toml / requirements.txt / Dynare version pinFor runtime, be honest at the step level: a global-solution model whose full rerun takes days should say so in readme.txt and provide cached intermediates plus the code that regenerates them.
Failure modes the code editor's check catches
- Code that solves a slightly different model than the paper's final equations (drift across revisions)
- Hard-coded local paths or undeclared toolbox dependencies that break execution on another machine
- Missing seeds, so SMM draws or simulated panels differ run to run and moments will not match the tables
- Proprietary inputs with no access instructions and no simulated stand-in, leaving the code path untestable
Output format
[Archive status] ready / missing readme / missing code / exemption needed
[Replication object] empirical data / computational program / mixed
[Required readme fields] software_OS / order / runtime / seeds
[Delivery risk] archive format / code editor / proprietary data / RePEc posting / Option C data statement
[Next repair] <single file or script to fix>Supplementary resources
../../resources/official-source-map.md— policy URL and the RePEc Computer Codes series../../resources/external_tools.md— environment-capture and archive tooling
© 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 Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Red Replication And Data Policy 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 |
|---|---|---|---|---|---|---|
| Red Replication And Data Policy this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Hybrid Cloud Outboxesgetsentry/sentry | 46k | — | ~4.8k | Automated safety check: Pass | Custom licence | |
| Replicate Video AdJingyi-Wu-Richael/replicate-video-ad | 108 | 1 repos | ~1.6k | Automated safety check: Pass | None | |
| Sea Orm 2FlyinPancake/yoink | 112 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Pixel Perfect ReplicationYu-369/VibeCurb | 979 | — | ~8.7k | Automated safety check: Pass | MIT | |
| Horse Database PoolingHashLoad/horse | 1.4k | — | ~1.4k | Automated safety check: Pass | MIT |
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Categories
Questions about Red Replication And Data Policy
What does Red Replication And Data Policy do?
A skill your agent uses when building the Review of Economic Dynamics (RED) data-and-code archive to the journal's actual "Availability of Data and Computer Code for Published Papers" policy and…. Red Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills.gzip submission to the RED code editor, posting on the RED site, RePEc Computer Codes indexing, repository/data-statement metadata, and the proprietary-data exemption.
When should I use Red Replication And Data Policy?
Red Replication And Data Policy fits situations like: the specific readme.txt requirements; .zip/.gz/.gzip submission to the RED code editor; posting on the RED site; rePEc Computer Codes indexing.
How do I install Red Replication And Data Policy in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill red-replication-and-data-policy -a claude-code`. Or copy the skill folder (Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/red-replication-and-data-policy in your project. Claude Code loads it when a task matches its description.
How do I install Red Replication And Data Policy in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill red-replication-and-data-policy -a codex`. Or copy the skill folder (Review-of-Economic-Dynamics-Skills/skills/red-replication-and-data-policy in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/red-replication-and-data-policy in your project. Codex loads it when a task matches its description.
Can I use Red Replication And Data Policy 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 red-replication-and-data-policy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/red-replication-and-data-policy, .gemini/skills/red-replication-and-data-policy, .github/skills/red-replication-and-data-policy and .opencode/skills/red-replication-and-data-policy in your project.
What does Red Replication And Data Policy need to run?
SKILL.md names no scripts, command-line tools or credentials: Red Replication And Data Policy is instructions for the agent only.
Does Red Replication And Data Policy 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 Red Replication And Data Policy 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 Red Replication And Data Policy use?
Red Replication And Data Policy 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 Red Replication And Data Policy use?
About 1.6k tokens (SKILL.md is roughly 6.3k 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 Red Replication And Data Policy?
Skills that share tags, products or a category with Red Replication And Data Policy: Hybrid Cloud Outboxes (getsentry/sentry, 46k stars), Replicate Video Ad (Jingyi-Wu-Richael/replicate-video-ad, 108 stars), Sea Orm 2 (FlyinPancake/yoink, 112 stars) and Pixel Perfect Replication (Yu-369/VibeCurb, 979 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Red Replication And Data Policy?
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.