Review Paper
maxwell2732/paper-replicate-agent-demo
Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections
Agent skill
Ecopol Replication Package
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when assembling the data, code, and verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journal's standard.
Install Ecopol Replication Package
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ecopol-replication-package -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ecopol-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/Economic-Policy-Skills/skills/ecopol-replication-package .claude/skills/ecopol-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 "ecopol-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Policy-Skills/skills/ecopol-replication-package into .claude/skills/ecopol-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ecopol-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/Economic-Policy-Skills/skills/ecopol-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 ecopol-replication-package -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ecopol-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/Economic-Policy-Skills/skills/ecopol-replication-package .agents/skills/ecopol-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 "ecopol-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Policy-Skills/skills/ecopol-replication-package into .agents/skills/ecopol-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ecopol-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 ecopol-replication-package -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ecopol-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/Economic-Policy-Skills/skills/ecopol-replication-package .cursor/skills/ecopol-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 "ecopol-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Policy-Skills/skills/ecopol-replication-package into .cursor/skills/ecopol-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ecopol-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 Economic-Policy-Skills/skills/ecopol-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 ecopol-replication-package -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ecopol-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/Economic-Policy-Skills/skills/ecopol-replication-package .gemini/skills/ecopol-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 "ecopol-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Policy-Skills/skills/ecopol-replication-package into .gemini/skills/ecopol-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ecopol-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 ecopol-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 ecopol-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/Economic-Policy-Skills/skills/ecopol-replication-package .github/skills/ecopol-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 "ecopol-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Policy-Skills/skills/ecopol-replication-package into .github/skills/ecopol-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ecopol-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 ecopol-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 ecopol-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/Economic-Policy-Skills/skills/ecopol-replication-package .opencode/skills/ecopol-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 "ecopol-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Economic-Policy-Skills/skills/ecopol-replication-package into .opencode/skills/ecopol-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ecopol-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.
Facts
- Skill name
ecopol-replication-package- GitHub stars
- 1.2k
- Token cost
- ~1.2k tokens
- SKILL.md length
- 591 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, code, and verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journal's standard.
- Assembling the data
- SKILL.md covers When to trigger, EP's data standard: accessible…, What goes in the package and Handling restricted policy data, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journals standard
What it does
Ecopol Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data, code, and verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journal's standard. Builds the verification-ready package; it does not invent evidence or citations.
Its SKILL.md is about 1.2k 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 Citation management. 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
- Assembling the data
- Verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journals standard
Example prompts
- “/ecopol-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
Ecopol Replication Package loads about 1.2k tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 591 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). 591 words, ~1,233 tokens.
Download SKILL.mdSave it as
.claude/skills/ecopol-replication-package/SKILL.md (or your agent's skills folder).- name
- ecopol-replication-package
- description
- Use when assembling the data, code, and verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journal's standard. Builds the verification-ready package; it does not invent evidence or citations.
Replication Package (ecopol-replication-package)
When to trigger
- Empirical, experimental, or simulation results need to be made accessible and replicable
- Code is scattered across machines with hard-coded paths and no master script
- Data are restricted/proprietary and you need a verification plan that still works
- The Managing Editor / production process will ask for the datasets and programs underlying the figures
- You want the package ready before the conference so a discussant can probe a number on the spot
EP's data standard: accessible and replicable, verified by the journal
EP's guidance is that "all empirical, experimental and simulation results should, where possible, be accessible and replicable," and authors submit the datasets, programs, and sources for the journal to verify and publish alongside the article (检索于 2026-06；以官网为准). EP does not (as of this writing) run the AEA-style mandatory pre-acceptance Data Editor audit that AEJ:EP / QE use, so the bar is "where possible" rather than universal — but a paper feeding a policy recommendation lives or dies on whether its central number can be reproduced. Build the package as if a skeptical discussant will re-run it. Confirm the exact deposit location, README format, and any embargo rules in the live guidelines (待核实).
What goes in the package
| Component | Requirement |
|---|---|
| Raw / source data | included if licensing allows; otherwise a precise acquisition guide |
| Cleaning code | from raw to analysis dataset, one master script, no manual steps |
| Analysis code | reproduces every number, table, and figure in the paper |
| Master script | runs end-to-end with one command; relative paths only |
| README | data sources, software + versions, run instructions, expected runtime |
| Data citations | each dataset cited with provider, version, access date |
| Mapping | exhibit → script → output (so a discussant can find any number fast) |
Handling restricted policy data
EP papers often use confidential administrative or central-bank data. When you cannot deposit the raw data:
- Provide the full code plus a synthetic or simulated dataset with the same structure so the pipeline runs end-to-end.
- Document the exact access procedure (the agency, the application route, the version) so a determined replicator can obtain it.
- Offer the journal a verification path (e.g., code run on-site, or output verified against a secure enclave) rather than nothing.
- State the restriction openly in the data section — silence reads as evasion to a discussant.
Show full SKILL.md (219 more words)Show less
Craft moves
- One-command reproducibility. A reviewer should clone, run
master, and get your exhibits. Hard-coded/Users/yourname/paths are the most common failure. - Pin software versions. "Stata 18.0", "R 4.4.1 with fixest 0.12" — not "recent version".
- Map every headline number to the line of code that produces it; the conference is live and you may be asked to show provenance.
- Seed every simulation / bootstrap and report the seed.
- Keep the package legible, not just runnable — a clear folder structure signals the same care the policy audience expects of the analysis.
Checklist
- Master script runs end-to-end with one command, relative paths only
- Every table/figure/number in the paper is reproduced by the code
- README lists data sources, software + exact versions, run instructions, runtime
- Restricted data handled: synthetic data + access guide + verification path
- Each dataset formally cited (provider, version, access date)
- Exhibit → script → output mapping included
- Simulations/bootstraps seeded and the seed reported
- Deposit location / README format confirmed against live guidelines (待核实)
Anti-patterns
- Hard-coded absolute paths that break on any other machine
- "Data available on request" with no code and no access procedure
- A package that produces some but not all of the paper's numbers
- Unpinned software versions, so the pipeline silently breaks on a newer release
- Treating replication as a post-acceptance afterthought when a discussant may probe it at the conference
Output format
【Journal】Economic Policy (EP)
【Skill】ecopol-replication-package
【One-command run】master reproduces all exhibits? Y/N
【Coverage】every number/table/figure reproduced? Y/N
【Restricted data plan】synthetic data + access guide + verification path
【Versions pinned】software + package versions listed? Y/N
【Exhibit→code map】present? Y/N
【Deposit spec】confirmed / 待核实
【Next skill】ecopol-referee-strategy© 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 Economic-Policy-Skills/skills/ecopol-replication-package of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Ecopol 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 |
|---|---|---|---|---|---|---|
| Ecopol Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Review Papermaxwell2732/paper-replicate-agent-demo | 137 | 3 repos | ~1.1k | Automated safety check: Pass | None | |
| Scholar Causaljoshzyj/open-scholar-skill | 168 | — | ~10k | Automated safety check: Pass | Custom licence | |
| Fin Ref Papercsmar432/finai-research | 109 | — | ~2k | Automated safety check: Pass | MIT | |
| Paper Excellencebrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~914 | Automated safety check: Notes | Custom licence | |
| Review Paperbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~1.6k | Automated safety check: Pass | Custom licence |
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Paper Excellence
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Questions about Ecopol Replication Package
What does Ecopol Replication Package do?
A skill your agent uses when assembling the data, code, and verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journal's standard. Ecopol Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data, code, and verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journal's standard.
When should I use Ecopol Replication Package?
Ecopol Replication Package fits situations like: assembling the data; verification materials for an Economic Policy (EP) manuscript so results are accessible and replicable to the journals standard.
How do I install Ecopol Replication Package in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ecopol-replication-package -a claude-code`. Or copy the skill folder (Economic-Policy-Skills/skills/ecopol-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ecopol-replication-package in your project. Claude Code loads it when a task matches its description.
How do I install Ecopol Replication Package in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ecopol-replication-package -a codex`. Or copy the skill folder (Economic-Policy-Skills/skills/ecopol-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ecopol-replication-package in your project. Codex loads it when a task matches its description.
Can I use Ecopol 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 ecopol-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/ecopol-replication-package, .gemini/skills/ecopol-replication-package, .github/skills/ecopol-replication-package and .opencode/skills/ecopol-replication-package in your project.
What does Ecopol Replication Package need to run?
SKILL.md names no scripts, command-line tools or credentials: Ecopol Replication Package is instructions for the agent only.
Does Ecopol 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 Ecopol 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 Ecopol Replication Package use?
Ecopol 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 Ecopol Replication Package use?
About 1.2k tokens (SKILL.md is roughly 4.9k 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 Ecopol Replication Package?
Skills that share tags, products or a category with Ecopol Replication Package: Review Paper (maxwell2732/paper-replicate-agent-demo, 137 stars), Scholar Causal (joshzyj/open-scholar-skill, 168 stars), Fin Ref Paper (csmar432/finai-research, 109 stars) and Paper Excellence (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 Ecopol Replication Package?
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.