Agent skill

Audit Replication

by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills

Validate the replication package for the sewage-house-prices project.

Custom licenceAuto-check: notesResearch & Science

Install Audit Replication

skills CLI

$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a claude-code

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

GitHub CLI

$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills audit-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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication .claude/skills/audit-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/

Paste into Claude Code

Install the "audit-replication" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication into .claude/skills/audit-replication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-replication", 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

$skill-installer install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication

Type 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.

skills CLI

$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills audit-replication --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication .agents/skills/audit-replication && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "audit-replication" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication into .agents/skills/audit-replication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-replication", 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.

skills CLI

$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills audit-replication --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication .cursor/skills/audit-replication && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "audit-replication" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication into .cursor/skills/audit-replication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-replication", 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

$ gemini skills install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills audit-replication --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication .gemini/skills/audit-replication && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "audit-replication" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication into .gemini/skills/audit-replication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-replication", 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.

GitHub CLI

$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills audit-replication

Installs 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).

skills CLI

$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication .github/skills/audit-replication && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "audit-replication" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication into .github/skills/audit-replication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-replication", 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.

skills CLI

$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills audit-replication --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication .opencode/skills/audit-replication && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "audit-replication" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication into .opencode/skills/audit-replication/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-replication", 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: audit-replication
GitHub stars: 4.5k
Token cost: ~984 tokens
SKILL.md length: 332 words
Files: 1
Skills in repo: 364
Repo updated: Oct 5, 2026
First seen: Oct 7, 2026
Licence: Custom licence

At a glance

Validate the replication package for the sewage-house-prices project.

Works in 4 steps: Locate Package → Run 10 Verification Checks → Handle Failures → …
Tasks that involve Reproducible research
SKILL.md covers Project-Specific Context, Workflow and Principles
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Audit Replication is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Validate the replication package for the sewage-house-prices project. Runs 10 checks covering script execution, file integrity, output freshness, dependency verification, data provenance, and README completeness (AEA format). This skill should be used when asked to "audit replication", "check the package", or "verify reproducibility".

Its SKILL.md is about 980 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 Reproducible research, Econometrics and empirical research and Database administration. It works with Python. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…

When your agent uses it

Tasks that involve Reproducible research
Tasks that involve Econometrics and empirical research
Tasks that involve Database administration

Example prompts

“audit replication”
“check the package”
“verify reproducibility”
“/audit-replication”

Requirements

Python 3
Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, Bash, Agent

Workflow steps

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

Locate Package
Run 10 Verification Checks
Handle Failures
Present Results

What it can do on your machine

Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
- Read
- Grep
- Glob
- Write
- Bash
- Agent
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
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

Audit Replication loads about 984 tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 332 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~89
When it runs · the whole SKILL.md, loaded when a task matches: ~984

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
```
allowed-tools: Read, Grep, Glob, Write, Bash, Agent
```

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 332 words (~984 tokens).

“Run end-to-end validation of the replication package for the sewage-house-prices project.”

— opening of SKILL.md by brycewang-stanford, Custom licence

name: audit-replication
allowed-tools: Read, Grep, Glob, Write, Bash, Agent
argument-hint: [replication directory OR 'here' for current project]

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Audit 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.

Audit Replication compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Audit Replication this skillbrycewang-stanford/Auto-Empirical-Research-Skills	4.5k	—	~984	Automated safety check: Notes	Custom licence	3 days ago
Audit Reproducibilitypedrohcgs/claude-code-my-workflow	1.6k	—	~6.4k	Automated safety check: Notes	MIT	11 days ago
Ectheory Replication And Data Policyfranklee16/academic-research-skills	223	1 repos	~983	Automated safety check: Pass	None	20 days ago
Qe Replication And Data Policyfranklee16/academic-research-skills	223	1 repos	~1.2k	Automated safety check: Pass	None	20 days ago
Referee2scunning1975/MixtapeTools	470	2 repos	~2.4k	Automated safety check: Pass	None	1 mo ago
Bio Hi C Analysis Hic DifferentialGPTomics/bioSkills	1.2k	1 repos	~5.5k	Automated safety check: Pass	MIT	1 mo ago

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Works with

Python

Questions about Audit Replication

What does Audit Replication do?

Validate the replication package for the sewage-house-prices project. Audit Replication is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Validate the replication package for the sewage-house-prices project.

When should I use Audit Replication?

Audit Replication fits situations like: tasks that involve Reproducible research; tasks that involve Econometrics and empirical research; tasks that involve Database administration.

How do I install Audit Replication in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a claude-code`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/audit-replication in your project. Claude Code loads it when a task matches its description.

How do I install Audit Replication in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-replication -a codex`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/audit-replication in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/audit-replication in your project. Codex loads it when a task matches its description.

Can I use Audit 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill audit-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/audit-replication, .gemini/skills/audit-replication, .github/skills/audit-replication and .opencode/skills/audit-replication in your project.

What does Audit Replication need to run?

SKILL.md names no scripts, command-line tools or credentials: Audit Replication is instructions for the agent only. Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Bash, Agent.

Does Audit 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 Audit Replication safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Audit Replication use?

Audit Replication has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Audit Replication use?

About 984 tokens (SKILL.md is roughly 3.9k 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 Audit Replication?

Skills that share tags, products or a category with Audit Replication: Audit Reproducibility (pedrohcgs/claude-code-my-workflow, 1.6k stars), Ectheory Replication And Data Policy (franklee16/academic-research-skills, 223 stars), Qe Replication And Data Policy (franklee16/academic-research-skills, 223 stars) and Referee2 (scunning1975/MixtapeTools, 470 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Audit Replication?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,529 GitHub stars. The repository holds 364 skills in this directory. The repository was last updated on October 5, 2026.

Source: brycewang-stanford/Auto-Empirical-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.

Install Audit Replication

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Compare with similar skills

Similar skills

More from brycewang-stanford/Auto-Empirical-Research-Skills

Related

Questions about Audit Replication