Reproducible Pipelines
brycewang-stanford/Auto-Empirical-Research-Skills
This skill covers reproducible research pipelines and replication packages.
Assemble a submission-ready replication package to the AEA Data and Code Availability Standard (DCAS) / openICPSR / Social Science Reproduction Platform expectations — standard replication README…
$ npx skills add pedrohcgs/claude-code-my-workflow --skill replication-package -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pedrohcgs/claude-code-my-workflow 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/pedrohcgs/claude-code-my-workflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/replication-package .claude/skills/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 "replication-package" agent skill from https://github.com/pedrohcgs/claude-code-my-workflow/tree/main/.claude/skills/replication-package into .claude/skills/replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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/pedrohcgs/claude-code-my-workflow/tree/main/.claude/skills/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 pedrohcgs/claude-code-my-workflow --skill replication-package -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pedrohcgs/claude-code-my-workflow replication-package --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pedrohcgs/claude-code-my-workflow.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/replication-package .agents/skills/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 "replication-package" agent skill from https://github.com/pedrohcgs/claude-code-my-workflow/tree/main/.claude/skills/replication-package into .agents/skills/replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 pedrohcgs/claude-code-my-workflow --skill replication-package -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pedrohcgs/claude-code-my-workflow replication-package --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pedrohcgs/claude-code-my-workflow.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/replication-package .cursor/skills/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 "replication-package" agent skill from https://github.com/pedrohcgs/claude-code-my-workflow/tree/main/.claude/skills/replication-package into .cursor/skills/replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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/pedrohcgs/claude-code-my-workflow.git --path .claude/skills/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 pedrohcgs/claude-code-my-workflow --skill replication-package -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pedrohcgs/claude-code-my-workflow replication-package --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pedrohcgs/claude-code-my-workflow.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/replication-package .gemini/skills/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 "replication-package" agent skill from https://github.com/pedrohcgs/claude-code-my-workflow/tree/main/.claude/skills/replication-package into .gemini/skills/replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 pedrohcgs/claude-code-my-workflow 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 pedrohcgs/claude-code-my-workflow --skill replication-package -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pedrohcgs/claude-code-my-workflow.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/replication-package .github/skills/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 "replication-package" agent skill from https://github.com/pedrohcgs/claude-code-my-workflow/tree/main/.claude/skills/replication-package into .github/skills/replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 pedrohcgs/claude-code-my-workflow --skill 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 pedrohcgs/claude-code-my-workflow replication-package --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pedrohcgs/claude-code-my-workflow.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/replication-package .opencode/skills/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 "replication-package" agent skill from https://github.com/pedrohcgs/claude-code-my-workflow/tree/main/.claude/skills/replication-package into .opencode/skills/replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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.
replication-packageAssemble a submission-ready replication package to the AEA Data and Code Availability Standard (DCAS) / openICPSR / Social Science Reproduction Platform expectations — standard replication README…
Replication Package is an agent skill from 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, dataset manifest, computational-requirements capture, a Table/Figure → script:line map, and a confidential-data deposit plan. Use when user says "build the replication package", "prepare the openICPSR deposit", "make the AEA data and code package", "DCAS compliance", "assemble the deposit for the journal", or after a…
Its SKILL.md is about 2.8k 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: A ready-to-fork Claude Code template for academics using LaTeX/Beamer + R. Multi-agent review, quality gates, adversarial QA, and replication protocols. The licence is MIT.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit ae72617. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobWriteBashAgentTaskFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
pippythonFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
datacodestandard.orgsocialsciencereproduction.orgFrom 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.
Replication Package loads about 2.8k tokens when it runs. Until then it costs about 176 tokens; SKILL.md has 1,052 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, Grep, Glob, Write, Bash, Agent, TaskAutomated 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 pedrohcgs/claude-code-my-workflow at commit ae72617, republished under its MIT licence (© pedrohcgs). 1,052 words, ~2,777 tokens.
.claude/skills/replication-package/SKILL.md (or your agent's skills folder).Produce the deposit an economist hands a journal at acceptance: a directory tree (data/, code/, output/, README) plus a DCAS compliance checklist, built to the AEA Data and Code Availability Standard, openICPSR deposit expectations, and the Social Science Reproduction Platform reproduction protocol. This skill moves the repo from auditing reproducibility to producing the deposit — /audit-reproducibility proves the numbers; this skill packages everything a third party needs to regenerate them from scratch.
Core principle: the package is reproducible by a stranger with the data and the README — no tacit knowledge, no "ask the author" steps. Every table and figure maps to the exact script and line that produces it.
$0 — path to the manuscript (.tex, .qmd, .md, .pdf). Required (the source of the Table/Figure inventory).$1 — outputs directory. Defaults to output/, where every language's pipeline writes. Recognised alternative: _targets/objects/. If output/ does not exist but a pre-v2.6 scripts/<lang>/_outputs/ does, use that and say so.scripts/R/*.R (+ renv.lock / DESCRIPTION), scripts/stata/*.do, scripts/python/*.py (+ requirements.txt / environment.yml / pyproject.toml). A project may be polyglot — record all detected languages.$1) and the one-command entry point (00_run_all.R, 99_run_all.do, run.py, Makefile). If none exists, flag it — DCAS requires a single master script.quality_reports/passports/<paper-slug>.yaml exists, load it; its claims: entries are the authoritative Table/Figure → source_file:source_line map for Phase 1.Write replication_package/README.md (the AEA template, fields below). Leave a [FILL] marker on any field you cannot infer — never fabricate a data source or license.
filename | description | source (URL/citation) | access (public / DUA / purchase) | license | provided in package? (Y/N).Exhibit | Program | Line | Output file. Read from the passport if present; otherwise grep the manuscript for \input{} / \includegraphics{} and trace each to the producing script. This map is what a reproducer follows; it is the heart of the package.Generate the dependency lockfile(s) and an environment snapshot for each detected language. Prefer /capture-environment if available; otherwise produce them directly:
renv::snapshot() → renv.lock; sessionInfo() → output/sessionInfo.txt.pip freeze → requirements.txt (or export the conda environment.yml); record python --version.creturn list / about / the which list → output/sessionInfo_stata.txt, the environment record the Stata convention requires; confirm every .do pins version NN (per stata-code-conventions.md).Dockerfile pinning the base image + language version.Run /audit-reproducibility $0 $1 (passport-aware if the YAML exists).
Create the deposit skeleton (copy/symlink real files where they exist; leave [FILL] placeholders otherwise):
replication_package/
├── README.md # Phase 1
├── data/
│ ├── raw/ # as-obtained (or a pointer + DUA note if restricted)
│ └── analysis/ # constructed analysis files
├── code/ # numbered scripts + master script (00_run_all.* / 99_run_all.do)
└── output/ # tables/, figures/, logs/, sessionInfo.txt (R) / sessionInfo_stata.txt (Stata), renv.lock / requirements.txtThen emit the DCAS compliance checklist (replication_package/DCAS_checklist.md): Data Availability Statement present · every dataset has source + access + license · master script present and one-command · computational requirements stated · every Table/Figure mapped to program:line · no absolute/machine-specific paths in code · seeds set for any stochastic step · license file (a code license such as BSD/MIT + a data-usage statement). Mark each PASS / FAIL / [FILL].
Per .claude/rules/confidential-data.md, scan the manifest for restricted, proprietary, or PII-bearing inputs (administrative records, IRS/Census RDC, proprietary panels, linked health data).
replication_package/data/. Replace it with a pointer: the provider, the application/DUA process, the access cost, and the expected wait time.replication_package/data/access-restricted-data.md — the access-restricted-data note a reproducer follows to obtain the same inputs.output/.Write quality_reports/replication_package_[paper-slug].md:
# Replication Package: [Paper Title]
**Date:** [YYYY-MM-DD] **Languages:** [R / Stata / Python] **Deposit target:** [openICPSR / Zenodo / Dataverse]
## DCAS checklist
| Item | Status |
|---|---|
| Data Availability Statement | PASS / FAIL / [FILL] |
| Dataset manifest (source · access · license) | ... |
| One-command master script | ... |
| Computational requirements | ... |
| Table/Figure → program:line map | ... |
| No machine-specific paths · seeds set | ... |
| Reproducibility audit (Phase 3) | PASS / EXPLAINED-only / FAIL (blocker) |
| Confidential-data note (if applicable) | ... |
## Skeleton built at
replication_package/ (tree + README + checklist)
## Open [FILL] items
[one line per unresolved field][FILL]) and audit PASS/EXPLAINED-only: exit 0; print the tree location and any [FILL] items for the author to complete..claude/rules/replication-protocol.md — tolerance contract + passport schema (the upstream verification this skill packages)..claude/skills/audit-reproducibility/SKILL.md — the Phase 3 gate; proves claims reproduce..claude/rules/confidential-data.md — restricted-data deposit rules driving Phase 5.templates/passport-template.yaml — source of the Table/Figure → program:line map when present..claude/skills/data-analysis/SKILL.md · .claude/skills/stata-replication/SKILL.md — the R / Stata pipelines whose outputs this skill packages..claude/skills/simulation-study/SKILL.md — seeded Monte Carlo outputs are packaged the same way (seeds + per-rep raw results belong in output/)..claude/skills/preregister/SKILL.md — for RCTs, the PAP belongs in the deposit alongside the analysis./audit-reproducibility (called in Phase 3). This skill packages a verified result; it blocks rather than re-derives on FAIL./review-paper question. A reproducible package can still house a flawed design.© pedrohcgs, 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 .claude/skills/replication-package of pedrohcgs/claude-code-my-workflow.
Open the folder on GitHubat commit ae72617
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 |
|---|---|---|---|---|---|---|
| Replication Package this skillpedrohcgs/claude-code-my-workflow | 1.6k | — | ~2.8k | 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 | 167 | — | ~14k | Automated safety check: Pass | Custom licence | |
| Ecta Replication Packagefranklee16/academic-research-skills | 223 | 1 repos | ~1.8k | Automated safety check: Pass | None | |
| Ectheory Replication And Data Policyfranklee16/academic-research-skills | 223 | 1 repos | ~983 | Automated safety check: Pass | None |
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…
franklee16/academic-research-skills
A skill your agent uses to handle reproducibility and the supplementary-material file for an Econometric Theory (ET) paper — ET has no mandatory data/code archive (theory journal); the relevant…
franklee16/academic-research-skills
A skill your agent uses to assemble a Quantitative Economics (QE) replication package that passes the Econometric Society Data Editor's pre-acceptance reproducibility check — raw data, code…
pedrohcgs/claude-code-my-workflow
Adversarial 5-7 question challenge to a deck's pedagogical choices — ordering, prerequisites, cognitive load, motivation.
pedrohcgs/claude-code-my-workflow
Qualify a check before it is allowed to clear anything — prove it can detect the failure it is meant to catch.
pedrohcgs/claude-code-my-workflow
Compile a Beamer LaTeX slide deck with XeLaTeX (3 passes + bibtex).
pedrohcgs/claude-code-my-workflow
Show current context status and session health. An agent skill from pedrohcgs/claude-code-my-workflow.
pedrohcgs/claude-code-my-workflow
Snapshot the computational environment for a replication package — detects the analysis stack (R / Stata / Python) and emits the right lockfiles (renv.lock + sessionInfo.txt, requirements.txt /…
pedrohcgs/claude-code-my-workflow
Save a structured state snapshot before stopping or handing off.
Categories
Assemble a submission-ready replication package to the AEA Data and Code Availability Standard (DCAS) / openICPSR / Social Science Reproduction Platform expectations — standard replication README…. Replication Package is an agent skill from 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, dataset manifest, computational-requirements capture, a Table/Figure → script:line map, and a confidential-data deposit plan.
Replication Package fits situations like: user says build the replication package; prepare the openICPSR deposit; make the AEA data and code package; DCAS compliance.
Run `npx skills add pedrohcgs/claude-code-my-workflow --skill replication-package -a claude-code`. Or copy the skill folder (.claude/skills/replication-package in pedrohcgs/claude-code-my-workflow) into .claude/skills/replication-package in your project. Claude Code loads it when a task matches its description.
Run `npx skills add pedrohcgs/claude-code-my-workflow --skill replication-package -a codex`. Or copy the skill folder (.claude/skills/replication-package in pedrohcgs/claude-code-my-workflow) into .agents/skills/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 pedrohcgs/claude-code-my-workflow --skill 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/replication-package, .gemini/skills/replication-package, .github/skills/replication-package and .opencode/skills/replication-package in your project.
Going by SKILL.md and its folder, Replication Package needs the command-line tools its instructions call (pip and python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Bash, Agent, Task.
SKILL.md names 2 domains. As links in the text: datacodestandard.org and socialsciencereproduction.org. This is read from the text; nothing was executed.
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.
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 2.8k tokens (SKILL.md is roughly 11k 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 Replication Package: Reproducible Pipelines (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Audit Replication (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Scholar Open (joshzyj/open-scholar-skill, 167 stars) and Ecta Replication Package (franklee16/academic-research-skills, 223 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
pedrohcgs (a GitHub user) maintains it in pedrohcgs/claude-code-my-workflow, which has 1,639 GitHub stars. The repository holds 59 skills in this directory. The repository was last updated on September 27, 2026.
Source: pedrohcgs/claude-code-my-workflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.