Run a full 6-phase autonomous replication of a biomedical/epidemiology paper against UK Biobank or similar cohort data, producing Python and R scripts plus a validated replication report.

Custom licenceAuto-check: notesDocuments & Office

Install Replicate Paper

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill replicate-paper -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills replicate-paper --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/28-maxwell2732-paper-replicate-agent-demo/dot-claude/skills/replicate-paper .claude/skills/replicate-paper && 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/

Facts

Skill name
replicate-paper
GitHub stars
4.5k
Token cost
~1.9k tokens
SKILL.md length
524 words
Files
1
Skills in repo
364
Repo updated
First seen
Licence
Custom licence

At a glance

Run a full 6-phase autonomous replication of a biomedical/epidemiology paper against UK Biobank or similar cohort data, producing Python and R scripts plus a validated replication report.

  • Works in 6 steps: Intake → Data Audit → Code Analysis → …
  • Asked to replicate a paper end-to-end
  • SKILL.md covers Invocation, The 6-Phase Pipeline, Quality Gate and Failure Modes & Recovery
  • Calls git and python

What it does

Replicate Paper is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Run a full 6-phase autonomous replication of a biomedical/epidemiology paper against UK Biobank or similar cohort data, producing Python and R scripts plus a validated replication report. Use when asked to replicate a paper end-to-end, or when invoked as /replicate-paper [paper.pdf] [data.csv|dta].

Its SKILL.md is about 1.9k 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 Documents & Office, covering Database administration, CSV and tabular files and PDF. 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

  • Asked to replicate a paper end-to-end
  • Invoked as /replicate-paper [paper.pdf] [data.csv|dta]

Example prompts

  • “/replicate-paper”

Requirements

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

Workflow steps

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

  1. Intake
  2. Data Audit
  3. Code Analysis
  4. Translation
  5. Validation
  6. Report

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
    • Write
    • Edit
    • Bash
    • Glob
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git
    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.

    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

Replicate Paper loads about 1.9k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 524 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~79
When it runs · the whole SKILL.md, loaded when a task matches
~1.9k

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, Write, Edit, Bash, Glob, Grep

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 524 words (~1,888 tokens).

“Trigger: /replicate-paper [paper.pdf] [data.csv|dta] or "replicate this paper"”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
replicate-paper
allowed-tools
Read, Write, Edit, Bash, Glob, Grep

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/28-maxwell2732-paper-replicate-agent-demo/dot-claude/skills/replicate-paper of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Replicate Paper 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.

Replicate Paper compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Replicate Paper this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~1.9kAutomated safety check: NotesCustom licence
Instrument Data To Allotropeaws-samples/amazon-bedrock-agents-healthcare-lifesciences2742 repos~2.7kAutomated safety check: PassApache-2.0
Cc Streaming Export Safetydoccker/cc-use-exp1.1k—~2.2kAutomated safety check: PassCustom licence
Markdown Exporterbowenliang123/markdown-exporter2711 repos~5.3kAutomated safety check: PassApache-2.0
Streaming Export Safetydoccker/cc-use-exp1.1k—~1.9kAutomated safety check: PassCustom licence
Vulnerability CSV Reportingbenchflow-ai/skillsbench1.8k—~3kAutomated safety check: PassApache-2.0

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Works with

Questions about Replicate Paper

What does Replicate Paper do?

Run a full 6-phase autonomous replication of a biomedical/epidemiology paper against UK Biobank or similar cohort data, producing Python and R scripts plus a validated replication report. Replicate Paper is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Run a full 6-phase autonomous replication of a biomedical/epidemiology paper against UK Biobank or similar cohort data, producing Python and R scripts plus a validated replication report.

When should I use Replicate Paper?

Replicate Paper fits situations like: asked to replicate a paper end-to-end; invoked as /replicate-paper [paper.pdf] [data.csv|dta].

How do I install Replicate Paper in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill replicate-paper -a claude-code`. Or copy the skill folder (skills/28-maxwell2732-paper-replicate-agent-demo/dot-claude/skills/replicate-paper in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/replicate-paper in your project. Claude Code loads it when a task matches its description.

How do I install Replicate Paper in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill replicate-paper -a codex`. Or copy the skill folder (skills/28-maxwell2732-paper-replicate-agent-demo/dot-claude/skills/replicate-paper in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/replicate-paper in your project. Codex loads it when a task matches its description.

Can I use Replicate Paper 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 replicate-paper -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/replicate-paper, .gemini/skills/replicate-paper, .github/skills/replicate-paper and .opencode/skills/replicate-paper in your project.

What does Replicate Paper need to run?

Going by SKILL.md and its folder, Replicate Paper needs the command-line tools its instructions call (git and python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash, Glob, Grep.

Does Replicate Paper access the network?

SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Replicate Paper 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 Replicate Paper use?

Replicate Paper 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 Replicate Paper use?

About 1.9k tokens (SKILL.md is roughly 7.6k 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 Replicate Paper?

Skills that share tags, products or a category with Replicate Paper: Instrument Data To Allotrope (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), Cc Streaming Export Safety (doccker/cc-use-exp, 1.1k stars), Markdown Exporter (bowenliang123/markdown-exporter, 271 stars) and Streaming Export Safety (doccker/cc-use-exp, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Replicate Paper?

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.