Agent skill

Scholar Replication

by joshzyj in joshzyj/open-scholar-skill

Build, document, test, and validate a journal-ready replication package for social science research.

Custom licenceAuto-check passedDatabases

Install Scholar Replication

skills CLI
$ npx skills add joshzyj/open-scholar-skill --skill scholar-replication -a claude-code

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

GitHub CLI
$ gh skill install joshzyj/open-scholar-skill scholar-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/joshzyj/open-scholar-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/scholar-replication .claude/skills/scholar-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/

Facts

Skill name
scholar-replication
GitHub stars
168
Token cost
~19k tokens
SKILL.md length
2,828 words
Files
2 (incl. references)
Skills in repo
30
Repo updated
First seen
Licence
Custom licence

At a glance

Build, document, test, and validate a journal-ready replication package for social science research.

  • Works in 7 steps: Argument Parsing & Inventory → BUILD — Assemble Replication Package → DOCUMENT — Comprehensive Documentation → …
  • Tasks that involve Database administration
  • SKILL.md covers ABSOLUTE RULE — NEVER…, Step 0: Argument Parsing &…, Step 1: BUILD — Assemble… and Step 2: DOCUMENT —…, plus 1 more section
  • Calls git, bash and make; reaches zenodo.org and creativecommons.org

What it does

Scholar Replication is an agent skill from joshzyj/open-scholar-skill. Build, document, test, and validate a journal-ready replication package for social science research. Six modes: (1) BUILD — assemble scripts, data, documentation into structured replication directory from output/[slug]/scripts/ and project artifacts; (2) DOCUMENT — generate comprehensive README (AEA template), codebook, data dictionary, computational requirements, dependency graph; (3) TEST — execute clean-run validation in isolated environment (fresh renv/conda, Docker optional), compare reproduced outputs…

Its SKILL.md is about 19k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/replication-standards.md`).

It sits in Databases, covering Database administration, Econometrics and empirical research and Speech recognition and synthesis. It works with Docker and GitHub. The repository describes itself as: Open scholar skill, a claude code plugin, for academic research.

When your agent uses it

  • Tasks that involve Database administration
  • Tasks that involve Econometrics and empirical research
  • Tasks that involve Speech recognition and synthesis

Example prompts

  • “/scholar-replication”

Requirements

  • Python 3
  • Docker

Workflow steps

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

  1. Argument Parsing & Inventory
  2. BUILD — Assemble Replication Package
  3. DOCUMENT — Comprehensive Documentation
  4. TEST — Clean-Run Validation
  5. VERIFY — Paper-to-Code Correspondence
  6. ARCHIVE — Repository Deposit & DOI
  7. Save Output

What it can do on your machine

Read from SKILL.md and the folder at commit 6e5ac8e. 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

    Shell commands in SKILL.md call:

    • git
    • bash
    • make
    • docker
    • conda
    • python
    • jq
    • pip
    • huggingface-cli

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • zenodo.org
    • creativecommons.org
    • orcid.org
    • cran.r-project.org
    • doi.org

    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

Scholar Replication loads about 19k tokens when it runs, and up to ~24k if it reads all its reference files. Until then it costs about 242 tokens; SKILL.md has 2,828 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~242
When it runs · the whole SKILL.md, loaded when a task matches
~19k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~24k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 2,828 words (~18,542 tokens).

“Load the full verification protocol on first use:”

— opening of SKILL.md by joshzyj, Custom licence
name
scholar-replication
tools
Read, Write, Bash, WebSearch, Glob, Grep
argument-hint
[BUILD|DOCUMENT|TEST|VERIFY|ARCHIVE|FULL] [project description or journal name]
user-invocable
true

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (references) in .claude/skills/scholar-replication of joshzyj/open-scholar-skill.

  • SKILL.md
  • references/replication-standards.md

Open the folder on GitHubat commit 6e5ac8e

Compare with similar skills

Scholar 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.

Scholar Replication compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Scholar Replication this skilljoshzyj/open-scholar-skill168—~19kAutomated safety check: PassCustom licence
Joe Replication And Data Policyfranklee16/academic-research-skills2231 repos~986Automated safety check: PassNone
Restat Replication Packagebrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT
Rof Replication And Data Policybrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Jape Literature Positioningfranklee16/academic-research-skills2231 repos~572Automated safety check: PassNone
Ectj Literature Positioningbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT

Similar skills

  • Joe Replication And Data Policy

    franklee16/academic-research-skills

    A skill your agent uses to prepare code and data materials for a Journal of Econometrics (JoE) submission under Elsevier's data-citation and availability norms, including reproducible Monte Carlo…

    223 GitHub starsUsed in 1 repo~986 tokens
    Research & ScienceAuto-check passed
  • Restat Replication Package

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when assembling the data-and-code replication package for a The Review of Economics and Statistics (REStat) manuscript under the journal's Data and Code Availability Policy —…

    1.2k GitHub stars~1.2k tokensUpdated 12 days ago
    Research & ScienceAuto-check passed
  • Rof Replication And Data Policy

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when preparing the Review of Finance (RoF) replication package — code, data, pseudo-datasets for proprietary sources such as Datastream or Bankscope, log files, the Data…

    1.2k GitHub stars~1.4k tokensUpdated 12 days ago
    DatabasesAuto-check passed
  • Jape Literature Positioning

    franklee16/academic-research-skills

    A skill your agent uses when positioning a Journal of Applied Econometrics (JAE) manuscript against prior work — applied-econometrics precedent, the methods you apply, and JAE's own corpus and Data…

    223 GitHub starsUsed in 1 repo~572 tokens
    Research & ScienceAuto-check passed
  • Ectj Literature Positioning

    brycewang-stanford/Awesome-Journal-Skills

    A skill your agent uses when positioning a The Econometrics Journal (EctJ) paper against econometric theory, applied econometrics, statistics, and machine-learning literatures while keeping the…

    1.2k GitHub stars~1.2k tokensUpdated 12 days ago
    Research & ScienceAuto-check passed
  • Jape Replication And Data Policy

    franklee16/academic-research-skills

    A skill your agent uses when assembling the mandatory JAE Data Archive deposit for an accepted Journal of Applied Econometrics paper — plain-ASCII/CSV data with a readme, the programs that replicate…

    223 GitHub starsUsed in 1 repo~671 tokens
    DatabasesAuto-check passed

More from joshzyj/open-scholar-skill

All 30 skills in this repo
  • Scholar Annotate

    joshzyj/open-scholar-skill

    Turn unstructured text into validated, structured variables at corpus scale with LLMs: codebook design, dev/gold-set construction, DSPy prompt optimization, a hard reliability gate (Cohen κ ≥ 0.70)…

    168 GitHub stars~4.6k tokensUpdated 21 days ago
    Auto-check passed
  • Scholar Auto Research

    joshzyj/open-scholar-skill

    Stable, deterministic social-science research-paper pipeline from idea or data to verified manuscript, citations, replication package, and final md/docx/tex/pdf outputs.

    168 GitHub stars~21k tokensUpdated 21 days ago
    Auto-check passed
  • Scholar RAG

    joshzyj/open-scholar-skill

    Build and query a local vector database + GraphRAG over your entire reference library (Zotero or a PDF folder) for literature review.

    168 GitHub stars~7.4k tokensUpdated 21 days ago
    Auto-check: notes
  • Scholar Causal

    joshzyj/open-scholar-skill

    Comprehensive causal inference toolkit for social science research.

    168 GitHub stars~10k tokensUpdated 21 days ago
    Auto-check passed
  • Scholar Data

    joshzyj/open-scholar-skill

    Comprehensive open data directory (100+ datasets across 14 categories) with auto-fetch capability, plus data collection instrument design, variable dictionaries, data management, IRB materials, and…

    168 GitHub stars~23k tokensUpdated 21 days ago
    Auto-check: notes
  • Scholar Eda

    joshzyj/open-scholar-skill

    Conduct exploratory data analysis (EDA) before hypothesis testing.

    168 GitHub stars~12k tokensUpdated 21 days ago
    Auto-check passed

Works with

Questions about Scholar Replication

What does Scholar Replication do?

Build, document, test, and validate a journal-ready replication package for social science research. Scholar Replication is an agent skill from joshzyj/open-scholar-skill. Build, document, test, and validate a journal-ready replication package for social science research.

When should I use Scholar Replication?

Scholar Replication fits situations like: tasks that involve Database administration; tasks that involve Econometrics and empirical research; tasks that involve Speech recognition and synthesis.

How do I install Scholar Replication in Claude Code?

Run `npx skills add joshzyj/open-scholar-skill --skill scholar-replication -a claude-code`. Or copy the skill folder (.claude/skills/scholar-replication in joshzyj/open-scholar-skill) into .claude/skills/scholar-replication in your project. Claude Code loads it when a task matches its description.

How do I install Scholar Replication in Codex?

Run `npx skills add joshzyj/open-scholar-skill --skill scholar-replication -a codex`. Or copy the skill folder (.claude/skills/scholar-replication in joshzyj/open-scholar-skill) into .agents/skills/scholar-replication in your project. Codex loads it when a task matches its description.

Can I use Scholar 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 joshzyj/open-scholar-skill --skill scholar-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/scholar-replication, .gemini/skills/scholar-replication, .github/skills/scholar-replication and .opencode/skills/scholar-replication in your project.

What does Scholar Replication need to run?

Going by SKILL.md and its folder, Scholar Replication needs the command-line tools its instructions call (git, bash, make, docker, conda and python). Our summary lists: Python 3; Docker.

Does Scholar Replication access the network?

SKILL.md names 5 domains. In commands or code: zenodo.org, creativecommons.org, orcid.org, cran.r-project.org and doi.org; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Scholar Replication 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 Scholar Replication use?

Scholar 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 Scholar Replication use?

About 19k tokens (SKILL.md is roughly 74k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.8k tokens, read only when the agent opens those files.

What are the alternatives to Scholar Replication?

Skills that share tags, products or a category with Scholar Replication: Joe Replication And Data Policy (franklee16/academic-research-skills, 223 stars), Restat Replication Package (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Rof Replication And Data Policy (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Jape Literature Positioning (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.

Who maintains Scholar Replication?

joshzyj (a GitHub user) maintains it in joshzyj/open-scholar-skill, which has 168 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on September 18, 2026.

Source: joshzyj/open-scholar-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.