← All skills

wsdm-reproducibility

100 / 100 · Low risk

Fine to try.

By brycewang-stanford/Awesome-Journal-Skills (GitHub) · research · 1,416 stars · scanned at commit 932eb23

Use when hardening the reproducibility of a WSDM paper built on logs, graphs, or user-interaction data - provenance of behavioral datasets, temporal split discipline, click-bias assumptions, seed and variance reporting, privacy-preserving release, and honesty tiers for results no outsider can rerun.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'wsdm-reproducibility' ] || [ -L ~/.agents/skills/'wsdm-reproducibility' ]; then echo 'A skill folder named wsdm-reproducibility already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/brycewang-stanford/Awesome-Journal-Skills' "$d" && git -C "$d" checkout --quiet '932eb23331721b16e967c59f093781be1928b498' -- 'WSDM-Skills/skills/wsdm-reproducibility' && mkdir -p ~/.agents/skills && cp -R "$d"/'WSDM-Skills/skills/wsdm-reproducibility' ~/.agents/skills/'wsdm-reproducibility' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'wsdm-reproducibility' ~/.claude/skills/'wsdm-reproducibility' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for brycewang-stanford/Awesome-Journal-Skills shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/brycewang-stanford/Awesome-Journal-Skills.svg)](https://zalavijaysinh.github.io/skilltrust/repos/brycewang-stanford/Awesome-Journal-Skills/)

Score history