colm-reproducibility
95 / 100 · Low risk
Fine to try.
Use when hardening a COLM paper's reproducibility story — pinning open-weight checkpoints and tokenizers, handling API-model drift and deprecation honestly, versioning evaluation harnesses and prompts, disclosing compute, and writing availability statements that distinguish what is releasable from what is not.
What this skill can do
Runs commands on your computer
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'colm-reproducibility' ] || [ -L ~/.agents/skills/'colm-reproducibility' ]; then echo 'A skill folder named colm-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 "$d" checkout --quiet '932eb23331721b16e967c59f093781be1928b498' -- 'COLM-Skills/skills/colm-reproducibility' && mkdir -p ~/.agents/skills && cp -R "$d"/'COLM-Skills/skills/colm-reproducibility' ~/.agents/skills/'colm-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/'colm-reproducibility' ~/.claude/skills/'colm-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
[](https://zalavijaysinh.github.io/skilltrust/repos/brycewang-stanford/Awesome-Journal-Skills/)
Score history
| Date | Version | Score |
|---|---|---|
| 2026-11-08 | 932eb23 | 95 |
| 2026-11-07 | 932eb23 | 95 |