← All skills

ml-experiment-standards

100 / 100 · Low risk

Fine to try.

By muend/geoai-skills (GitHub) · coding · 45 stars · scanned at commit 19937ce

Always invoke for training, validating, tuning, benchmarking, or claiming readiness of a predictive model. Covers leakage audits, spatial and grouped splits, metrics, reproducibility, and honest reporting. Invoke especially when spatial dependence, split design, or deployment geography is unknown; uncertainty is a reason to use this skill. Do not trigger for descriptive EDA or non-predictive statistical inference.

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/'ml-experiment-standards' ] || [ -L ~/.agents/skills/'ml-experiment-standards' ]; then echo 'A skill folder named ml-experiment-standards already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/muend/geoai-skills' "$d" && git -C "$d" checkout --quiet '19937ce14c7d60d764732cc2688c6a3dd92f6d0e' -- 'skills/ml-experiment-standards' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/ml-experiment-standards' ~/.agents/skills/'ml-experiment-standards' && 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/'ml-experiment-standards' ~/.claude/skills/'ml-experiment-standards' (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 muend/geoai-skills shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/muend/geoai-skills.svg)](https://zalavijaysinh.github.io/skilltrust/repos/muend/geoai-skills/)

Score history