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diagnosing-ml-failures

100 / 100 · Low risk

Fine to try.

By aiopshwang/data-analysis-ml-agent-skills (GitHub) · data · 21 stars · scanned at commit 82a1dc2

Isolate the root cause of ML performance drops, inconsistent evaluations, prediction errors, and training-serving mismatches across data, labels, splits, pipelines, models, metrics, and runtime behavior. Use when investigating a reproducible failure or regression, not routine model selection or general performance validation.

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/'diagnosing-ml-failures' ] || [ -L ~/.agents/skills/'diagnosing-ml-failures' ]; then echo 'A skill folder named diagnosing-ml-failures already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/aiopshwang/data-analysis-ml-agent-skills' "$d" && git -C "$d" checkout --quiet '82a1dc2c7a9f40a052b20f32dcb805d86132f29b' -- 'skills/diagnosing-ml-failures' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/diagnosing-ml-failures' ~/.agents/skills/'diagnosing-ml-failures' && 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/'diagnosing-ml-failures' ~/.claude/skills/'diagnosing-ml-failures' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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