← All skills

llm-gold-bound-failure-check

100 / 100 · Low risk

Fine to try.

By kennethkhoocy/applied-micro-skills (GitHub) · coding · 20 stars · scanned at commit 28d6f64

Diagnose whether an LLM classifier's validation-gate failure is GOLD-BOUND before spending on prompt revision or model changes. Use when: (1) a scoring pipeline over-predicts a label (precision low, recall high) and a prompt clarification is proposed to tighten it, (2) a pilot/validation gate fails and the fix candidates are prompt edits, (3) inter-rater agreement on the weak label was already low (κ < ~0.6). Core check: if gold POSITIVES share the exact feature the revision would exclude, no p…

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/'llm-gold-bound-failure-check' ] || [ -L ~/.agents/skills/'llm-gold-bound-failure-check' ]; then echo 'A skill folder named llm-gold-bound-failure-check already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/kennethkhoocy/applied-micro-skills' "$d" && git -C "$d" checkout --quiet '28d6f6445e745711fc64a4faeebca35eac1b2b02' -- 'plugins/applied-micro/skills/llm-gold-bound-failure-check' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/applied-micro/skills/llm-gold-bound-failure-check' ~/.agents/skills/'llm-gold-bound-failure-check' && 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/'llm-gold-bound-failure-check' ~/.claude/skills/'llm-gold-bound-failure-check' (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 kennethkhoocy/applied-micro-skills shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/kennethkhoocy/applied-micro-skills.svg)](https://zalavijaysinh.github.io/skilltrust/repos/kennethkhoocy/applied-micro-skills/)

Score history