← All skills

annotator-input-parity-check

100 / 100 · Low risk

Fine to try.

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

Before designing, training, or auditing ANY model that replicates human-annotated labels, audit the annotation protocol's INPUT — the exact document/evidence the human labelers consulted — and give the model that same input. Use when: (1) designing a classifier/LLM extractor whose target is a hand-coded label set, (2) a label-replication model shows low recall concentrated in a label subset and the diagnosis on offer is "the label's information is not in the features", (3) reviewers propose con…

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/'annotator-input-parity-check' ] || [ -L ~/.agents/skills/'annotator-input-parity-check' ]; then echo 'A skill folder named annotator-input-parity-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 "$d" checkout --quiet '28d6f6445e745711fc64a4faeebca35eac1b2b02' -- 'plugins/applied-micro/skills/annotator-input-parity-check' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/applied-micro/skills/annotator-input-parity-check' ~/.agents/skills/'annotator-input-parity-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/'annotator-input-parity-check' ~/.claude/skills/'annotator-input-parity-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