← All skills

quality-checks-diagnosis

100 / 100 · Low risk

Fine to try.

By franklee16/academic-research-skills (GitHub) · design · 234 stars · scanned at commit 9a4b2db

Use when designing or interpreting survey checks — especially when the user can't tell which check to use. Triggers: "should I add attention checks?" / "how many attention checks?" / "is this a manipulation check?" / "what's the difference between comprehension and attention check?" / "my respondents are failing checks, what do I do?" / "I need to verify my experimental manipulation worked". Three diagnostic instruments get conflated: attention check (is respondent paying attention?), comprehen…

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/'quality-checks-diagnosis' ] || [ -L ~/.agents/skills/'quality-checks-diagnosis' ]; then echo 'A skill folder named quality-checks-diagnosis already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/franklee16/academic-research-skills' "$d" && git -C "$d" checkout --quiet '9a4b2db21fc4b217136ae4a0e6faad42d179ca03' -- 'running-surveys-experiments/quality-checks-diagnosis' && mkdir -p ~/.agents/skills && cp -R "$d"/'running-surveys-experiments/quality-checks-diagnosis' ~/.agents/skills/'quality-checks-diagnosis' && 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/'quality-checks-diagnosis' ~/.claude/skills/'quality-checks-diagnosis' (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 franklee16/academic-research-skills shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/franklee16/academic-research-skills.svg)](https://zalavijaysinh.github.io/skilltrust/repos/franklee16/academic-research-skills/)

Score history