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clarity-concreteness

100 / 100 · Low risk

Fine to try.

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

Use on a survey question that the writer thinks is clear but could be ambiguous. Triggers: "make this clearer" / "this question feels vague" / "respondents may misread" / "fix the wording" / "rewrite this survey item to be unambiguous" / "what do you mean by 'the market'?" / "respondents are answering something else". Source mechanism: Kahneman & Frederick's attribute substitution. When respondents don't understand, they don't say "I don't know" — they answer the clearest *related* question the…

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/'clarity-concreteness' ] || [ -L ~/.agents/skills/'clarity-concreteness' ]; then echo 'A skill folder named clarity-concreteness 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 "$d" checkout --quiet '9a4b2db21fc4b217136ae4a0e6faad42d179ca03' -- 'running-surveys-experiments/clarity-concreteness' && mkdir -p ~/.agents/skills && cp -R "$d"/'running-surveys-experiments/clarity-concreteness' ~/.agents/skills/'clarity-concreteness' && 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/'clarity-concreteness' ~/.claude/skills/'clarity-concreteness' (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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