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lookdev-auto

100 / 100 · Low risk

Fine to try.

By boisenoise/skills-collections (GitHub) · media · 12 stars · scanned at commit 419c39f

Automated visual tuning: a vision or video model rates rendered variants in a loop. Render several labeled variants into one artifact, ask the model to rate them and suggest better values, render the suggestions, ask it to pick the best, repeat until good — the model is the eye, you run the loop.

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/'lookdev-auto' ] || [ -L ~/.agents/skills/'lookdev-auto' ]; then echo 'A skill folder named lookdev-auto already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/boisenoise/skills-collections' "$d" && git -C "$d" checkout --quiet '419c39fde874b8baecbb36a397b967e0190a2ece' -- 'skills/antigravity-lookdev-auto' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/antigravity-lookdev-auto' ~/.agents/skills/'lookdev-auto' && 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/'lookdev-auto' ~/.claude/skills/'lookdev-auto' (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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Score history

DateVersionScore
2026-11-12419c39f100
2026-11-085fe45e5100
2026-11-06b89b2f5100