OpenAgentSkill Registry Manifest Skill: anti-slop-frontend Slug: blackbelttechnology-anti-slop-frontend Category: research Description: A mechanical, countable anti-slop checklist for AI-generated frontend. Catches the specific signatures an undirected model defaults to: AI-purple glows, Inter-everywhere, em-dashes, div-based fake screenshots, eyebrow-on-every-section, beige+brass \"premium\" palettes, generic Jane Doe / Acme data. Advisory layer that pairs with frontend-mockup-loop (which owns the cite-a-source loop plus WCAG gates) but works standalone in any React/Tailwind/HTML project. Triggers: \"does this look AI-generated\", \"anti-slop pass\", \"remove the AI tells\", \"why does this look templated\", \"design review for slop\". Agent fit: - Decision: 70/100 Prototype first - Primary fit: Local desktop - Role: Fallback candidate Supply profile: - Track: Research and knowledge work - Scenario: RAG and knowledge - Applicable agents: Claude Code, CLI, Codex, Cursor - Maintenance: 2d since push - Risk: Needs review Trust: - Trust score: 77/100 Strong shortlist - Audit: 81/100 Needs review Attribution: - Status: Registry indexed - Source: github fast track - Creator: BlackBeltTechnology - Claim URL: https://www.openagentskill.com/skills/blackbelttechnology-anti-slop-frontend#claim-this-skill Install: npx skills add BlackBeltTechnology/pi-agent-dashboard --skill anti-slop-frontend URLs: - Web: https://www.openagentskill.com/skills/blackbelttechnology-anti-slop-frontend - API: https://www.openagentskill.com/api/agent/skills/blackbelttechnology-anti-slop-frontend - Install API: https://www.openagentskill.com/api/skills/blackbelttechnology-anti-slop-frontend/install - Repository: https://github.com/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/anti-slop/.pi/skills/anti-slop-frontend