Anti AI Slop (ch040602)
Purpose-built output review skill for writing, UI, slides, visuals, code, and reports — flags generic/template-like AI-smell patterns without claiming authorship.
Overview
Anti AI Slop from ch040602/anti-ai-slop is a review-and-remediation pack, not a forensic AI detector. It asks whether an artifact looks purpose-built or merely average-shaped: purpose, specificity, and design quality. It routes by modality (writing, marketing/brand, web UI, decks, images, code, charts, localization, ops plans) and pairs every finding with a concrete fix. Optional Spec Kit / validator tooling supports repository-level guardrails.
Work with LimeDock
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Link
Installation guide
npx skills add https://github.com/ch040602/anti-ai-slop --skill anti-ai-slopAlso catalogued on SkillsMP.
How to use it
1. Define the output contract (audience, purpose, success). 2. Classify work purpose via the skill’s task matrix. 3. Run the output design gate + relevant dimension file. 4. Produce findings with evidence + fix + example revision. 5. Never claim “this was written by AI” from style alone.
Example prompts
- “Use Anti AI Slop to review this landing page hero — purpose, specificity, design quality.”
- “Audit this PR description and UI diff for template-like AI-smell patterns.”
- “Turn this generic SaaS homepage copy into purpose-built messaging with evidence-backed fixes.”
- “Create a reusable output-quality rubric for our content team using anti-ai-slop checklists.”
Use cases and examples
- Review a landing page for generic value props
- QA a pitch deck for template-like AI smell
- Improve specificity of product marketing copy
- Code/PR review for generative boilerplate patterns
- Build acceptance criteria for AI-assisted deliverables
Prerequisites
- Artifact to review (draft, URL, PR, deck, or code)
- Clear job-to-be-done for the output
- Agent Skills host with room for reference files
Tips
- Bullets and clean UI are not defects when they serve the task.
- Prioritize purpose over taste — justified Inter/blue can be correct.
- Pair with Hallmark or Taste Skill when the fix is a full redesign.