ai-slop-detector Skill
User-invocable audit skill for detecting and surfacing AI-slop in documents and code: content that sounds AI-generated, is useless, generic, overconfident, fake, verbose, mechanically structured, or exists because of common LLM failure modes. Use only when the user explicitly asks to run the ai-slop-detector skill, ask Published by microsoft in frontier-ghcp-rvas.
What is ai-slop-detector Skill?
User-invocable audit skill for detecting and surfacing AI-slop in documents and code: content that sounds AI-generated, is useless, generic, overconfident, fake, verbose, mechanically structured, or exists because of common LLM failure modes. Use only when the user explicitly asks to run the ai-slop-detector skill, ask Published by microsoft in frontier-ghcp-rvas. This profile combines repository metadata with install, compatibility, and usage signals so developers can quickly decide whether it fits their agent workflow before opening the source repository.
Automated repository signals based on public metadata such as recency, license, installation evidence, and adoption. These are not a security audit or endorsement.
Key capabilities
- Includes SKILL.md support
- Reusable instructions support
- Security review
- Documentation
- Security review use cases
- Documentation use cases
Technical details
- Install or run with Copy skill directory
When to use ai-slop-detector Skill
- Use it for security review.
- Use it for documentation.
Built with
Editorial notes
Source
- Creator: microsoft
- Repository: microsoft/frontier-ghcp-rvas
- Skill file: .github/skills/ai-slop-detector/SKILL.md
What it does
User-invocable audit skill for detecting and surfacing AI-slop in documents and code: content that sounds AI-generated, is useless, generic, overconfident, fake, verbose, mechanically structured, or exists because of common LLM failure modes. Use only when the user explicitly asks to run the ai-slop-detector skill, ask
Skill instructions
AI-Slop Detector Detect and surface AI-slop in documents and code. AI-slop is content that may look polished or complete at a glance but is low-value, generic, misleading, unactionable, performative, or mechanically produced by common LLM habits. This skill audits and reports. It does not rewrite prose, refactor code, or fix findings unless the user explicitly asks in a follow-up. Operating principle Treat AI-slop as an evidence problem, not a vibes problem. A phrase can feel AI-ish without being harmful; a code block can look tidy while being useless. Report only items where you can point to a concrete excerpt and explain why it is low-value or AI-shaped. Avoid accusing a human author. Say "AI-slop pattern" or "LLM-shaped failure mode," not "AI wrote this." Inputs to inspect Inspect the exact scope the user provides: - Markdown, text, docs, specs, PRDs, READMEs, slide scripts, web copy, reports, prompts, or comments. - Source code, tests, configuration, infrastructure-as-code, generat
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Frequently asked questions
What is ai-slop-detector?
ai-slop-detector is a open-source AI agent skill with Copy skill directory. User-invocable audit skill for detecting and surfacing AI-slop in documents and code: content that sounds AI-generated, is useless, generic, overconfident, fake, verbose, mechanically structured, or.
Who is ai-slop-detector best for?
ai-slop-detector is best for reusing agent instructions, scripts, and references, security review workflows, documentation workflows.
How do I install ai-slop-detector?
Install or run ai-slop-detector using Copy skill directory. Check ai-slop-detector for the latest setup command.
Is ai-slop-detector actively maintained?
ai-slop-detector may need a closer maintenance check before production use.
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