slop-detector

6.6

133

Triggers: ai slop, ai-generated, llm markers, chatgpt phrases, claude tells Detect and flag AI-generated content markers in documentation and prose. Triggers: slop detection, ai cleanup, humanize text, remove ai markers, detect chatgpt, detect llm, writing quality, ai tells Use when: reviewing documentation for AI markers, cleaning up LLM-generated content, auditing prose quality, preparing content for publication DO NOT use when: generating new content - use doc-generator instead. DO NOT use when: learning writing styles - use style-learner instead. Use this skill to identify and remediate AI slop in existing content.

content-detection

6.6

Rating

Installs

AI & LLM

Quick Review

Excellent AI slop detection skill with comprehensive pattern catalogs, clear scoring methodology, and actionable outputs. The description clearly defines use cases and boundaries. Task knowledge is thorough with concrete detection patterns, bash commands, and scoring formulas. Structure is good with logical flow and module references, though SKILL.md is somewhat detailed. Novelty is solid - while grep/search could find individual words, the density-based analysis, multi-tier scoring system, and context-aware pattern recognition would require substantial tokens for a CLI agent to replicate. Minor improvements: could compress SKILL.md further by moving more pattern tables to modules, and the fiction-patterns module is referenced but never explicitly loaded in the workflow.