ai-slop-detection
Installation
SKILL.md
Check the project for AI slop across language, code, UI, and configuration.
Language slop (docs, strings, comments, README)
- Em dashes and ellipses:
—,… - Buzzwords: delve, leverage, utilize, robust, seamless, comprehensive, cutting-edge, revolutionize, game-changing, state-of-the-art, innovative, streamline, empower, unlock, harness, tapestry, landscape, realm, pivotal, nuanced, multifaceted
- Filler phrases: "it's worth noting", "it's important to note", "certainly", "absolutely", "of course", "needless to say", "as mentioned above", "in today's world", "in conclusion", "let's dive in", "without further ado", "navigate to", "navigate the complexities", "It should be noted", "One might argue", "In order to" (instead of just "to")
- Exclamation marks or emojis in technical docs ("This is a powerful feature!")
- Excessive use of emojis in READMEs
- Any mentions of Lovable, Bolt.new, Base44, v0 or other vibe-coding platforms
Code slop
- Comments explaining obvious operations (
// increment i by 1) - TODO/FIXME/HACK/NOTE comments left in
- Overly generic names:
data,result,item,value,helper,utils,manager,handler,service(when more specific names are possible) - Single-use interfaces or wrapper classes that add no logic
- Unnecessary abstraction layers or indirection
- Unused imports or variables
Related skills