cyberneticlibrary

Remove AI boilerplate from documents

de-ai-flavorskillsetup L1381
majiayu000/claude-skill-registry
What it does

Remove AI-generated traces (tool names, boilerplate, over-structuring) from documents

Best for

Humanizing AI-drafted docs for publication when you need audit trail + granular control.

Inputs
  • · [object Object]
Outputs
  • · [object Object]
  • · [object Object]
Requires
  • · Read, Grep, Glob, Edit
Preconditions
  • · File is text-based
  • · Changes are reversible (git)
Failure modes
  • · Over-aggressive removal deletes legitimate Co-Authored-By
  • · Rewriting breaks context-sensitive meaning
Trust signals
  • · Detection rules table
  • · Verification step
  • · CSV audit output