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/structural-humanizer

Remove the discourse-level (structural) signs of AI writing that survive surface editing: stated lessons and moral-of-the-story closers, tidy single-track arcs, embodied-emotion performance ("chest tightened"), vague allusions instead of named references, unbroken linear

shell
$ npx -y skills add NulightJens/humanizer-stack --skill structural-humanizer --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
  • You can call itInvoke it directly when you want it.
  • Slash command/structural-humanizer
How auto-invocation works

Context preview

The summary Claude sees to decide when to auto-load this skill.

Remove the discourse-level (structural) signs of AI writing that survive surface editing: stated lessons and moral-of-the-story closers, tidy single-track arcs, embodied-emotion performance ("chest tightened"), vague allusions instead of named references, unbroken linear
Ships withhumanizer-stack

A two-pass pipeline for removing the signs of AI writing from outward-facing text, packaged as Claude Code Skills. Most humanizers only fix words. That is the easy half, and it is the half that is decaying fastest.

Get the whole plugin, auto-invoked
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Python
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10d ago
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11d ago
Created

Repo: NulightJens/humanizer-stack