Structural Humanizer
NulightJens/humanizer-stackRemove 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 structure, and shape convergence across pieces. Grounded in the StoryScope study (Russell et al. 2026): narrative structure alone detects AI text at 93.2% F1, and professional stylistic rewriting moved detection only 1.6 points. Use as the SECOND pass after the humanizer skill (which handles words and phrasing) whenever writin...
At a glance
git clone --depth 1 https://github.com/NulightJens/humanizer-stack
cp -r humanizer-stack/skills/structural-humanizer ~/.claude/skills/structural-humanizer
Setup, runtime and requirements describe NulightJens/humanizer-stack, the repo this skill ships in.
Also in NulightJens/humanizer-stack
View the repoRemove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on...