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Updated 3mo ago

by NulightJens

humanizer-stack

Two-pass pipeline for removing AI writing tells from outward-facing text: a surface pass plus a structural pass grounded in the StoryScope study. Packaged as Claude Code Skills. Free community: skool.com/jens-ai-community-1306

Works with
  • Claude
View on GitHub (opens in a new tab)

379 GitHub stars (379)

+59 in 30 days

Stars gained per day · daily snapshots since Sep 26
Stars gained per day, Sep 26 to Nov 5: +83 in total; the busiest day was Oct 9 with +12 stars.Sep 27: 0 starsSep 28: +1 starsSep 29: +6 starsSep 30: +2 starsOct 1: +1 starsOct 2: +4 starsOct 3: +1 starsOct 4: +6 starsOct 5: 0 starsOct 6: +3 starsOct 7: +5 starsOct 8: +6 starsOct 9: +12 starsOct 10: +8 starsOct 11: +3 starsOct 12: +1 starsOct 13: +5 starsOct 14: +1 starsOct 15: +4 starsOct 16: +1 starsOct 17: +1 starsOct 18: 0 starsOct 19: +2 starsOct 20: 0 starsOct 21: +1 starsOct 22: 0 starsOct 23: 0 starsOct 24: 0 starsOct 25: +1 starsOct 26: +1 starsOct 27: 0 starsOct 28: +2 starsOct 29: +2 starsOct 30: +1 starsOct 31: +1 starsNov 1: +1 starsNov 2: −1 starsNov 3: 0 starsNov 4: +1 starsNov 5: 0 stars
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Nov 50
  • 2 skills (2 skills found in its SKILL.md files)
  • 29 forks (29 forks)
  • 3mo ago last update (Last updated 3mo ago)

Install

Skills CLI

npx skills add NulightJens/humanizer-stack

Asks which skills and agents to install. Just one: npx skills add NulightJens/humanizer-stack --skill humanizer — add -g for every project.

Claude Code

git clone https://github.com/NulightJens/humanizer-stackcp -r "humanizer-stack/skills/humanizer" ~/.claude/skills/

Copies the humanizer skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add NulightJens/humanizer-stack

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • humanizer

    Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms,…

    skills/humanizer/SKILL.md on GitHub (opens in a new tab)

  • 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 structure, and shape convergence across pieces. Grounded in the StoryScope study (Russell et al. 2026): narrative structure alo…

    skills/structural-humanizer/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.