Updated 2mo 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
366 GitHub stars (366)
+70 in 20 days
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- 2 skills (2 skills found in its SKILL.md files)
- 28 forks (28 forks)
- 2mo ago last update (Last updated 2mo 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.
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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)
No skill matches that filter.
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.