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structural-humanizer

A second-pass editing skill that removes discourse-level AI tells — stated lessons, tidy single-track arcs, embodied emotion, vague allusions — that survive word-level humanizing.

Content & WritingIntermediate★ 221⑂ 15AI score 9/10Last updated: Jul 24, 2026

What it does

  • Extracts the skeleton of a piece first, then audits the structure instead of polishing sentences.
  • Runs six separate audits: ① theme over-explicitness ② structural tidiness (no tangents, everything resolved) ③ emotion mode (body performance vs. naming the feeling) ④ reference specificity (names, prices, dates, versions) ⑤ reader acknowledgement ⑥ shape convergence across your recent pieces.
  • Offers an intervention menu (outcome first, cold open, delayed reveal, open thread, genuine ambivalence, end hot) with a hard rule: pick only 1–2 and rotate them between pieces.
  • Ships scripts/structural_scan.py to catch the grep-able tells deterministically.
  • Includes per-model fingerprints (Claude's epilogue habit, GPT's retrospective framing, Gemini's over-tidy endings).

Who it's for

  • Writers shipping LinkedIn posts, newsletters, blog posts, essays, or course lessons.
  • Marketers and editors who must make AI drafts read as human.
  • Anyone who fixed the vocabulary and still gets "this sounds like AI" feedback.

Examples

  1. Cut the wrap-up coda from an AI-drafted LinkedIn post and end on the spike instead.
  2. Replace every vague allusion in a blog post: "a popular productivity book" → "Deep Work", "recently" → "March 2024", plus prices and version numbers.
  3. In a course lesson, keep the thesis stated once and leave one example deliberately uninterpreted.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/NulightJens/humanizer-stack/HEAD/skills/structural-humanizer/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the skills/structural-humanizer folder from the GitHub repo NulightJens/humanizer-stack into my ~/.claude/skills/structural-humanizer/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/NulightJens/humanizer-stack.git && mkdir -p ~/.claude/skills && cp -r humanizer-stack/skills/structural-humanizer ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal.
  2. Clone the repo: git clone https://github.com/NulightJens/humanizer-stack.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r humanizer-stack/skills/structural-humanizer ~/.claude/skills/
  5. Also copy the humanizer skill from the same repo — this one is designed to run as the second pass after it.
  6. Verify Python is available: python3 --version (needed for the scanner script).
  7. Restart Claude Code, paste your draft, and ask for a "structural pass" or "make this sound human".
View source on GitHub ↗License: NOASSERTION