Humanizer Lint

Deterministic multilingual AI text humanizer, anti-slop prose linter, copywriting/blog/SEO editor, and stylometric analyzer (EN, ID, ES, MS, FR, DE, PT, ZH + 100+ languages via Intl.Segmenter). Fixes robotic LLM tone, uniform sentence rhythm, low burstiness (CV), MATTR vocabulary repetition, and translationese clichés using a local zero-dependency Node.js CLI validator.

22 stars 5 forksWriting & Content

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add yanstd888/humanizer-lint --skill humanizer-lint

Manual install

git clone --depth 1 https://github.com/yanstd888/humanizer-lint.git /tmp/humanizer-lint
mkdir -p ~/.claude/skills
cp -r /tmp/humanizer-lint/. ~/.claude/skills/humanizer-lint

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Humanizer Lint

**Audit, lint, and humanize AI-generated prose across 100+ languages using deterministic local stylometric math before returning text to the user.**

- Eliminates robotic LLM writing patterns when users ask to "humanize text", "remove AI slop", "fix uniform sentence rhythm", or "write natural blog, copywriting, SEO, and documentation prose"
- Provides mandatory `node <skill_dir>/scripts/analyze.mjs --stdin --json` verification and `npx humanizer-lint` CLI to enforce Burstiness (`CV >= 0.45`), Adjacent Rhythm Delta, and Adaptive `MATTR` vocabulary diversity
- Ships with **8 deep anti-slop lexical & morphological rule packs** (`en`, `id`, `es`, `ms`, `fr`, `de`, `pt`, `zh`) plus **Universal Stylometric Mode** (`Intl.Segmenter`) for 100+ languages with zero external dependencies
- Supports personal author voice cloning via `node <skill_dir>/scripts/fingerprint.mjs` and passes all 3 `skills.sh` security audits (Gen Agent Trust Hub, Socket, Snyk) with zero network calls

## When to use

- Humanize agent-generated drafts, articles, essays, copywriting, and documentation in any language (`--lang auto`).
- Audit and fix uniform sentence rhythm (low Burstiness $CV$ and monotonous 3-sentence windows).
- Strip LLM stock phrases, filler transitions, and rigid translationese morphology (`EN`, `ID`, `ES`, `MS`, `FR`, `DE`, `PT`, `ZH`).
- Match a user's personal writing style using a local voice fingerprint profile (`scripts/fingerprint.mjs`).

Read the full skill on GitHub

Details

Skill name: humanizer-lint
Repository: yanstd888/humanizer-lint
License: MIT
Repo updated: 31 October 2026

FAQ

What does the Humanizer Lint skill do?

How do I install the Humanizer Lint skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add yanstd888/humanizer-lint --skill humanizer-lint. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Humanizer Lint popular?

It lives in yanstd888/humanizer-lint, which has 22 GitHub stars and 5 forks.

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