Humanizer

Humanize and de-slop AI-sounding prose while preserving meaning, specific detail, and genuine human quirks. When a voice sample or style profile is available, rewrite in that writer's actual voice. Remove recurring AI tells such as inflated significance, stock vocabulary, uniform rhythm, excessive hedging, formulaic structure, and formatting artifacts. Also clean suspicious invisible Unicode and copy-paste residue conservatively, without treating them as proof of authorship. Use whenever a user wants to humanize, de-AI, de-slop, or de-robotify text; fix prose that sounds corporate, generic, li

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add hannsxpeter/humanizer --skill humanizer
Manual install
git clone --depth 1 https://github.com/hannsxpeter/humanizer.git /tmp/humanizer
mkdir -p ~/.claude/skills
cp -r /tmp/humanizer/. ~/.claude/skills/humanizer

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

Turn AI-flavored or generically smooth prose into writing that reads as the
work of a person. When a writer's voice is available, make it read as the work
of *that* person. The goal is prose a careful human reader would not flag,
with its meaning and its human texture intact. The goal is not to beat any
particular detector, and this skill names and targets none.

The workflow also includes conservative text hygiene. It can remove
suspicious invisible Unicode and normalize copy-paste spacing in the prose it
rewrites, while preserving characters that carry real linguistic or display
meaning. This is not file-provenance or media-watermark tooling.

## When to use this

Use it when someone pastes a draft and says it sounds like AI, asks to
humanize or de-slop text, wants their own draft to sound like them, names an
author to match, or says the writing "feels off," "sounds corporate,"
"reads like a robot," or "is too generic." Use it even when they do not say
the word "humanize." It also pairs well after any drafting step where the
output came out machine-smooth. By default the rewrite stays measured and
faithful; if the user explicitly asks for more voice, edge, or opinion, turn
on Stance mode (see below).

Use the text-hygiene part when prose may contain invisible characters,
zero-width residue, unusual spaces, or direction controls. Treat hygiene as
format cleanup, never as evidence that a person or model wrote the text.
Read the full skill on GitHub

Details

Skill name
humanizer
License
MIT
Repo updated
8 October 2026

FAQ

What does the Humanizer skill do?

Humanize and de-slop AI-sounding prose while preserving meaning, specific detail, and genuine human quirks. When a voice sample or style profile is available, rewrite in that writer's actual voice. Remove recurring AI tells such as inflated significance, stock vocabulary, uniform rhythm, excessive hedging, formulaic structure, and formatting artifacts. Also clean suspicious invisible Unicode and copy-paste residue conservatively, without treating them as proof of authorship. Use whenever a user wants to humanize, de-AI, de-slop, or de-robotify text; fix prose that sounds corporate, generic, li

How do I install the Humanizer skill?

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

Is Humanizer popular?

It lives in hannsxpeter/humanizer, which has 14 GitHub stars and 0 forks.

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