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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, like ChatGPT, or otherwise off; match a draft to a writer or named author; edit for authentic voice and rhythm; or clean zero-width characters, exotic spaces, bidi controls, and similar hidden text residue.

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Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
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No
Observed behavior
Local scripts
Last checked
Nov 5, 2026

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Repository stars (not skill ratings)
16
Repository last updated
Oct 8, 2026
License
MIT

Observed agent integration: codex, cursor, gemini-cli, copilot

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# 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