Skip to content
apoapostolovPublic

About

Humanizer is an AI writing skill that detects and rewrites common signs of AI-generated prose. It helps agents preserve meaning, match audience and tone, reduce hype and filler, and produce writing that sounds natural, specific, and human across drafts, posts, docs, and messages.

Topics

Resources

Stars

8 stars

Watchers

0 watching

Forks

Latest commit

 

History

64 Commits

Folders and files

Repository files navigation

Humanizer Suite

Help AI agents write with a human voice, explain clearly, and catch stale AI prose.

Type: Agent skills Format: Markdown Latest stable release version Published date of latest stable release License: MIT

Installable writing skills for AI agents that need to sound like a careful writer, explain a procedure plainly, or check a draft for familiar AI prose signals. Choose the skill for the job in front of you; a mixed document does not need to pass through the whole suite.

Current source: 2.12.13

The detector flags features only as a verb, so "three new features" and a Features heading stay clean. The lookalike gate decides per sentence, which stops Russian technical prose beside English terms from reading as a swap, and the word tables now carry concrete alternatives where they used to say "describe what changed".

The latest GitHub release is 2.12.13; the current source tree matches it.

See CHANGELOG.md for the full history.

Choose a Skill

Need Skill Version
Preserve a writer's voice while removing stiff or generic prose humanizer 1.7.7
Write procedures, errors, runbooks, and clear technical sections simple-english 2.4.2
Scan for AI-writing signals or verify that an edit preserved structure ai-writing-detector 1.2.0
Draft reader-facing prose with a deterministic Vale review gate writing-prose 1.2.3
Pick the right register for an audience: three modes plus tone overlays writing-voice 1.1.0

Use one skill for the job a section needs.

What You Can Do

  • Rewrite without replacing the writer. Humanizer keeps facts, technical terms, uncertainty, point of view, and deliberate style while cutting filler.
  • Control technical form when clarity is the priority. Simple English offers strict and STE-flavored modes plus a Python linter.
  • Measure signals without making authorship claims. AI Writing Detector reports issue bands and can compare a before/after pair for damaged code, URLs, or structure.
  • Pair editorial judgment with a repeatable gate. Writing Prose ships its Vale configuration, house rules, and long-form references with the skill.
  • Match the audience. Writing Voice picks Chat, Human, or Worker, then optional tone overlays. It routes to Humanizer's voice-profile table and does not invent a personality the source never had.

Minimal Examples

Humanizer is a writing workflow rather than a command-line filter. Install the skill, then ask the agent to rewrite, clean up, critique, detect, or minimally edit supplied text. Improve the writing without inventing facts or a new personality.

Simple English includes a deterministic linter:

python3 skills/simple-english/scripts/voice_lint.py path/to/draft.md

AI Writing Detector exposes a zero-dependency Node.js scan and a preservation check:

node skills/ai-writing-detector/scripts/analyze.js path/to/file.md
node skills/ai-writing-detector/scripts/validate-cli.js before.md after.md
bash skills/ai-writing-detector/scripts/smoke.sh

Writing Prose runs the bundled Vale rules through one wrapper:

bash skills/writing-prose/scripts/vale-lint.sh path/to/draft.md

Detector output is signals_only. It is not proof of authorship and should not be used as a score to chase.

Install

Each directory under skills/ is self-contained. Copy only the skill you need:

cp -R skills/humanizer ~/.claude/skills/

Other supported skill directories include ~/.codex/skills/ and ~/.openclaw/skills/.

For a Hermes category layout:

mkdir -p ~/.hermes/skills/writing
cp -R skills/humanizer ~/.hermes/skills/writing/
cp -R skills/simple-english ~/.hermes/skills/writing/
cp -R skills/ai-writing-detector ~/.hermes/skills/writing/
cp -R skills/writing-prose ~/.hermes/skills/writing/
cp -R skills/writing-voice ~/.hermes/skills/writing/

Or install an individual package with skills.sh:

npx skills add apoapostolov/humanizer --skill humanizer
npx skills add apoapostolov/humanizer --skill simple-english
npx skills add apoapostolov/humanizer --skill ai-writing-detector
npx skills add apoapostolov/humanizer --skill writing-prose
npx skills add apoapostolov/humanizer --skill writing-voice

Repository Layout

skills/
├── humanizer/
├── simple-english/
├── ai-writing-detector/
├── writing-prose/
└── writing-voice/

Each package contains its own SKILL.md, agent metadata, references, and any runtime scripts it needs. Maintainer guidance is in AGENTS.md.

Support

Support, feedback, and feature ideas: @ApoMakesMods on X.

License

This repository is licensed under the MIT License.

Simple English source limits and credits are documented in source-and-limits.md. Detector engine attribution is in ATTRIBUTION.md.

About

Humanizer is an AI writing skill that detects and rewrites common signs of AI-generated prose. It helps agents preserve meaning, match audience and tone, reduce hype and filler, and produce writing that sounds natural, specific, and human across drafts, posts, docs, and messages.

Topics

Resources

Stars

8 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages