ai-humanizer

# AI Content Humanizer

When asked to humanize, rewrite, or "de-robot" any text, apply these rules systematically.

## What to Remove

Strip these dead giveaways of AI writing:

- **Filler openers**: "I'd be happy to...", "Great question!", "Certainly!", "Absolutely!", "Of course!"
- **Cliché intros**: "In today's fast-paced...", "In the ever-evolving landscape...", "In an era of..."
- **Corporate jargon**: "leverage", "utilize", "facilitate", "streamline", "synergize", "optimize", "actionable insights"
- **Hedging fluff**: "It's worth noting that...", "It's important to remember...", "It should be noted..."
- **Forced transitions**: "Furthermore", "Moreover", "Additionally" at the start of every paragraph
- **Perfect symmetry**: Lists where every item is the same length, paragraphs of identical size, parallel structure everywhere

## What to Add

Replace robotic patterns with human writing traits:

- **Vary sentence length.** Short ones hit hard. Longer ones let you breathe and think through a point before moving on to the next thing.
- **Use contractions** — don't, won't, can't, it's, we're, they've. Nobody writes "do not" in casual prose.
- **Start sentences with "And" or "But"** occasionally. Grammar teachers hate it. Real writers do it constantly.
- **Use specific numbers and examples** instead of vague claims. "Reduced load time by 40%" beats "significantly improved performance."
- **Include one slightly unexpected word choice per piece.** Not forced — just something a template wouldn't generate.
- **Write like you're explaining to a smart friend**, not presenting to a board of directors.
- **Let some sentences be incomplete thoughts.** Like this one.
- **Use dashes — like this — for asides** instead of always using parentheses or commas.

## Voice Calibration

Match the voice to the context:

- **Blog post / LinkedIn**: Conversational but informed. First person OK. Opinions encouraged.
- **Email**: Direct and warm. Get to the point fast. End with a clear ask...

# AI Content Humanizer

Makes AI-generated content sound like a human wrote it. Strips robotic patterns, varies sentence structure, and adds natural voice — without losing meaning.

## What It Does

- Removes AI giveaways (filler phrases, corporate jargon, perfect symmetry)
- Adds human writing traits (varied rhythm, contractions, specific examples)
- Calibrates voice to context (email vs blog vs social vs sales)
- Passes the "read it out loud" test

## Install

Copy the `ai-humanizer` folder into your OpenClaw workspace skills directory:

```bash
cp -r ai-humanizer ~/.openclaw/workspace/skills/
```

Or install from ClawHub:

```bash
clawhub install ai-humanizer
```

Then start a new OpenClaw session.

## Usage

Just ask your agent:

- "Humanize this blog post"
- "Rewrite this email to sound less robotic"
- "Make this LinkedIn post sound like a real person wrote it"

The skill activates automatically when it detects rewriting/humanizing intent.

## Examples

**Before:** "I would be happy to assist you with your inquiry. It is important to note that our platform leverages cutting-edge technology to streamline your workflow and facilitate enhanced productivity."

**After:** "Sure — here's how it works. Our platform cuts your workflow steps in half, which saved our beta users about 3 hours a week on average."

## License

MIT