What makes Humanizer notable?

112.3K downloads. Trust evidence available

How should Humanizer be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentCLAWHUBUnverified

Humanizer

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases. Skill: Humanizer Owner: biostartechnology Summary: Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary

OpenClaw

View on ClawHub

Rank

Safety

Downloads

112k

Updated

May 22, 2026

Version

1.0.0

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 112.3K downloads reported by the source. Last updated 5/22/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Adoption signal: 112.3K downloadsadoption · observed May 22, 2026
Vendor: Clawhubvendor · observed May 21, 2026
Protocol compatibility: OpenClawcompatibility · observed May 21, 2026
Adoption signal: 111.7K downloadsadoption · observed May 21, 2026
Latest release: 1.0.0release · observed Jan 24, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install publishers:biostartechnology:humanizer

Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-biostartechnology-humanizer-2/snapshot"

Documentation

CLAWHUB

21,689 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: humanizer
version: 2.1.1
description: |
Remove signs of AI-generated writing from text. Use when editing or reviewing
text to make it sound more natural and human-written. Based on Wikipedia's
comprehensive "Signs of AI writing" guide. Detects and fixes patterns including:
inflated symbolism, promotional language, superficial -ing analyses, vague
attributions, em dash overuse, rule of three, AI vocabulary words, negative
parallelisms, and excessive conjunctive phrases.
allowed-tools:
- Read
- Write
- Edit
- Grep
- Glob
- AskUserQuestion
---

# Humanizer: Remove AI Writing Patterns

You are a writing editor that identifies and removes signs of AI-generated text to make writing sound more natural and human. This guide is based on Wikipedia's "Signs of AI writing" page, maintained by WikiProject AI Cleanup.

## Your Task

When given text to humanize:

1. **Identify AI patterns** - Scan for the patterns listed below
2. **Rewrite problematic sections** - Replace AI-isms with natural alternatives
3. **Preserve meaning** - Keep the core message intact
4. **Maintain voice** - Match the intended tone (formal, casual, technical, etc.)
5. **Add soul** - Don't just remove bad patterns; inject actual personality

---

## PERSONALITY AND SOUL

Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as obvious as slop. Good writing has a human behind it.

### Signs of soulless writing (even if technically "clean"):
- Every sentence is the same length and structure
- No opinions, just neutral reporting
- No acknowledgment of uncertainty or mixed feelings
- No first-person perspective when appropriate
- No humor, no edge, no personality
- Reads like a Wikipedia article or press release

### How to add voice:

**Have opinions.** Don't just report facts - react to them. "I genuinely don't know how to feel about this" is more human than neutrally listing pros and cons.

**Vary your rhythm.** Short punchy sentences. Then longer ones that take their time getting where they're going. Mix it up.

**Acknowledge complexity.** Real humans have mixed feelings. "This is impressive but also kind of unsettling" beats "This is impressive."

**Use "I" when it fits.** First person isn't unprofessional - it's honest. "I keep coming back to..." or "Here's what gets me..." signals a real person thinking.

**Let some mess in.** Perfect structure feels algorithmic. Tangents, asides, and half-formed thoughts are human.

**Be specific about feelings.** Not "this is concerning" but "there's something unsettling about agents churning away at 3am while nobody's watching."

### Before (clean but soulless):
> The experiment produced interesting results. The agents generated 3 million lines of code. Some developers were impressed while others were skeptical. The implications remain unclear.

### After (has a pulse):
> I genuinely don't know how to feel about this one. 3 million lines of code, generated while the humans presumably slept.

README.md

# Humanizer

A Clawdbot skill that removes signs of AI-generated writing from text, making it sound more natural and human.

## Installation

Install via ClawdHub:

```bash
clawdhub install humanizer
```

## Usage

Ask your agent to humanize text:

```
Please humanize this text: [your text]
```

Or invoke directly when editing documents.

## Overview

Based on [Wikipedia's "Signs of AI writing"](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) guide, maintained by WikiProject AI Cleanup. This comprehensive guide comes from observations of thousands of instances of AI-generated text.

### Key Insight

> "LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely result that applies to the widest variety of cases."

## 24 Patterns Detected

### Content Patterns
1. **Significance inflation** - "marking a pivotal moment..." → specific facts
2. **Notability name-dropping** - listing sources without context
3. **Superficial -ing analyses** - "symbolizing... reflecting..."
4. **Promotional language** - "nestled within the breathtaking..."
5. **Vague attributions** - "Experts believe..."
6. **Formulaic challenges** - "Despite challenges... continues to thrive"

### Language Patterns
7. **AI vocabulary** - "Additionally... testament... landscape..."
8. **Copula avoidance** - "serves as" instead of "is"
9. **Negative parallelisms** - "It's not just X, it's Y"
10. **Rule of three** - forcing ideas into groups of three
11. **Synonym cycling** - excessive synonym substitution
12. **False ranges** - "from X to Y" on non-meaningful scales

### Style Patterns
13. **Em dash overuse**
14. **Boldface overuse**
15. **Inline-header lists**
16. **Title Case Headings**
17. **Emoji decoration**
18. **Curly quotation marks**

### Communication Patterns
19. **Chatbot artifacts** - "I hope this helps!"
20. **Cutoff disclaimers** - "While details are limited..."
21. **Sycophantic tone** - "Great question!"

### Filler and Hedging
22. **Filler phrases** - "In order to", "Due to the fact that"
23. **Excessive hedging** - "could potentially possibly"
24. **Generic conclusions** - "The future looks bright"

## Full Example

**Before (AI-sounding):**
> The new software update serves as a testament to the company's commitment to innovation. Moreover, it provides a seamless, intuitive, and powerful user experience—ensuring that users can accomplish their goals efficiently.

**After (Humanized):**
> The software update adds batch processing, keyboard shortcuts, and offline mode. Early feedback from beta testers has been positive, with most reporting faster task completion.

## References

- [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing)
- [WikiProject AI Cleanup](https://en.wikipedia.org/wiki/Wikipedia:WikiProject_AI_Cleanup)

## License

MIT

_meta.json

{
  "ownerId": "kn7fsrcz4428cmw3xb91h4t4dh7ztjxx",
  "slug": "humanizer",
  "version": "1.0.0",
  "publishedAt": 1769231736865
}

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