agentCLAWHUBUnverified

Humanizer

Detects 43 AI writing patterns and rewrites text in 5 voice profiles. Use when (1) AI text reads like a chatbot, (2) preparing content for publication, (3) a... Skill: Humanizer Owner: aboudjem Summary: Detects 43 AI writing patterns and rewrites text in 5 voice profiles. Use when (1) AI text reads like a chatbot, (2) preparing content for publication, (3) a... Tags: ai-detection:0.3.0, burstiness:0.3.0, humanizer:0.3.0, latest:0.4.0, perplexity:0.3.0, writing:0.3.0 Version history: v0.4.0 | 2026-05-13T09:12:08.688Z | user **Summary:** v0.4.0 is a major update improving usab

OpenClaw

Rank

62

Safety

84

Downloads

2.0k

Updated

Oct 9, 2026

Version

0.4.0

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 2K downloads reported by the source. Last updated 10/9/2026.

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.

Vendor
Clawhubvendor · observed Oct 9, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 9, 2026
Adoption signal
2K downloadsadoption · observed Oct 9, 2026
Latest release
0.4.0release · observed May 13, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17ejv34g683dm6crk2rszvjhh86mzp1:humanizer-skill
  1. Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
  2. 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-aboudjem-humanizer-skill/snapshot"

Documentation

CLAWHUB

95,237 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: humanizer
description: Detects 43 AI writing patterns and rewrites text in 5 voice profiles. Use when (1) AI text reads like a chatbot, (2) preparing content for publication, (3) auditing prose for AI tells, (4) editing a file in place. Outputs a 0-100 AI-tell score on demand. Pure Markdown, zero dependencies, no network calls.
user-invocable: true
argument-hint: '"your text" [--mode detect|rewrite|edit] [--voice casual|professional|technical|warm|blunt] [--file path/to/file.md] [--aggressive] [--iterate N] [--score] [--purpose essay|email|marketing|technical|general]'
allowed-tools:
  - Read
  - Write
  - Edit
  - Grep
  - Glob
  - AskUserQuestion
---

# Humanizer: Make Text Sound Like a Human Wrote It

Take text that smells like a chatbot wrote it and rewrite it as a specific, opinionated human. Detects 43 AI writing patterns, scores them 0-100, applies a chosen voice profile, and varies sentence-length burstiness so the result reads as written by a person.

## Quick reference

**Modes**

| Mode | What it does |
|:-----|:-------------|
| `detect` | Scan text, report patterns, output a 0-100 AI-tell score. No rewrite. |
| `rewrite` | Full transform with voice injection. Default mode. |
| `edit` | In-place file editing using the Edit tool. Minimal targeted changes. |

**Voices**

| Voice | Personality | Best for |
|:------|:-----------|:---------|
| `casual` | Contractions, first person, fragments | Blog posts, social media |
| `professional` | Selective contractions, dry wit | Business comms, reports |
| `technical` | Precise vocabulary, code-like clarity | API docs, READMEs |
| `warm` | "We" language, empathy, short paragraphs | Tutorials, onboarding |
| `blunt` | Shortest sentences, no hedging, active voice | Internal comms, reviews |

**Pattern catalog (43 total)**

| Category | Count | IDs |
|:---------|:------|:----|
| Content | 8 | P1 to P8 |
| Language & Style | 10 | P9 to P18 |
| Communication | 3 | P19 to P21 |
| Filler & Hedging | 9 | P22 to P30 |
| Emerging (2026) | 13 | P31 to P43 |

**Flags**

| Flag | Effect |
|:-----|:-------|
| `--score` | Prepend a `[Score: NN/100]` AI-tell density header |
| `--iterate N` | Loop detect, rewrite, detect until convergence (max N=3) |
| `--aggressive` | Heavier rewrite, shorter sentences, more personality |
| `--purpose` | Layer `essay`, `email`, `marketing`, `technical`, or `general` rules |

## When to use this skill

- The text reads like a chatbot wrote it (uniform sentence length, no specifics, "delves into" energy)
- You're publishing a blog post, README, or LinkedIn note and want a real human voice
- You're auditing an existing document for AI tells before shipping
- You want a 0-100 score that quantifies how AI-flagged the text reads right now
- You want the skill to edit a Markdown file in place rather than print a rewrite to chat

Auto-loads `humanizer-context.md` from the project root if present. Use that file for brand samples and banned phrases.

## Operating principles

You

_meta.json

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skill-card.md

## Description:

Detects AI writing patterns, scores AI-tell density, and rewrites text into one of several human voice profiles without external dependencies or network calls.

This skill is ready for commercial/non-commercial use.

## Publisher:

[aboudjem](https://clawhub.ai/user/aboudjem)

### License/Terms of Use:

MIT-0

## Use Case:

External users, developers, and content editors use this skill to audit AI-sounding prose, rewrite text for publication, score AI-tell density, or apply targeted edits to Markdown files.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: The skill may auto-load project-level humanizer-context.md and apply stale or inappropriate voice guidance.

Mitigation: Review humanizer-context.md before use and remove any outdated samples, banned phrases, or project-specific rules that should not affect the current text.

Risk: In-place edit mode can change Markdown files directly.

Mitigation: Use detect or rewrite mode first for important files, then review the resulting changes before applying or keeping edits.

## Reference(s):

- [Hacker News discussion on AI writing patterns](https://news.ycombinator.com/item?id=46646939)
- [Gone Travelling Productions AI writing giveaways](https://gonetravellingproductions.com/2025/08/20/ai-giveaways-in-writing/)
- [Writewithai dead giveaways article](https://writewithai.substack.com/p/10-dead-giveaways-your-content-screams)
- [Wikipedia signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing)
- [AIDetectors spotting AI writing patterns](https://www.aidetectors.io/blog/spotting-ai-writing-patterns)

## Skill Output:

**Output Type(s):** [text, markdown, guidance, files]

**Output Format:** [Markdown reports, rewritten prose, concise change summaries, and in-place Markdown file edits when edit mode is used]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Optional 0-100 AI-tell score; optional voice, purpose, aggressiveness, and iteration controls.]

## Skill Version(s):

0.4.0 (source: server release metadata)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
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Machine-readable data

The same record, as JSON, for agents and crawlers.

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Record generated Oct 10, 2026.

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