OpenClaw

geo-human-editor

Audit and rewrite content to remove AI-generated feel by stripping markdown artifacts, eliminating AI vocabulary patterns, flagging hallucination risks, and restoring natural human voice. Use whenever the user mentions content sounding like AI, removing AI tone, making content more human, checking for AI feel, fixing mechanical writing patterns, or scanning for hallucinations and unverified claims in content.

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查看来源 ↗安装与使用 SKILL.md ↗

安装与使用

请根据来源仓库和你的 AI 工具说明安装此技能。先阅读技能文件和依赖要求，再添加到工作流。

SkillHub CLI

skillhub install geoly-geo/geo-human-editor

打开来源仓库，查看说明和兼容环境后，按来源提供的命令或步骤安装。

将来源链接提供给你的 Agent，让它先读取说明、核对依赖，并向你说明将执行的安装步骤。

查看来源 ↗使用指南

技能说明

Human Voice Content Editor

Editorial methodology by GEOly AI (geoly.ai) — AI-generated content that reads like AI is ignored or penalized. Human voice content gets cited.

Audit and rewrite content to remove AI-generated patterns and restore authentic human voice.

Quick Start

python scripts/humanize_content.py --input content.md --output humanized.md

The 5 Dimensions

1. Formatting Artifacts

Remove AI formatting patterns:

Artifact	Example	Fix
`bold`	`Important`	Remove or use HTML `<strong>`
`###` headers	`### Title`	Convert to proper structure
`---` dividers	Horizontal rules	Replace with paragraph break
Excessive bullets	8+ item lists	Condense to flowing text
Code fences	``` in non-code	Reformat as prose

2. AI Vocabulary

Replace AI-overused words:

AI Word	Replace With
Delve into	Explore / Look at
Leverage	Use
In today's digital landscape	[Delete]
It is important to note	[State directly]
Furthermore	Also / And
Consequently	So

Full blacklist: See references/ai-vocabulary.md

3. Mechanical Patterns

Break up robotic rhythms:

Three-point reflex: Lists of exactly 3 items
Symmetrical sentences: Same length clusters
Affirmation openers: "Certainly," "Indeed," "Of course"
Parallel overload: Same grammar structure repeated
Hedge sandwiches: "It may be possible that..."

4. Hallucination Risks

Flag unverifiable claims:

🔴 High Risk — Always verify:

Precise stats without source ("73% of marketers...")
Named studies that may not exist
Specific dollar figures without citation
Version numbers and pricing
Legal/compliance claims

🟡 Medium Risk — Review:

Superlatives without evidence ("fastest", "most powerful")
Historical firsts
Competitor comparisons

5. Human Voice Restoration

Add...

来源信息

Source: github
Repository: openclaw/skills
Path: skills/geoly-geo/geo-human-editor
Version: —
Commit: 1e5629941252d765082dfbe01d6792692b6861fd
分类来源: rules
状态: active
可见性: public

这些信息来自收录时的来源分析，可能滞后；使用前请核对最新来源文件。

来源内容

SKILL.md

# Human Voice Content Editor

> Editorial methodology by **GEOly AI** (geoly.ai) — AI-generated content that reads like AI is ignored or penalized. Human voice content gets cited.

Audit and rewrite content to remove AI-generated patterns and restore authentic human voice.

## Quick Start

```bash
python scripts/humanize_content.py --input content.md --output humanized.md
```

## The 5 Dimensions

### 1. Formatting Artifacts

Remove AI formatting patterns:

| Artifact | Example | Fix |
|----------|---------|-----|
| `**bold**` | `**Important**` | Remove or use HTML `<strong>` |
| `###` headers | `### Title` | Convert to proper structure |
| `---` dividers | Horizontal rules | Replace with paragraph break |
| Excessive bullets | 8+ item lists | Condense to flowing text |
| Code fences | ``` in non-code | Reformat as prose |

### 2. AI Vocabulary

Replace AI-overused words:

| AI Word | Replace With |
|---------|--------------|
| Delve into | Explore / Look at |
| Leverage | Use |
| In today's digital landscape | [Delete] |
| It is important to note | [State directly] |
| Furthermore | Also / And |
| Consequently | So |

**Full blacklist:** See [references/ai-vocabulary.md](references/ai-vocabulary.md)

### 3. Mechanical Patterns

Break up robotic rhythms:

- **Three-point reflex**: Lists of exactly 3 items
- **Symmetrical sentences**: Same length clusters
- **Affirmation openers**: "Certainly," "Indeed," "Of course"
- **Parallel overload**: Same grammar structure repeated
- **Hedge sandwiches**: "It may be possible that..."

### 4. Hallucination Risks

Flag unverifiable claims:

🔴 **High Risk** — Always verify:
- Precise stats without source ("73% of marketers...")
- Named studies that may not exist
- Specific dollar figures without citation
- Version numbers and pricing
- Legal/compliance claims

🟡 **Medium Risk** — Review:
- Superlatives without evidence ("fastest", "most powerful")
- Historical firsts
- Competitor comparisons

### 5. Human Voice Restoration

Add...

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