# Send Human Voice Content Editor to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "geo-human-editor",
    "name": "Human Voice Content Editor",
    "source": "tencent",
    "type": "skill",
    "category": "内容创作",
    "sourceUrl": "https://clawhub.ai/geoly-geo/geo-human-editor",
    "canonicalUrl": "https://clawhub.ai/geoly-geo/geo-human-editor",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/geo-human-editor",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=geo-human-editor",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "scripts/humanize_content.py",
      "references/human-voice-checklist.md",
      "evals/evals.json"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-23T16:43:11.935Z",
      "expiresAt": "2026-04-30T16:43:11.935Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
        "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/geo-human-editor"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/geo-human-editor",
    "downloadUrl": "https://openagent3.xyz/downloads/geo-human-editor",
    "agentUrl": "https://openagent3.xyz/skills/geo-human-editor/agent",
    "manifestUrl": "https://openagent3.xyz/skills/geo-human-editor/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/geo-human-editor/agent.md"
  }
}
```
## Documentation

### 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

### 1. Formatting Artifacts

Remove AI formatting patterns:

ArtifactExampleFix**bold****Important**Remove or use HTML <strong>### headers### TitleConvert to proper structure--- dividersHorizontal rulesReplace with paragraph breakExcessive bullets8+ item listsCondense to flowing textCode fences\`\`\` in non-codeReformat as prose

### 2. AI Vocabulary

Replace AI-overused words:

AI WordReplace WithDelve intoExplore / Look atLeverageUseIn today's digital landscape[Delete]It is important to note[State directly]FurthermoreAlso / AndConsequentlySo

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 authentic human qualities:

Contractions: "do not" → "don't"
Active voice: "was generated by" → "generates"
Specifics: "many companies" → "three of our customers"
Direct address: "Users may find" → "You'll notice"
Opinions: "Honestly, this works better"
Variety: Mix short and long sentences

### Human Voice Scale

Rate content 1-10 on each axis:

Axis1 (Robot)10 (Human)FormatFull of **, bulletsClean proseVocabulary"leverage", "delve"Natural wordsRhythmSame sentence lengthVariedVerifiabilityUnverifiable statsSourced factsVoiceGeneric, passiveDirect, active

Overall Score: Average of 5 axes

### Humanization Tool

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

Output:

Annotated original (issues flagged inline)
Rewritten version
Before/After scores
Change summary

### Workflow

Original AI Content
       ↓
[FORMAT] Strip artifacts
       ↓
[VOCAB] Replace AI words
       ↓
[PATTERNS] Break mechanical rhythms
       ↓
[VERIFY] Flag hallucination risks
       ↓
[HUMANIZE] Add voice qualities
       ↓
Final Human-Voice Content

### Output Format

## Human Voice Audit

**Content**: [title]  
**Word Count**: [n]

### Scores

| Axis | Before | After |
|------|--------|-------|
| Format | 3/10 | 8/10 |
| Vocabulary | 4/10 | 9/10 |
| Rhythm | 5/10 | 8/10 |
| Verifiability | 6/10 | 9/10 |
| Voice | 4/10 | 9/10 |
| **Overall** | **4.4/10** | **8.6/10** |

### Issues Found

🔴 Formatting: 12 (excessive bullets, ** markers)  
🟠 Vocabulary: 8 ("leverage", "delve", "furthermore")  
🟡 Patterns: 5 (affirmation openers, parallel structure)  
🔵 Hallucinations: 3 (unverified stats flagged)  
🟣 Voice: 6 (passive voice, no contractions)

### Rewritten Content

[Human-voice version]

### Integration

Typical workflow:

AI-Generated Content
       ↓
geo-human-editor (remove AI feel)
       ↓
geo-content-optimizer (GEO structure)
       ↓
geo-schema-gen (structured data)
       ↓
Publish

### See Also

AI vocabulary blacklist: references/ai-vocabulary.md
Pattern detection guide: references/patterns.md
Hallucination flags: references/hallucinations.md
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: geoly-geo
- Version: 1.0.0
## Source health
- Status: healthy
- Source download looks usable.
- Yavira can redirect you to the upstream package for this source.
- Health scope: source
- Reason: direct_download_ok
- Checked at: 2026-04-23T16:43:11.935Z
- Expires at: 2026-04-30T16:43:11.935Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/geo-human-editor)
- [Send to Agent page](https://openagent3.xyz/skills/geo-human-editor/agent)
- [JSON manifest](https://openagent3.xyz/skills/geo-human-editor/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/geo-human-editor/agent.md)
- [Download page](https://openagent3.xyz/downloads/geo-human-editor)