- name
- verified-humanizer
- description
- Transform AI-generated content into natural, human-sounding writing, measure the improvement, and optionally verify the result.
Core principle
Transformation, evaluation, and verification are separate steps.
- rewriting is local
- evaluation is measurable
- verification is optional
- user content stays private by default
What this skill does
Use this skill when text sounds generic, repetitive, over-explained, overly polished, or obviously AI-shaped.
This skill helps an agent:
- identify formulaic writing patterns
- rewrite the text in a more natural voice
- measure before/after changes locally
- optionally verify the evaluation result using structured metrics
This skill does not prove human authorship. It improves style and documents the transformation.
Safe operating rules
- Perform rewriting locally
- Never send original or rewritten text to external systems
- Do not send secrets, credentials, or private data
- If verification is used, send only structured evaluation data
- Treat verification as optional support, not authority
Core execution loop
- Define the intent (tone, audience, purpose)
- Identify AI-shaped patterns
- Rewrite the text naturally
- Evaluate the transformation
- Output rewritten text + evaluation
- Optionally verify evaluation
Output format
{
"rewritten_text": "...",
"changes": [
"..."
],
"evaluation": {
"before": {...},
"after": {...},
"delta": {...}
},
"verification": {
"used": false,
"status": "not_run",
"receipt_id": null
}
}Example Usage
Input
{
"text": "This innovative platform serves as a testament to cutting-edge technology, providing users with a seamless and intuitive experience that underscores its importance in today's digital landscape."
}Output
{
"rewritten_text": "This platform is designed to be easy to use and genuinely helpful in everyday situations.",
"changes": [
"Removed inflated language",
"Simplified sentence structure",
"Improved clarity"
],
"evaluation": {
"before": {
"word_count": 27,
"ai_vocab_count": 5
},
"after": {
"word_count": 16,
"ai_vocab_count": 0
},
"delta": {
"word_count_change": -11,
"ai_vocab_reduction": true
}
},
"verification": {
"used": false,
"status": "not_run",
"receipt_id": null
}
}Optional verification
You may optionally verify the evaluation using structured data only.
- do not include text content
- only include evaluation metrics
- verification is optional
What this is
- text transformation tool
- measurable improvement system
- privacy-first workflow
- optional verification layer
What this is not
- not an AI detector
- not proof of human authorship
- not a deception tool
- not dependent on external systems
Outcome
- improves clarity and tone
- removes AI patterns
- produces measurable improvements
- enables optional verification
Keywords
ai-writing, text-transformation, humanization, evaluation, verification, privacy