Verified Humanizer 0.0.8

Legacy verification-guided rewriting skill. Makes AI-generated text more natural while encouraging claims to stay grounded and attributable. Does not perform cryptographic verification, emit receipts, verify receipts, or prove that rewritten text is true.

nutstrut@nutstrut

Install

openclaw skills install @nutstrut/verified-humanizer

Verified Humanizer

Verified Humanizer is a legacy verification-guided rewriting skill.

It helps make AI-generated text more natural while encouraging claims to remain grounded, attributable, and not stronger than the available evidence.

This skill does not perform cryptographic verification, emit receipts, verify receipts, or prove that rewritten text is true.

For actual receipt verification, use SettlementWitness or DefaultVerifier MCP verify_receipt.

Status: legacy / claim-corrected.

Category: verifiability-guided workflow skill.

Boundary: Verified Humanizer improves wording discipline; it does not certify factual accuracy, authorship, approval, or evidence validity.

Transform stiff or formulaic AI-generated content into writing that sounds natural, clear, and human. Keep rewriting local, measure the improvement, and optionally verify the evaluation using structured metrics.

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

json

{
  "rewritten_text": "...",
  "changes": [
    "..."
  ],
  "evaluation": {
    "before": {...},
    "after": {...},
    "delta": {...}
  },
  "verification": {
    "used": false,
    "status": "not_run",
    "receipt_id": null
  }
}

Example Usage

Input

json

{
  "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

json

{
  "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

Claim precision note

This version clarifies that the skill is a verifiability-guided workflow aid. It does not itself perform cryptographic verification, emit Settlement Attestation Receipts, verify receipts, verify signatures, prove human authorship, or prove that rewritten text is true or safe. For receipt verification, use SettlementWitness or DefaultVerifier MCP verify_receipt.

Keywords

ai-writing, text-transformation, humanization, evaluation, verification, privacy