{"skill":{"slug":"verified-humanizer-new","displayName":"Verified Humanizer New","summary":"Transform AI-generated content into natural, human-sounding writing, measure the improvement, and optionally verify the result.","description":"---\n\nname: verified-humanizer\ndescription: Transform AI-generated content into natural, human-sounding writing, measure the improvement, and optionally verify the result.\n--------------------------------------------------------------------------------------------------------------------------------------------\n\n# Verified Humanizer\n\nTransform 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.\n\n---\n\n## Core principle\n\nTransformation, evaluation, and verification are separate steps.\n\n* rewriting is local\n* evaluation is measurable\n* verification is optional\n* user content stays private by default\n\n---\n\n## What this skill does\n\nUse this skill when text sounds generic, repetitive, over-explained, overly polished, or obviously AI-shaped.\n\nThis skill helps an agent:\n\n1. identify formulaic writing patterns\n2. rewrite the text in a more natural voice\n3. measure before/after changes locally\n4. optionally verify the evaluation result using structured metrics\n\nThis skill does **not** prove human authorship. It improves style and documents the transformation.\n\n---\n\n## Safe operating rules\n\n* Perform rewriting locally\n* Never send original or rewritten text to external systems\n* Do not send secrets, credentials, or private data\n* If verification is used, send only structured evaluation data\n* Treat verification as optional support, not authority\n\n---\n\n## Core execution loop\n\n1. Define the intent (tone, audience, purpose)\n2. Identify AI-shaped patterns\n3. Rewrite the text naturally\n4. Evaluate the transformation\n5. Output rewritten text + evaluation\n6. Optionally verify evaluation\n\n---\n\n## Output format\n\n```json\n{\n  \"rewritten_text\": \"...\",\n  \"changes\": [\n    \"...\"\n  ],\n  \"evaluation\": {\n    \"before\": {...},\n    \"after\": {...},\n    \"delta\": {...}\n  },\n  \"verification\": {\n    \"used\": false,\n    \"status\": \"not_run\",\n    \"receipt_id\": null\n  }\n}\n```\n\n---\n\n## Example Usage\n\n### Input\n\n```json\n{\n  \"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.\"\n}\n```\n\n### Output\n\n```json\n{\n  \"rewritten_text\": \"This platform is designed to be easy to use and genuinely helpful in everyday situations.\",\n  \"changes\": [\n    \"Removed inflated language\",\n    \"Simplified sentence structure\",\n    \"Improved clarity\"\n  ],\n  \"evaluation\": {\n    \"before\": {\n      \"word_count\": 27,\n      \"ai_vocab_count\": 5\n    },\n    \"after\": {\n      \"word_count\": 16,\n      \"ai_vocab_count\": 0\n    },\n    \"delta\": {\n      \"word_count_change\": -11,\n      \"ai_vocab_reduction\": true\n    }\n  },\n  \"verification\": {\n    \"used\": false,\n    \"status\": \"not_run\",\n    \"receipt_id\": null\n  }\n}\n```\n\n---\n\n## Optional verification\n\nYou may optionally verify the evaluation using structured data only.\n\n* do not include text content\n* only include evaluation metrics\n* verification is optional\n\n---\n\n## What this is\n\n* text transformation tool\n* measurable improvement system\n* privacy-first workflow\n* optional verification layer\n\n---\n\n## What this is not\n\n* not an AI detector\n* not proof of human authorship\n* not a deception tool\n* not dependent on external systems\n\n---\n\n## Outcome\n\n* improves clarity and tone\n* removes AI patterns\n* produces measurable improvements\n* enables optional verification\n\n---\n\n## Keywords\n\nai-writing, text-transformation, humanization, evaluation, verification, privacy\n","tags":{"latest":"1.0.0"},"stats":{"comments":0,"downloads":332,"installsAllTime":0,"installsCurrent":0,"stars":0,"versions":1},"createdAt":1777633804669,"updatedAt":1778492821950},"latestVersion":{"version":"1.0.0","createdAt":1777633804669,"changelog":"Initial release of verified-humanizer skill.\n\n- Transforms AI-generated text into natural, human-sounding writing.\n- Measures before/after improvement using structured metrics.\n- Keeps user text private and all rewriting local.\n- Offers optional structured verification without exposing original content.\n- Provides clear output with rewritten text, change log, and evaluation data.","license":"MIT-0"},"metadata":null,"owner":{"handle":"ch4812","userId":"s17eaftgpdxas470gffebx5awh85wjfg","displayName":"ch4812","image":"https://avatars.githubusercontent.com/u/195881140?v=4"},"moderation":null}