[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6FXYZXRF1FEP262G2XYWA0Q":3,"skill-same:01M6FXYZXRF1FEP262G2XYWA0Q":96},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":15,"categories":16,"keywords":22,"publishedAt":40,"linkOnly":41,"markdownContent":42,"markdownBody":43,"frontMatter":44,"refName":51,"commitSha":52,"skillDirectory":53,"forksCount":54,"repositoryHtmlUrl":55,"repositoryHomepageUrl":6,"ownerHtmlUrl":56,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":57,"install":58,"resources":71},"01M6FXYZXRF1FEP262G2XYWA0Q","humanize-ai-text",null,"Humanize AI-generated text to bypass detection. This humanizer rewrites ChatGPT, Claude, and GPT content to sound natural and pass AI detectors like GPTZero, Turnitin, and Originality.ai. Based on Wikipedia's comprehensive \"Signs of AI Writing\" guide. Makes robotic AI writing undetectable and human-like.","kbarbel640-del\u002Fskills","kbarbel640-del","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F255315490?v=4","01M6CJPPQGCCESXMG3K7BBGQ5J","01M6CJPPX2PB2BCZERFVM2C2B3",1,"MIT","https:\u002F\u002Fgithub.com\u002Fkbarbel640-del\u002Fskills\u002Fblob\u002Fmain\u002Fskills\u002Fmoltbro\u002Fhumanize-ai-text\u002FSKILL.md",[17],{"categoryNo":18,"categoryName":19,"taxonomyType":20,"taxonomyTypeDesc":21},"01JBSEEDCAT000000000000036","内容创作者","PROFESSION","适用职业",[23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39],"humanize ai","humanize","humanize ai text","text","read","wikipedia","human","guide","generated","write","writing","shell","detection","content","gpt","chatgpt","humanizer","2026-11-10 10:12:30",false,"---\nname: humanize-ai-text\ndescription: Humanize AI-generated text to bypass detection. This humanizer rewrites ChatGPT, Claude, and GPT content to sound natural and pass AI detectors like GPTZero, Turnitin, and Originality.ai. Based on Wikipedia's comprehensive \"Signs of AI Writing\" guide. Makes robotic AI writing undetectable and human-like.\nallowed-tools:\n  - Read\n  - Write\n  - StrReplace\n  - Shell\n  - Glob\n---\n\n# Humanize AI Text\n\nComprehensive CLI for detecting and transforming AI-generated text to bypass detectors. Based on [Wikipedia's Signs of AI Writing](https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FWikipedia:Signs_of_AI_writing).\n\n## Quick Start\n\n```bash\n# Detect AI patterns\npython scripts\u002Fdetect.py text.txt\n\n# Transform to human-like\npython scripts\u002Ftransform.py text.txt -o clean.txt\n\n# Compare before\u002Fafter\npython scripts\u002Fcompare.py text.txt -o clean.txt\n```\n\n---\n\n## Detection Categories\n\nThe analyzer checks for **16 pattern categories** from Wikipedia's guide:\n\n### Critical (Immediate AI Detection)\n| Category | Examples |\n|----------|----------|\n| Citation Bugs | `oaicite`, `turn0search`, `contentReference` |\n| Knowledge Cutoff | \"as of my last training\", \"based on available information\" |\n| Chatbot Artifacts | \"I hope this helps\", \"Great question!\", \"As an AI\" |\n| Markdown | `**bold**`, `## headers`, ``` code blocks ``` |\n\n### High Signal\n| Category | Examples |\n|----------|----------|\n| AI Vocabulary | delve, tapestry, landscape, pivotal, underscore, foster |\n| Significance Inflation | \"serves as a testament\", \"pivotal moment\", \"indelible mark\" |\n| Promotional Language | vibrant, groundbreaking, nestled, breathtaking |\n| Copula Avoidance | \"serves as\" instead of \"is\", \"boasts\" instead of \"has\" |\n\n### Medium Signal\n| Category | Examples |\n|----------|----------|\n| Superficial -ing | \"highlighting the importance\", \"fostering collaboration\" |\n| Filler Phrases | \"in order to\", \"due to the fact that\", \"Additionally,\" |\n| Vague Attributions | \"experts believe\", \"industry reports suggest\" |\n| Challenges Formula | \"Despite these challenges\", \"Future outlook\" |\n\n### Style Signal\n| Category | Examples |\n|----------|----------|\n| Curly Quotes | \"\" instead of \"\" (ChatGPT signature) |\n| Em Dash Overuse | Excessive use of — for emphasis |\n| Negative Parallelisms | \"Not only... but also\", \"It's not just... it's\" |\n| Rule of Three | Forced triplets like \"innovation, inspiration, and insight\" |\n\n---\n\n## Scripts\n\n### detect.py — Scan for AI Patterns\n\n```bash\npython scripts\u002Fdetect.py essay.txt\npython scripts\u002Fdetect.py essay.txt -j  # JSON output\npython scripts\u002Fdetect.py essay.txt -s  # score only\necho \"text\" | python scripts\u002Fdetect.py\n```\n\n**Output:**\n- Issue count and word count\n- AI probability (low\u002Fmedium\u002Fhigh\u002Fvery high)\n- Breakdown by category\n- Auto-fixable patterns marked\n\n### transform.py — Rewrite Text\n\n```bash\npython scripts\u002Ftransform.py essay.txt\npython scripts\u002Ftransform.py essay.txt -o output.txt\npython scripts\u002Ftransform.py essay.txt -a  # aggressive\npython scripts\u002Ftransform.py essay.txt -q  # quiet\n```\n\n**Auto-fixes:**\n- Citation bugs (oaicite, turn0search)\n- Markdown (**, ##, ```)\n- Chatbot sentences\n- Copula avoidance → \"is\u002Fhas\"\n- Filler phrases → simpler forms\n- Curly → straight quotes\n\n**Aggressive (-a):**\n- Simplifies -ing clauses\n- Reduces em dashes\n\n### compare.py — Before\u002FAfter Analysis\n\n```bash\npython scripts\u002Fcompare.py essay.txt\npython scripts\u002Fcompare.py essay.txt -a -o clean.txt\n```\n\nShows side-by-side detection scores before and after transformation\n\n---\n\n## Workflow\n\n1. **Scan** for detection risk:\n   ```bash\n   python scripts\u002Fdetect.py document.txt\n   ```\n\n2. **Transform** with comparison:\n   ```bash\n   python scripts\u002Fcompare.py document.txt -o document_v2.txt\n   ```\n\n3. **Verify** improvement:\n   ```bash\n   python scripts\u002Fdetect.py document_v2.txt -s\n   ```\n\n4. **Manual review** for AI vocabulary and promotional language (requires judgment)\n\n---\n\n## AI Probability Scoring\n\n| Rating | Criteria |\n|--------|----------|\n| Very High | Citation bugs, knowledge cutoff, or chatbot artifacts present |\n| High | >30 issues OR >5% issue density |\n| Medium | >15 issues OR >2% issue density |\n| Low | \u003C15 issues AND \u003C2% density |\n\n---\n\n## Customizing Patterns\n\nEdit `scripts\u002Fpatterns.json` to add\u002Fmodify:\n- `ai_vocabulary` — words to flag\n- `significance_inflation` — puffery phrases\n- `promotional_language` — marketing speak\n- `copula_avoidance` — phrase → replacement\n- `filler_replacements` — phrase → simpler form\n- `chatbot_artifacts` — phrases triggering sentence removal\n\n---\n\n## Batch Processing\n\n```bash\n# Scan all files\nfor f in *.txt; do\n  echo \"=== $f ===\"\n  python scripts\u002Fdetect.py \"$f\" -s\ndone\n\n# Transform all markdown\nfor f in *.md; do\n  python scripts\u002Ftransform.py \"$f\" -a -o \"${f%.md}_clean.md\" -q\ndone\n```\n\n---\n\n## Reference\n\nBased on Wikipedia's [Signs of AI Writing](https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FWikipedia:Signs_of_AI_writing), maintained by WikiProject AI Cleanup. Patterns documented from thousands of AI-generated text examples.\n\nKey insight: \"LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely result that applies to the widest variety of cases.\"\n","# Humanize AI Text\n\nComprehensive CLI for detecting and transforming AI-generated text to bypass detectors. Based on [Wikipedia's Signs of AI Writing](https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FWikipedia:Signs_of_AI_writing).\n\n## Quick Start\n\n```bash\n# Detect AI patterns\npython scripts\u002Fdetect.py text.txt\n\n# Transform to human-like\npython scripts\u002Ftransform.py text.txt -o clean.txt\n\n# Compare before\u002Fafter\npython scripts\u002Fcompare.py text.txt -o clean.txt\n```\n\n---\n\n## Detection Categories\n\nThe analyzer checks for **16 pattern categories** from Wikipedia's guide:\n\n### Critical (Immediate AI Detection)\n| Category | Examples |\n|----------|----------|\n| Citation Bugs | `oaicite`, `turn0search`, `contentReference` |\n| Knowledge Cutoff | \"as of my last training\", \"based on available information\" |\n| Chatbot Artifacts | \"I hope this helps\", \"Great question!\", \"As an AI\" |\n| Markdown | `**bold**`, `## headers`, ``` code blocks ``` |\n\n### High Signal\n| Category | Examples |\n|----------|----------|\n| AI Vocabulary | delve, tapestry, landscape, pivotal, underscore, foster |\n| Significance Inflation | \"serves as a testament\", \"pivotal moment\", \"indelible mark\" |\n| Promotional Language | vibrant, groundbreaking, nestled, breathtaking |\n| Copula Avoidance | \"serves as\" instead of \"is\", \"boasts\" instead of \"has\" |\n\n### Medium Signal\n| Category | Examples |\n|----------|----------|\n| Superficial -ing | \"highlighting the importance\", \"fostering collaboration\" |\n| Filler Phrases | \"in order to\", \"due to the fact that\", \"Additionally,\" |\n| Vague Attributions | \"experts believe\", \"industry reports suggest\" |\n| Challenges Formula | \"Despite these challenges\", \"Future outlook\" |\n\n### Style Signal\n| Category | Examples |\n|----------|----------|\n| Curly Quotes | \"\" instead of \"\" (ChatGPT signature) |\n| Em Dash Overuse | Excessive use of — for emphasis |\n| Negative Parallelisms | \"Not only... but also\", \"It's not just... it's\" |\n| Rule of Three | Forced triplets like \"innovation, inspiration, and insight\" |\n\n---\n\n## Scripts\n\n### detect.py — Scan for AI Patterns\n\n```bash\npython scripts\u002Fdetect.py essay.txt\npython scripts\u002Fdetect.py essay.txt -j  # JSON output\npython scripts\u002Fdetect.py essay.txt -s  # score only\necho \"text\" | python scripts\u002Fdetect.py\n```\n\n**Output:**\n- Issue count and word count\n- AI probability (low\u002Fmedium\u002Fhigh\u002Fvery high)\n- Breakdown by category\n- Auto-fixable patterns marked\n\n### transform.py — Rewrite Text\n\n```bash\npython scripts\u002Ftransform.py essay.txt\npython scripts\u002Ftransform.py essay.txt -o output.txt\npython scripts\u002Ftransform.py essay.txt -a  # aggressive\npython scripts\u002Ftransform.py essay.txt -q  # quiet\n```\n\n**Auto-fixes:**\n- Citation bugs (oaicite, turn0search)\n- Markdown (**, ##, ```)\n- Chatbot sentences\n- Copula avoidance → \"is\u002Fhas\"\n- Filler phrases → simpler forms\n- Curly → straight quotes\n\n**Aggressive (-a):**\n- Simplifies -ing clauses\n- Reduces em dashes\n\n### compare.py — Before\u002FAfter Analysis\n\n```bash\npython scripts\u002Fcompare.py essay.txt\npython scripts\u002Fcompare.py essay.txt -a -o clean.txt\n```\n\nShows side-by-side detection scores before and after transformation\n\n---\n\n## Workflow\n\n1. **Scan** for detection risk:\n   ```bash\n   python scripts\u002Fdetect.py document.txt\n   ```\n\n2. **Transform** with comparison:\n   ```bash\n   python scripts\u002Fcompare.py document.txt -o document_v2.txt\n   ```\n\n3. **Verify** improvement:\n   ```bash\n   python scripts\u002Fdetect.py document_v2.txt -s\n   ```\n\n4. **Manual review** for AI vocabulary and promotional language (requires judgment)\n\n---\n\n## AI Probability Scoring\n\n| Rating | Criteria |\n|--------|----------|\n| Very High | Citation bugs, knowledge cutoff, or chatbot artifacts present |\n| High | >30 issues OR >5% issue density |\n| Medium | >15 issues OR >2% issue density |\n| Low | \u003C15 issues AND \u003C2% density |\n\n---\n\n## Customizing Patterns\n\nEdit `scripts\u002Fpatterns.json` to add\u002Fmodify:\n- `ai_vocabulary` — words to flag\n- `significance_inflation` — puffery phrases\n- `promotional_language` — marketing speak\n- `copula_avoidance` — phrase → replacement\n- `filler_replacements` — phrase → simpler form\n- `chatbot_artifacts` — phrases triggering sentence removal\n\n---\n\n## Batch Processing\n\n```bash\n# Scan all files\nfor f in *.txt; do\n  echo \"=== $f ===\"\n  python scripts\u002Fdetect.py \"$f\" -s\ndone\n\n# Transform all markdown\nfor f in *.md; do\n  python scripts\u002Ftransform.py \"$f\" -a -o \"${f%.md}_clean.md\" -q\ndone\n```\n\n---\n\n## Reference\n\nBased on Wikipedia's [Signs of AI Writing](https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FWikipedia:Signs_of_AI_writing), maintained by WikiProject AI Cleanup. Patterns documented from thousands of AI-generated text examples.\n\nKey insight: \"LLMs use statistical algorithms to guess what should come next. 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