{"repo":"harshaneel/humanize","free":true,"listed":false,"github":"https://github.com/harshaneel/humanize","clone":"git clone https://github.com/harshaneel/humanize.git","description":"Best static AI text humanizer. Two research-grounded LLM-agnostic skills that make AI writing sound human and relatable. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature.","language":"HTML","stars":370,"topics":["ai-content-detection","ai-detection","ai-writing-detection","claude-code","claude-skills","codex","codex-cli","codex-skill","gpt-detection","humanize"],"license":"MIT","category":"ai-agents","readme_excerpt":"humanize LLM-agnostic skills that make AI writing sound human and relatable. Grounded in 50+ peer-reviewed sources through April 2026. Works in any LLM agent: Claude Code, Codex CLI, ChatGPT, Gemini, Cursor, Aider, OpenCode, Continue, Copilot. The install paths differ; the skill content is identical. --- Contents Get started - What's inside — the two skills, at a glance - Installation — one command for Claude Code, Codex CLI, ChatGPT desktop, or any agent - Usage — how to invoke each skill - Benchmark — 25 inputs, two independent scorers Why the skills work - Background — the gap between AI and human writing - The detection literature — perplexity, burstiness, stylometry, discourse - Detection methodology taxonomy — zero-shot, classifier, watermarking, hybrid - What the research shows about surface rewriting — why the same edits that read human also move the numbers - The nine humanization levers — the rules the skill applies Limits and what closes them - Accuracy benchmarks from the literature — detector accuracy numbers from published research - Known limitations — what this skill does not guarantee - What this rule-based approach cannot do (the ceiling) — the learned-classifier ceiling and why it exists - Complementary techniques — what closes the gap (cross-model paraphrase, base-model rewriting, manual edits) Maintenance & references - Updating · Uninstalling · Contributing · License · Citation · References --- What's inside Skill What it does Trigger --- --- --- humaniz","default_branch":null,"files":null,"tree":[],"storefront":"/r/harshaneel","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/harshaneel/humanize/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}