Writing Humanizer
Strips AI writing tells from Traditional Chinese (and general) prose with a two-pass rewrite + checklist.
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 15, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 215e913
Ran a genuinely AI-sounding Traditional Chinese paragraph about Taipei's Dihua Street through both an unguided rewrite and the skill's two-round process; the skill version killed every flagged tell (不僅是…更是, 三段式列舉, 升華結尾, 憑藉…精神) and replaced the ending with a concrete first-person scene, while the unguided baseline kept generic tells like '見證了歷史' and '文化地標' that the skill's own checklist exists specifically to catch.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 9/10
- Docs & honesty 5/5
What Writing Humanizer does
Edits or reviews text to remove AI-generated patterns -- filler phrases, three-item lists, em-dash overuse, meaning-inflation endings, bolded label lists -- and rewrite it to sound human, with a heavy focus on Taiwanese Traditional Chinese idiom. Triggers when a user supplies text and asks to 'humanize', 'remove AI tone', 'rewrite naturally', or '潤稿/去AI味', running a mandatory two-round self-review and a 5-dimension quality score before delivering.
How to install Writing Humanizer
git clone https://github.com/shyuan/writing-humanizer
cd writing-humanizer
mkdir -p ~/.claude/skills
cp -r skills/writing-humanizer ~/.claude/skills/writing-humanizer
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Writing Humanizer
-
/writing-humanizerStrips AI writing tells from Traditional Chinese (and general) prose with a two-pass rewrite + checklist.
It also activates on plain-language prompts like these:
-
這篇介紹台北迪化街歷史的文章讀起來很像AI寫的,可以幫我潤稿讓它更自然一點嗎,拜託了 -
這段文字AI味太重了,不僅是這種句型、三段式列舉跟升華結尾都要拿掉,麻煩幫我重寫一遍 -
幫我把這份簡報文件去掉AI腔,改成道地一點、更口語化的台灣繁體中文表達方式,謝謝你
Frequently asked questions
- Is the Writing Humanizer skill free?
- Yes. The skill itself is free from shyuan/writing-humanizer. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Writing Humanizer work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 15, 2026. Verdict: Tested · Works. Ran a genuinely AI-sounding Traditional Chinese paragraph about Taipei's Dihua Street through both an unguided rewrite and the skill's two-round process; the skill version killed every flagged tell (不僅是…更是, 三段式列舉, 升華結尾, 憑藉…精神) and replaced the ending with a concrete first-person scene, while the unguided baseline kept generic tells like '見證了歷史' and '文化地標' that the skill's own checklist exists specifically to catch.
- What is the Writing Humanizer SkillProof Score?
- 9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
- How do I install Writing Humanizer?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Writing Humanizer with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.