Humanize Korean
Rule-based Korean AI-tell remover that preserves facts and protected spans, with a live audit gate.
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 13, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 0d6dd04
Ran a real AI-flavored Korean paragraph through both versions: the skill-guided rewrite stripped every tell in the rule table (결론적으로, 을 통해, 또한, 주목할 만하다) that the baseline left half-fixed, but hand-tracing the bundled audit script's own regexes showed it pushed the change rate to 52% — over the script's own 50% fail ceiling — so full mechanical rule application on short, dense text needs to be dialed back to stay inside the tool's own gate.
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 8/10
- Docs & honesty 4/5
What Humanize Korean does
Rewrites Korean prose against a 30-plus-pattern AI-tell table (translationese like '~을 통해', formulaic pivots like '결론적으로', double passives, vague significance claims) while freezing protected spans such as numbers, URLs, and product names, then runs a bundled Node audit script that grades the rewrite and caps the character-change rate. Triggers on Korean-specific 'AI 티 제거'/humanize requests; explicitly excludes translation, SEO rewriting, and non-Korean text.
How to install Humanize Korean
git clone https://github.com/beefiker/superloopy
cd superloopy
mkdir -p ~/.claude/skills
cp -r skills/humanize-korean ~/.claude/skills/humanize-korean
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Humanize Korean
-
/humanize-koreanRule-based Korean AI-tell remover that preserves facts and protected spans, with a live audit gate.
It also activates on plain-language prompts like these:
-
이 한국어 문장에서 AI 티 나는 표현 좀 없애줘, 숫자랑 링크는 그대로 두고 -
번역투 느낌 나는 이 글 자연스럽게 다듬어줘, 결론적으로 같은 표현 빼고 -
이 보고서 문단이 너무 AI스러운데 사실관계는 유지하면서 다듬어줄 수 있어?
Frequently asked questions
- Is the Humanize Korean skill free?
- Yes. The skill itself is free from beefiker/superloopy. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Humanize Korean work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 13, 2026. Verdict: Tested · Works. Ran a real AI-flavored Korean paragraph through both versions: the skill-guided rewrite stripped every tell in the rule table (결론적으로, 을 통해, 또한, 주목할 만하다) that the baseline left half-fixed, but hand-tracing the bundled audit script's own regexes showed it pushed the change rate to 52% — over the script's own 50% fail ceiling — so full mechanical rule application on short, dense text needs to be dialed back to stay inside the tool's own gate.
- What is the Humanize Korean SkillProof Score?
- 8.8/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 8/10, docs & honesty 4/5.
- How do I install Humanize Korean?
- 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 Humanize Korean 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.