humanize-chinese

中文去 AI 腔一整套（装完即用，零 API Key —— 装了本 skill 的 agent 自己就是那个 LLM）。六个流程：① 生成即去 AI —— 写中文时按本 skill 的写作指南落笔，初稿就不带 AI 腔； ② 复查改写 —— 产出后对照本 skill 的清单再过一遍，定点拆模板句式； ③…

Skill by swaylq

IndexedNOASSERTION★ 29

Write a review

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/swaylq-humanize-chinese

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

About

中文去 AI 腔一整套（装完即用，零 API Key —— 装了本 skill 的 agent 自己就是那个 LLM）。六个流程：① 生成即去 AI —— 写中文时按本 skill 的写作指南落笔，初稿就不带 AI 腔； ② 复查改写 —— 产出后对照本 skill 的清单再过一遍，定点拆模板句式； ③ Python 词语替换 —— ./humanize replace 按文体自动路由词表（学术 120+ 条 / 通用 220+ 条），只做短语级、只在子句边界替换，改完自动核对数字/专名/段落； ④ Claude 腔转中文 —— 把 Claude 助手腔的中文改写成平实中文，规则提炼自 gvzdv/claudish-to-english 并本地化； ⑤ 去水印 —— ./humanize watermark 扫清零宽字符/双向控制符/同形替身，并对照 guillaumemeyer/watermarks-remover 说明统计水印的边界； ⑥ 纠错顺句 —— 修错词、病句、标点，拗口和用词不准处轻手顺一顺；改动范围有硬校验。另有检测（0-100 分）、风格转换、学术降重等 CLI。 Use when user says: "去AI味", "降AIGC", "人性化文本", "humanize chinese", "AI检测", "AIGC降重", "去除AI痕迹", "文本改写", "论文降重", "知网检测", "维普检测", "AI写作检测", "让文字更自然", "detect AI text", "humanize text", "make text human-like", "去ai化", "改成人话", "去机器味", "长文本改写", "小说改写", "写一篇", "claudish", "去claude腔", "助手腔", "去水印", "watermark remover", "remove watermark"

Use cases: backend, ml, agent-building

Reviews

Write a review

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 26, 2026.

Tools: No tools found
Secrets: None asked for
Install scripts: None found
Runs as: Python package

Network hosts it talks to 4

codeload.github.com · found in install command
github.com · found in code
huggingface.co · found in code
openrouter.ai · found in code

Files it touches

~/.claude/skills/humanize-chinese
/tmp/cudrt_rewrite/Rewrite.json
/tmp/h1
/Users/mac/claudeclaw/humanize
Your home directory (~)

What's inside

Skill name: humanize-chinese
Description: 中文去 AI 腔一整套（装完即用，零 API Key —— 装了本 skill 的 agent 自己就是那个 LLM）。六个流程：① 生成即去 AI —— 写中文时按本 skill 的写作指南落笔，初稿就不带 AI 腔； ② 复查改写 —— 产出后对照本 skill 的清单再过一遍，定点拆模板句式； ③ Python 词语替换 —— ./humanize replace 按文体自动路由词表（学术 120+ 条 / 通用 220+ 条），只做短语级、只在子句边界替换，改完自动核对数字/专名/段落； ④ Claude 腔转中文 —— 把 Claude 助手腔的中文改写成平实中文，规则提炼自 gvzdv/claudish-to-english 并本地化； ⑤ 去水印 —— ./humanize watermark 扫清零宽字符/双向控制符/同形替身，并对照 guillaumemeyer/watermarks-remover 说明统计水印的边界； ⑥ 纠错顺句 —— 修错词、病句、标点，拗口和用词不准处轻手顺一顺；改动范围有硬校验。另有检测（0-100 分）、风格转换、学术降重等 CLI。 Use when user says: "去AI味", "降AIGC", "人性化文本", "humanize chinese", "AI检测", "AIGC降重", "去除AI痕迹", "文本改写", "论文降重", "知网检测", "维普检测", "AI写作检测", "让文字更自然", "detect AI text", "humanize text", "make text human-like", "去ai化", "改成人话", "去机器味", "长文本改写", "小说改写", "写一篇", "claudish", "去claude腔", "助手腔", "去水印", "watermark remover", "remove watermark"
License: NOASSERTION
Instructions: 412 lines in SKILL.md · view on GitHub

Before installing

Ships executable scripts

Agent Skills spec issues

allowed-tools: must be a space-separated string

Files (134)

.gitignore
LICENSE
README.md
SKILL.md
benchmark_scene_routing_diag_2026-05-19.md · audit/
codex_b1_impl_2026-05-04.md · audit/
codex_b2_impl_2026-05-04.md · audit/
codex_b3_impl_2026-05-04.md · audit/
codex_dataset_plan_2026-05-04.md · audit/
codex_n1_schema_audit_2026-05-05.md · audit/
codex_n2_zhwiki_2026-05-16.md · audit/
codex_n3_hc3_baseline_2026-05-16.json · audit/
codex_n3_hc3_with_nlpcc_2026-05-16.json · audit/
codex_n3_nlpcc2025_2026-05-16.md · audit/
codex_p1_2_4_hc3_100_2026-05-04.json · audit/
codex_p1_2_4_hc3_50_2026-05-04.json · audit/
codex_p1_2_4_impl_2026-05-04.md · audit/
codex_p1_2_4_phase_a_2026-05-04.md · audit/
codex_spike_impl_2026-05-04.md · audit/
h4_rewriter_on_new_corpus_2026-08-24.json · audit/
h4_six_scene_report_2026-08-24.json · audit/
hc3_100_spike_after.json · audit/
hc3_50_b2_phase_a.json · audit/
in_sentence_repeats.json · audit/
in_sentence_repeats_lf30.json · audit/
in_sentence_repeats_lf_acad.json · audit/
in_sentence_repeats_lf_blog.json · audit/
in_sentence_repeats_lf_blog_after.json · audit/
in_sentence_repeats_n1d.json · audit/
longform_n170_full_2026-05-17.md · audit/
longform_n60_spot_check_2026-05-17.md · audit/
n1a_humanize_audit_2026-05-16.md · audit/
n1d_in_sentence_repeats_2026-05-04.md · audit/
n2e_lr_diagnostic_2026-05-17.md · audit/
n2e_lr_diagnostic_general_2026-05-17.md · audit/
n3d_misc_length_2026-05-17.md · audit/
p1_perplexity_boost_design_2026-05-18.md · audit/
sample_academic_after.txt · audit/
sample_general_after.txt · audit/
sample_long_blog_after.txt · audit/
sample_social_after.txt · audit/
scan_in_sentence_repeats.py · audit/
README.md · claude-code/
academic.md · claude-code/
detect.md · claude-code/
humanize.md · claude-code/
style.md · claude-code/
.nojekyll · docs/
favicon.svg · docs/assets/
og.png · docs/assets/
site.css · docs/assets/
index.html · docs/en/
google8fcd9991381cbf50.html · docs/
index.html · docs/
robots.txt · docs/
sitemap.xml · docs/
compression_oracle.py · evals/
build_control.py · evals/corpus/
build_human_controls.py · evals/corpus/
compare_groups.py · evals/corpus/
…and 74 more

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

Signals

Stars: 29
Forks: 4
Open issues: 0
Last commit: Aug 29, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License: NOASSERTION
Repository: github.com/swaylq/humanize-chinese
Website: swaylq.github.io/humanize-chinese/
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: GitHub github-graphql

More from swaylq

Cite this page

humanize-chinese skill. Agent Mart. https://agentmart.dev/skills/swaylq-humanize-chinese (last updated 2026-10-24)