六段流水线的第六段：纠错顺句。修四类东西 —— 错词、病句、标点， 以及读着拗口、语义不畅、用词不准的地方，轻手顺一顺。 不增删信息、不调句序、不做风格改造；写得没毛病的句子一个字不动。
安装
npx skills add swaylq/humanize-chinese --skill proofread-cnnpx skills add swaylq/humanize-chinese --skill proofread-cn -a claude-code -gnpx skills add swaylq/humanize-chinese --skill proofread-cn -a codex -ggemini skills install https://github.com/swaylq/humanize-chinese.git --path skills/proofread-cngh skill install swaylq/humanize-chinese proofread-cngit clone --depth 1 https://github.com/swaylq/humanize-chinese /tmp/swaylq__humanize-chinese
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/swaylq__humanize-chinese/skills/proofread-cn ~/.claude/skills/proofread-cn # Claude Code
cp -R /tmp/swaylq__humanize-chinese/skills/proofread-cn ~/.agents/skills/proofread-cn # Codex, Cursor, Gemini CLI, Copilot, OpenCode