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What is this?
Humanizer-zh is a Chinese-localized Claude Code Skill that detects and removes AI-generated writing patterns, rewriting text so it reads more like natural human writing.
Humanizer-zh is a Chinese-localized Claude Code Skill that detects and removes AI-generated writing patterns, rewriting text so it reads more like natural human writing.Is this a standalone app or a Claude Code skill?It is a Claude Code Skill (a SKILL.md definition) that you drop into Claude Code's skills folder, not a separate application - it is a Chinese translation of the blader/humanizer skill.
It is a Claude Code Skill (a SKILL.md definition) that you drop into Claude Code's skills folder, not a separate application - it is a Chinese translation of the blader/humanizer skill.Do I need Claude Code to use this?Yes, this skill only runs inside Claude Code - after installing, you reload skills or restart Claude Code and the skill activates in chat.
Yes, this skill only runs inside Claude Code - after installing, you reload skills or restart Claude Code and the skill activates in chat.Is this meant to fool AI detectors?No - the author explicitly says the goal is not to trick AI-detection tools but to genuinely improve writing quality by removing mechanical AI patterns.
No - the author explicitly says the goal is not to trick AI-detection tools but to genuinely improve writing quality by removing mechanical AI patterns.What AI writing patterns does it detect?It recognizes 24 AI writing tells across four groups: content patterns (like overstated significance or vague attribution), language/grammar patterns (like copula avoidance and rule-of-three overuse), style patterns (like excessive em-dashes, bold text, and emoji), and communication/filler patterns (like sycophantic tone and generic positive conclusions).
It recognizes 24 AI writing tells across four groups: content patterns (like overstated significance or vague attribution), language/grammar patterns (like copula avoidance and rule-of-three overuse), style patterns (like excessive em-dashes, bold text, and emoji), and communication/filler patterns (like sycophantic tone and generic positive conclusions).How is this different from the original humanizer skill?It is a Chinese translation of blader/humanizer, with its practical utilities (core rules, quick checklist, quality scoring) adapted from hardikpandya/stop-slop, plus examples and phrasing adjusted for Chinese writing conventions.
It is a Chinese translation of blader/humanizer, with its practical utilities (core rules, quick checklist, quality scoring) adapted from hardikpandya/stop-slop, plus examples and phrasing adjusted for Chinese writing conventions.Can I use the checklist without Claude Code?Yes - the README also describes a manual workflow: scan text against the 24 patterns in SKILL.md, rewrite flagged sections, and preserve meaning and tone, so the method can be applied by hand outside Claude Code.
Yes - the README also describes a manual workflow: scan text against the 24 patterns in SKILL.md, rewrite flagged sections, and preserve meaning and tone, so the method can be applied by hand outside Claude Code.What common AI vocabulary does it flag in Chinese text?It calls out overused words like 'moreover' (此外), 'crucial' (至关重要), 'delve into' (深入探讨), and abstract nouns like 'landscape' or 'tapestry' (格局/织锦) as telltale signs of AI-generated Chinese text.
It calls out overused words like 'moreover' (此外), 'crucial' (至关重要), 'delve into' (深入探讨), and abstract nouns like 'landscape' or 'tapestry' (格局/织锦) as telltale signs of AI-generated Chinese text.What are similar projects?linkedin-agent-skill, no-ai-slop, im-not-ai, humanizer, stop-slop, human-writing, lieflat-gongwen, sun-style-writing
linkedin-agent-skill, no-ai-slop, im-not-ai, humanizer, stop-slop, human-writing, lieflat-gongwen, sun-style-writingWhich topics is it in?chinese-translation, ai-writing, writing-tools, writing, localization, claude-code-skill, ai-tools, content-creation, translation, agent-skill, claude-skills, nlp
chinese-translation, ai-writing, writing-tools, writing, localization, claude-code-skill, ai-tools, content-creation, translation, agent-skill, claude-skills, nlp