Humanizer Academic Zh
Rewrite Chinese academic paragraphs so they read naturally and are less likely to flag AIGC detectors before you submit or publish.
Overview
Humanizer Academic ZH is an agent skill for the Grow phase that rewrites Chinese academic passages to sound more human and less machine-generated.
Install
npx skills add https://github.com/cangtianhuang/humanizer-academic-zh --skill SKILL.mdWhat is this skill?
- Triggers on requests to polish papers, strip AI tone, or lower AIGC detection risk in Chinese academic writing
- Handles colloquial prompts such as “help me fix this paragraph” or “this sounds like AI wrote it”
- Focused on 中文学术版 (Chinese academic) voice and register, not generic marketing copy
- In-session rewriting workflow—paste or reference passages for targeted humanization passes
- Complements drafting skills by editing tone and detectability on near-final sections
Adoption & trust: 39 GitHub stars.
What problem does it solve?
You have Chinese academic text that is factually fine but reads obviously AI-written and may fail AIGC or reviewer sniff tests.
Who is it for?
Solo authors polishing Chinese thesis chapters, abstracts, or discussion sections after a first AI-assisted draft.
Skip if: Builders who need English marketing copy, citation formatting, plagiarism checks, or structural research planning without an editorial humanization pass.
When should I use this skill?
When the user asks to polish a paper, remove AI flavor, reduce AIGC detection rate, or says phrases like “help me fix this paragraph” or “this reads like AI wrote it” (Chinese academic context).
What do I get? / Deliverables
You get revised Chinese scholarly prose with a more natural voice and lower obvious AI markers, ready to paste back into your manuscript or submission file.
- Humanized Chinese academic paragraphs with preserved meaning
- Editorial suggestions aligned to less detectable, natural scholarly tone
Recommended Skills
Journey fit
Humanizing finished prose sits in Grow/content because you refine wording after the draft exists, right before distribution, grading, or publication—not while you are still scoping the product. The skill targets long-form scholarly Chinese text and editorial polish, which maps to the content subphase rather than analytics or support workflows.
How it compares
Use as a specialized Chinese academic editor skill, not as a general SEO rewriter or citation manager.
Common Questions / FAQ
Who is humanizer-academic-zh for?
It is for students, researchers, and indie builders writing Chinese academic prose in an AI coding assistant who want a dedicated polish pass before submission or publication.
When should I use humanizer-academic-zh?
Use it in Grow/content when a section is drafted but sounds robotic—especially before advisor review, journal upload, or whenever you mention lowering AIGC detection or removing “AI味” from a paragraph.
Is humanizer-academic-zh safe to install?
Treat it like any third-party skill: review the Security Audits panel on this Prism page and avoid pasting secrets or unpublished data you are not allowed to send to your agent.
SKILL.md
READMESKILL.md - Humanizer Academic Zh
Humanizer 中文学术版——当用户要求润色论文、去除AI味、降低AIGC检测率，或说"帮我改改这段""这段读起来像AI写的"时触发。 # humanizer-academic-zh { "name": "humanizer-academic-zh", "description": "Humanizer 中文学术版——当用户要求润色论文、去除AI味、降低AIGC检测率，或说\"帮我改改这段\"\"这段读起来像AI写的\"时触发。" }