ClawHub

Chinese Humanizer

v1.0.0

Removes AI-style writing traces to make text sound naturally written by a real author, primarily in Chinese-language contexts.

⭐ 4· 2.4k·34 current·34 all-time
byIronben@nanbingxyz
MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
Security Scan
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high confidence
✓
Purpose & Capability
Name and description (Chinese humanizer) match the SKILL.md instructions. There are no unexpected binaries, env vars, or config paths requested — nothing in the metadata contradicts the stated purpose.
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Instruction Scope
SKILL.md gives a focused, stepwise rewriting workflow and a ruleset for detecting/removing AI-style phrasing. It only instructs the agent to read and rewrite the provided text, mark AI traces, and output revisions. It does not direct access to unrelated files, system credentials, or external endpoints. Note: the document intentionally removes AI provenance from text—this is a functional/ethical property but not an incoherence.
✓
Install Mechanism
No install spec and no code files — instruction-only skill. That minimizes on-disk execution risk and matches the simple text-editing purpose.
✓
Credentials
The skill requires no environment variables, credentials, or config paths. This is proportionate for a purely editorial rewriting skill.
✓
Persistence & Privilege
always is false and there is no request to modify agent/system settings or other skills. The skill does not request persistent privileges or background presence.
Assessment
This skill is internally coherent and low-risk from a technical access perspective (no installs, no credentials). Before installing, consider the ethical and policy implications: its purpose is to remove traces that make text look like AI output, which can be used to obscure provenance or enable deceptive publication. If you proceed, ensure outputs are used in compliance with your organization’s rules and that human oversight and provenance tracking are maintained where important. Also confirm the agent will only be given the specific texts you intend it to rewrite (don't feed sensitive secrets or credentials into the skill).

Like a lobster shell, security has layers — review code before you run it.

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License

MIT-0
Free to use, modify, and redistribute. No attribution required.
Termshttps://spdx.org/licenses/MIT-0.html

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