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    Open-source repos

    op7418/Humanizer-zh

    Chinese prose editing

    Open-source skill repositoryOpen-source projectEnglishHigh

    This page provides source information and editorial guidance. Recommendations and source trust labels do not mean every skill has passed human testing. The curated registry uses a separate qualification process for each version. Read the qualification standard

    Overview

    op7418/Humanizer-zh is an open-source skill for Chinese writing. It focuses on revising awkward patterns in AI-generated prose to make the wording more natural. Readers can inspect the editing instructions and evaluate the changes on their own drafts.

    Best for

    • Writers with an existing Chinese draft who want to refine tone and wording.
    • Editors comparing factual content and style before and after revision.

    Use cases

    • Content & writing

    SkillFlux notes

    Mark facts, numbers and quotations that must stay unchanged, then try one or two paragraphs. Judge whether readers understand the text more easily and whether it retains the author’s voice, rather than pursuing a detector score.

    Installation and use

    Open the original repository and read its README, the selected skill instructions and any linked scripts. Check installation paths, host requirements, dependencies and licenses, then follow the project documentation to verify a small task in a workspace you can restore.

    Read the original op7418/Humanizer-zh source

    Limitations

    • Prose editing does not perform fact-checking; review evidence, figures and quotations afterward.
    • More natural wording is not a guarantee of any AI-detection outcome.

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    CURATED REGISTRY

    Beyond the source map, there is a verifiable install path.

    Inspect review evidence and permissions in the curated Registry, then build the CLI locally using the setup guide. No published npm shortcut is claimed today.

    Search curated skills→Local setup guide↗