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humanizer

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.

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majiayu000/spellbook
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包含的文件（4）

  • SKILL.md1.6 KB
  • README.md7.7 KB
  • references/full-guide.md22.3 KB
  • WARP.md2.1 KB

SKILL.md（原文）

安装前可以查看交给 AI 代理的指令内容。

Humanizer

Use this skill to remove AI-writing artifacts while preserving the author's meaning, factual claims, and intended voice.

Routing

  • Start here to confirm scope, safety boundaries, and the minimum workflow.
  • Load references/full-guide.md before executing detailed commands, applying templates, or relying on examples from this skill.
  • Keep the work limited to the user-requested target; do not add adjacent improvements unless the user asks.

Quick Workflow

  1. Confirm the target, available context, constraints, and done-when signal.
  2. Read the relevant section of references/full-guide.md for task-specific details.
  3. Execute the smallest reversible action that satisfies the request.
  4. Verify that meaning is preserved, claims are not added, and the revised text no longer uses the targeted AI-writing patterns.
  5. Report changed files, commands run, evidence collected, and any remaining risk.

References

  • references/full-guide.md - complete command patterns, examples, checklists, and edge cases.

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中文简介正在准备中。当前显示原文说明。

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中文简介正在准备中。当前显示原文说明。

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中文简介正在准备中。当前显示原文说明。

majiayu000/spellbook2882026年10月20日 更新

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