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cccskills
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deslop

Edit blog posts, documentation, marketing copy, and PR descriptions to remove formulaic AI writing patterns. Replace filler, vague claims, and staged emphasis with plain statements while preserving concrete details and the writer's voice.

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原文查看原文说明

Remove AI writing patterns from prose so it reads like a person wrote it. Use when writing, editing, or reviewing user-facing text (blog posts, docs, marketing copy, PR descriptions), or when asked to "deslop", "de-AI", or "make it sound human".

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适用场景

  • Editing AI-drafted blog posts
  • Removing wordy introductions from documentation
  • Toning down exaggerated marketing copy
  • Making PR descriptions clearer and more natural

包含的文件(2)

  • SKILL.md2.3 KB
  • LICENSE1.0 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Deslop

Make prose sound like a specific person wrote it. Fix each tell by stating the underlying claim plainly, not by swapping in a new flourish.

Cut or rewrite

  • Filler: throat-clearing ("Here's the thing:"), emphasis crutches ("Let that sink in."), meta-commentary ("In this section, we'll explore..."), "It's worth noting," and business jargon ("navigate the landscape," "leverage").
  • Staged contrasts like "Not X. Y." or "It's not X, it's Y." State Y.
  • Manufactured rhythm: dramatic fragments ("Speed. That's it."), rhetorical questions answered right away ("The result? Devastating."), three-part phrasing that exists only for cadence ("fast, simple, and powerful"), and paragraphs that end on a one-liner restating the paragraph.
  • AI vocabulary: "delve," "tapestry," "quietly," "serves as," "highlighting its importance," invented concept labels ("the supervision paradox"), and inflated stakes.
  • Vagueness: declaratives that name nothing ("The reasons are structural"), "experts argue" with no name, and "every," "always" or "never" doing vague work.
  • False agency, where a thing does a person's verb ("the complaint becomes a fix"). Name who did it.
  • Signposting: announcing what you're about to say, then summarizing what you said. "In conclusion." "Despite these challenges."
  • Formatting tells: em dashes, unicode arrows, and lists where every item opens with a bolded keyword.

Keep

Specifics (names, numbers, examples), "you" for the reader in blog posts, varied sentence length, and short plain lines that carry information. Keep bullet points and numbered steps for actions and instructions; don't fold them back into paragraphs. When editing someone else's writing, keep their voice.

Example

Before: "Here's the thing: most pipelines break in production. Not because the code is bad. Because the data is bad. Let that sink in."

After: "Most pipelines break in production. The code runs fine. The data doesn't match the assumptions baked into it."

Adapted from stephenturner/skill-deslop (MIT, see LICENSE).

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