Stop Slop Wrap

The Problem

Stop Slop Wrap addresses a specific writing issue: AI-generated prose often has a fixed tone, such as over-padding, empty qualifiers, repetitive conclusions, and template-like transitions. These expressions may be technically acceptable, but they can read as mechanical and lacking authorial judgment. The goal is not to rewrite the topic, but to clean AI writing patterns from the prose and make sentences more direct, restrained, and engineering-oriented.

How It Works

The core action is wrap: take the target text as input and perform a packaging-style cleanup around “removing AI smell.” It is suitable for use with GitHub or automation flows, turning a manual read-and-edit step into a reusable stage. In practice, it can sit after first-draft generation and before publication, where it checks and replaces common patterns. Because the provided skill details are minimal, treat it as a writing-cleanup capability rather than a style-generation capability.

Boundaries

This skill is better suited to prose cleanup than to producing full product copy, marketing slogans, or technical arguments. If the source text lacks substance, removing AI patterns alone cannot add facts, evidence, or a clear stance. The key is to preserve the original meaning, delete filler and over-decoration, and avoid adding unsupported details merely to make the text feel “more human.”