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    Human-Centric Writing - Stop Slop

    1

    Eliminate predictable AI writing patterns and filler phrases for direct, human-sounding prose.

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    See it in action

    You say

    Refine this: "In today's fast-paced digital landscape, organizations must navigate the complexities of remote work. Let that sink in: the future of work is here. It's not about tools. It's about culture."

    Your agent does

    Remote work is here. Teams win on culture, not tools.

    Score: 44/50 Directness: 9/10 Density: 9/10 Trust: 9/10 Rhythm: 8/10 Authenticity: 9/10

    What you get

    Convert generic AI drafts into direct, punchy articles.Strip "throat-clearing" openers and business jargon from newsletters.Audit external deliverables for recognizable AI linguistic patterns.Replace passive abstractions with concrete human actions in landing pages.

    About this skill

    The problem

    AI-generated text is plagued by predictable patterns, filler phrases, and formulaic structures that signal low-quality automation to readers. Generic openers like "In today's fast-paced landscape" and dramatic crutches like "Let that sink in" erode trust and dilute your message.

    What it does

    • Identifies and strips away "throat-clearing" openers, business jargon, and forbidden adverbs.
    • Breaks formulaic rhetorical structures such as binary contrasts and negative listings.
    • Converts passive voice and inanimate subjects into active sentences with human actors.
    • Applies a 12-point verification checklist to ensure rhythmic variety and directness.
    • Provides a 5-dimension score to quantify text density, authenticity, and reader trust.

    Why this beats prompting it yourself

    Generic "make this sound human" prompts often result in even more flowery, exaggerated AI prose. This skill uses a structured 8-rule framework and a rigorous scoring system to systematically eliminate specific linguistic "tells" that simple prompting misses.

    Use cases

    • Refining AI-generated blog drafts into punchy, direct articles.
    • Removing generic filler from newsletter content to increase engagement.
    • Polishing landing page copy by replacing abstractions with concrete claims.
    • Reviewing agency deliverables to ensure they do not sound like unedited GPT output.

    Known limitations

    This skill requires manual review of technical jargon to ensure necessary industry terms are not flagged as business slop. It prioritizes directness over decorative prose.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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