Remove AI writing patterns from essays, blog posts, and documentation.
npx skills add https://github.com/SocketDev/socket-mcp --skill prose-socketdev
Please help me install this Agent Skill. Skill: prose Source: https://github.com/SocketDev/socket-mcp/tree/main/.claude/skills/fleet/prose Command: npx skills add https://github.com/SocketDev/socket-mcp --skill prose-socketdev
Removes AI writing patterns from prose to make text clear, direct, and human-like.
Use prose to clean up a draft by removing filler phrases and tightening sentences.
High-intent search queries and answers about installing and using this skill.
To remove AI writing patterns from blog posts and documentation, apply structured editing rules that eliminate hedges, filler, and robotic cadence to produce clear, authentic, human-like prose.
The best way to tighten prose and cut filler phrases is by applying core editing rules and conversational guidelines that target robotic cadence, reducing hedges and structural fluff for clearer text.
Yes, you can use this editing skill to draft, edit, or review essays, reports, and other human-facing text, applying conversational guidelines to ensure the final prose is engaging and publication-ready.
Generated text sounds robotic due to repetitive structures and filler phrases; you can write like a human by applying core rules that improve tone, voice, and rhythm, removing AI writing patterns.
Yes, this prose editing approach works without external dependencies, relying entirely on internal references and core rules to clean up drafts and tighten sentences.
You should avoid using automated prose editing when your draft requires highly specialized technical jargon or strict formatting constraints that conflict with conversational guidelines and core rules.
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