Remove AI writing patterns from prose in documentation and conversational modes.
npx skills add https://github.com/SocketDev/socket-mcp --skill fleet-prose
Please help me install this Agent Skill. Skill: fleet-prose Source: https://github.com/SocketDev/socket-mcp/tree/main/.agents/skills/fleet-prose Command: npx skills add https://github.com/SocketDev/socket-mcp --skill fleet-prose
Removes AI writing patterns from prose to improve clarity, readability, and authenticity in your drafting, editing, or reviewing workflow.
Apply the Core Rules to your draft to remove AI writing patterns and tighten prose.
High-intent search queries and answers about installing and using this skill.
To remove AI writing patterns from documentation, apply targeted editing rules that eliminate hedging, filler, and repetitive structures. This Skill rewrites docs, README files, and CHANGELOG entries to restore authorial voice and improve overall prose clarity.
Editing AI-generated prose for authenticity requires stripping identifiable AI writing patterns like throat-clearing and structural repetition. The Skill applies documentation and conversational modes to tighten text while maintaining the original authorial intent and voice.
Yes, you can clean up AI patterns in commit messages and PR descriptions using the conversational mode. It removes filler and hedging from issues, comments, and commit bodies to ensure the communication remains direct and conversationally aware.
Conversational mode targets PR descriptions, issues, and commit bodies to maintain voice while removing filler, whereas documentation mode focuses on README files, API references, and CHANGELOGs to enforce precision, brevity, and reader focus.
AI-generated README files sound repetitive due to common structural AI writing patterns. You can fix this by applying documentation-friendly editing rules that rephrase repetitive structures, resulting in clearer and more authentic prose.
When tightening prose in release notes, the limitation is that the Skill relies on fixed editing guidelines for structures and phrases; it cannot invent new technical context, so original meaning must already be present in the draft text.
jshsakuraRemoves repetitive phrases and applies final polish to AI-generated text.
ThiagoGuislottiGenerate repository documentation and release artifacts with semantic versioning and link validation.
daveioCompose Nuxt ecosystem documentation with grammar-first guidelines for clarity.
imMamdouhaboammarApply Strunk's composition rules to refine technical prose and remove AI patterns.
