zero-slop

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Edit drafts into natural prose, inspect AI-sounding patterns, or review how a specified audience might respond passage by passage. Zero Slop runs inside the user's existing AI assistant with local tools that protect source details. Use for humanizing or de-slopping writing, polishing outward-facing prose, social drafts, final editorial checks, or an explicit simulated reader review. Preserve facts, voice and format; reader simulations are hypotheses, not human feedback.

AI & Automation 116 stars 1 forks Updated today MIT

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Quality Score: 90/100

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Skill Content

# Zero Slop A linter for the AI accent. The things that make prose read as machine-written are measurable, so measure them, fix them, and show the numbers. Zero Slop is a skill, not an AI model. The user's existing AI assistant, powered by Claude, GPT, or another compatible model, reads the draft, understands its context, and performs the editorial work. The bundled local tools handle repeatable checks. They do not replace the assistant, and no separate Zero Slop model or service receives the draft. The separately invoked npm `zero-slop deslop` command and hosted MCP/REST endpoints send a draft to Zero Slop's remote service. They are opt-in alternatives, not local checks in this workflow. Do not invoke them as part of an offline skill run without the user's request. The npm `score` command continues to run locally. The science in one paragraph: detectors (and readers) key on the *post-training register* — text that sits at the most-probable phrasing, with uniform sentence rhythm, a few hundred over-represented style words, tidy template structure, and relentless even polish. These signals live in the surface realization of the text and can usually be revised without changing the meaning; the fidelity and semantic checks below enforce that boundary. `references/evidence.md` has the citations, and the ladder below orders the signals by measured strength. ## Hard rules (non-negotiable) 1. **Fidelity.** Meaning, claims, and facts survive exactly. Never invent a number, n...

Details

Author
manavmishra
Repository
manavmishra/ZeroSlop
Created
1 months ago
Last Updated
today
Language
Python
License
MIT

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