Zero Slop
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.
Install
npx skills add manavmishra/ZeroSlop --skill zero-slopgit clone --depth 1 https://github.com/manavmishra/ZeroSlop.git /tmp/ZeroSlop
mkdir -p ~/.claude/skills
cp -r /tmp/ZeroSlop/. ~/.claude/skills/zero-slopPersonal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.
From the SKILL.md
# 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) For an explicit character-cleanup request, use the bundled offline text-hygiene
Details
- Skill name
zero-slop- Repository
- manavmishra/ZeroSlop
- License
- MIT
- Repo updated
- 31 October 2026
FAQ
What does the Zero Slop skill do?
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.
How do I install the Zero Slop skill?
skills CLI (Claude Code, Cursor, Codex and more): npx skills add manavmishra/ZeroSlop --skill zero-slop. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.
Is Zero Slop popular?
It lives in manavmishra/ZeroSlop, which has 152 GitHub stars and 6 forks, and is included in 2 curated skill lists.
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