Unslop

Remove AI writing patterns from prose using either audit-only detection or a two-pass rewrite flow (diagnosis then reconstruction). Use this skill when editing, reviewing, or rewriting AI-generated content to make it sound human. Triggers on requests to "humanize", "de-slop", "fix AI text", "make it sound human", "remove AI patterns", or when reviewing text that contains obvious AI tells like "Here's the thing:", "Let that sink in", or "In today's fast-paced landscape". Also use when the user pastes text and says it "sounds like ChatGPT", "sounds robotic", "needs to sound more natural", or ask

595 stars 26 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add theclaymethod/unslop --skill unslop
Manual install
git clone --depth 1 https://github.com/theclaymethod/unslop.git /tmp/unslop
mkdir -p ~/.claude/skills
cp -r /tmp/unslop/. ~/.claude/skills/unslop

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Unslop

Humanize AI-generated prose. Audit first. Rewrite only when the user asks for a rewrite.

For every audit or rewrite, read [references/core-contract.md](references/core-contract.md).
It is the single behavior contract. Command files define routing and mechanics;
presets supply optional voice, but neither can override the core contract.

## Routing

**When the user invokes a sub-command (`/unslop teach ...`, `/unslop cleanup
...`), you MUST read `references/commands/<command>.md` before acting.
Non-optional — the command file defines the flow, and skipping it drops steps the
user expects.** A bare `/unslop <text>` with no leading command word defaults to
`rewrite`. If the first word does not match a command but the intent clearly maps
to one (e.g. "flag the AI tells, don't change anything" → `cleanup` report-only),
load that command file and proceed as if invoked.

| Command | Purpose | File |
|---------|---------|------|
| `rewrite` | Default two-pass de-slop: diagnose, reconstruct under the guards, validate. | [references/commands/rewrite.md](references/commands/rewrite.md) |
| `cleanup` | Co-writer: cheap detection, reviewable suggestions with contract gates; includes report-only "flag, change nothing". | [references/commands/cleanup.md](references/commands/cleanup.md) |
| `teach` | Agent-driven voice building: harvest, approve, profile, layered card, scored demo. | [references/commands/teach.md](references/commands/teach.md) |
Read the full skill on GitHub

Details

Skill name
unslop
Repo updated
7 September 2026

FAQ

What does the Unslop skill do?

Remove AI writing patterns from prose using either audit-only detection or a two-pass rewrite flow (diagnosis then reconstruction). Use this skill when editing, reviewing, or rewriting AI-generated content to make it sound human. Triggers on requests to "humanize", "de-slop", "fix AI text", "make it sound human", "remove AI patterns", or when reviewing text that contains obvious AI tells like "Here's the thing:", "Let that sink in", or "In today's fast-paced landscape". Also use when the user pastes text and says it "sounds like ChatGPT", "sounds robotic", "needs to sound more natural", or ask

How do I install the Unslop skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add theclaymethod/unslop --skill unslop. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Unslop popular?

It lives in theclaymethod/unslop, which has 595 GitHub stars and 26 forks.

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