remove-ai-sloplisted
Install: claude install-skill christiangalsterer/documentation-plugin
# Remove AI Slop
Identify and remove AI-slop: the filler, hedging, marketing, and jargon
phrases that AI text generators lean on, the structural tells they use to
manufacture insight, plus em-dash overuse. Output is cleaner prose with the
meaning, facts, and technical terms intact.
This skill is a reviewer/cleaner, not a writer. It edits what is there; it
does not invent content or restructure the document.
It covers two kinds of slop:
- **Word-level** (words and phrases) — see
[references/phrases.md](references/phrases.md).
- **Structural** (constructions and rhythm) — see
[references/structures.md](references/structures.md).
## Workflow
1. **Identify the setting.** Determine the input: a file on disk to edit in
place, or inline prose to return cleaned. If you write to a `.md` file,
never wrap the result in a code fence — the file content IS markdown.
2. **Scan the text.** Flag every match of the categories below. Record the
exact location (line or sentence), the current phrase, and a proposed
replacement.
3. **Report before editing** (unless the user asked for auto-fix). Present
findings as a numbered table where each entry gets a number starting at 1:
| # | Location | Phrase | Suggested fix |
|---|----------|--------|---------------|
Let the user accept or reject findings before you apply changes.
4. **Apply the selected fixes.** The user picks which findings to fix by
number. Keep the meaning, facts, and technical terms intact.
*