# Remove AI Writing Patterns

AI-assisted prose can sound predictable and generic. Stop Slop helps Claude, Codex, and Claude Code replace formulaic patterns with direct writing.

## Install

```bash
npx skillstore add hardik pandya (https://hvpandya.com)/hardikpandya-stop-slop
```

## Metadata

- Status: approved
- Slug: hardikpandya-stop-slop
- Skillstore revision: r1
- Version status: missing
- Tree hash: 0bec347e2d4a4b51d9da3b3b620f0be30a0e89f8d588fce9a89aaffb07557a48
- Author: Hardik Pandya \(https://hvpandya.com\)
- GitHub username: hardikpandya
- License: MIT
- Repository: https://github.com/hardikpandya/stop-slop/tree/main/
- Ref: a06681402992ceae98ba04d54cfd4ab004862696
- Supported tools: Claude, Codex, Claude Code
- Audit status: complete
- Agent install advisory: allowed
- Manual install advisory: allowed
- Artifact signature: available
- Audit attestation: unavailable
- Human verification: not\_verified
- Risk factors: network
- Quality score: 79
- Quality tier: bronze
- Public page: https://skillstore.pages.dev/skills/hardikpandya-stop-slop
- Manifest: https://skillstore.pages.dev/api/skills/hardikpandya-stop-slop/manifest

## Capabilities

- Identifies throat-clearing openers and filler phrases.
- Suggests plain alternatives for common business jargon.
- Flags formulaic structures such as binary contrasts and rhetorical setups.
- Scores drafts on directness, rhythm, trust, authenticity, and density.
- Provides before-and-after rewrite examples for common AI-style patterns.

## Use Cases

- Edit Blog Drafts: Remove predictable AI phrases from articles before publication.
- Polish Product Copy: Turn generic feature copy into shorter, clearer product language.
- Review Team Messages: Make announcements and internal updates sound direct and human.

## Prompt Templates

### Basic Cleanup

```
Use Stop Slop to revise this draft. Remove AI-style phrases, filler, and formulaic structure while keeping my meaning: [paste draft]
```

### Score a Draft

```
Review this draft with the Stop Slop scoring dimensions. Give scores, list the top issues, then provide a cleaner revision: [paste draft]
```

### Preserve Voice

```
Revise this text for Stop Slop patterns while preserving my tone, terminology, and audience. Explain only the highest-impact changes: [paste text]
```

### Compare Variants

```
Create two revised versions of this draft: one concise and one polished. In both, remove predictable AI patterns and note tradeoffs: [paste draft]
```

## Limitations

- Does not verify facts or sources.
- Does not detect plagiarism or prove authorship.
- Requires judgment for brand voice and domain terminology.
- Reference lists are examples, not complete detector rules.

## Best Practices

- Use the skill after drafting, when meaning is already clear.
- Keep terms that match the audience or brand voice.
- Ask for a score before requesting a full rewrite.

## Anti Patterns

- Do not remove every phrase just because it appears in a reference list.
- Do not use the skill as proof that text was written by AI.
- Do not replace precise technical language with vague plain language.

## Security Audit

- Audited at: 2026-07-06T17:00:14.389\+00:00
- Summary: The static findings are false positives caused by writing-style terminology and an author attribution URL. I found no evidence of prompt injection, data exfiltration, unsafe command use, or malicious intent in the reviewed files.

## Stats

- Views: 335
- Downloads: 359
- Favorites: 7
- Popularity score: 0