stop-slop

Remove AI writing patterns from English and Vietnamese prose drafts.

Updated Feb 6, 2026
One-click install
npx skills add https://github.com/maycuatroi1/agent-skills --skill stop-slop-maycuatroi1
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: stop-slop
Source: https://github.com/maycuatroi1/agent-skills/tree/main/skills/stop-slop
Command: npx skills add https://github.com/maycuatroi1/agent-skills --skill stop-slop-maycuatroi1

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? AI-generated prose carries predictable tells: filler phrases, binary contrasts, slogan endings, and calqued translations that make text read as machine-written. This Skill detects and rewrites those patterns in English and Vietnamese drafts before they ship. ## Core Features & Use Cases - Pattern removal rules: 18 core rules covering throat-clearing openers, adverbs, passive voice, false agency, usher sentences, verdict-before-evidence, and uniform rhythm, with before/after rewrite examples. - Vietnamese-specific detection: Covers binary contrast ("không A, mà B"), signposts ("Nói cách khác:"), English calques ("đóng đinh dữ kiện"), over-translated technical terms, and a grep-able ERE blacklist file for automated scanning. - Six-dimension scoring: Rates drafts on directness, rhythm, trust, authenticity, density, and evenness; below 42/60 triggers revision. - Use Case: Before publishing a Vietnamese blog post, run the blacklist grep against the .mdx file, review each hit in context, rewrite flagged sentences, and verify the score passes. ## Quick Start Review this draft with the stop-slop skill and rewrite any sentences that read as machine-written.

Frequently Asked Questions about stop-slop

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing patterns from a draft?

Apply the core rules: cut filler phrases and adverbs, break binary contrasts and triple parallels, use active voice with named actors, and delete sentences that only introduce the next one. Then run the quick-check list before delivering the prose.

How to detect AI tells in Vietnamese writing?

Vietnamese AI prose keeps Vietnamese vocabulary but preserves English syntax: binary contrast "không A, mà B", signposts like "Nói cách khác:", and calques like "đóng đinh dữ kiện". Run the bundled blacklist-vi.txt with grep to flag candidate spans, then judge each hit in context.

Does this work for code, commit messages, or structured output?

No. The skill explicitly excludes code, code comments, commit messages, and structured output like YAML, JSON, and tables. Terse machine-facing text is not considered slop and the rules do not apply to it.

How do I check if a Vietnamese phrase is a translation calque?

Search the exact phrase in quotes on the web. If no page uses it as a unit and results only match the component words separately, the phrase was invented in translation. Replace it with phrasing a native speaker would say aloud.

When should technical terms stay in English instead of Vietnamese?

Keep technical nouns readers already say out loud, such as attention, RAM, context length, and FLOPs. Only kill calqued metaphors and idioms; translating established technical terms into Vietnamese makes the text stranger, not more natural.

What is the scoring threshold for shipping a draft?

Rate the draft 1-10 on six dimensions: directness, rhythm, trust, authenticity, density, and evenness. A total below 42 out of 60 means revise and re-score; at or above it, the draft ships.