# stop-slop | Hardik Pandya | Knowledge Base | Instagit

A skill file for removing AI tells from prose

GitHub Stars: 4.7k

Repository: https://github.com/hardikpandya/stop-slop

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## Articles

### [Best Practices for Scoring Prose Using Stop Slop's 5-Dimension Rubric](/hardikpandya/stop-slop/best-practices-scoring-prose-stop-slop-rubric)

Master Stop Slop's 5-dimension rubric for scoring prose. Learn best practices to evaluate writing across Directness, Rhythm, Trust, Authenticity, and Density. Improve your scoring accuracy today.

- Tags: best-practices
- Published: 2026-05-26

### [Removing Emphasis Crutches from AI-Generated Content with Stop-Slop](/hardikpandya/stop-slop/remove-emphasis-crutches-ai-content)

Remove AI emphasis crutches from content using Stop Slop. This data-only skill injects markdown rulebooks to enhance your AI writing. Learn more!

- Tags: how-to-guide
- Published: 2026-05-26

### [How Stop Slop Handles Extreme Qualifiers like "Every" and "Never"](/hardikpandya/stop-slop/stop-slop-handle-lazy-extremes-every-never)

Stop Slop tackles extreme qualifiers like every and never by guiding you to replace lazy extremes with concrete, quantifiable language for stronger writing.

- Tags: deep-dive
- Published: 2026-05-26

### [How to Identify and Remove Meta-Commentary Phrases Using the Stop-Slop Skill](/hardikpandya/stop-slop/identify-remove-meta-commentary-phrases)

Learn to identify and remove meta-commentary phrases like Hint and Plot twist with the Stop-Slop skill. Streamline your prose by automatically stripping self-referential asides.

- Tags: how-to-guide
- Published: 2026-05-26

### [Applying Stop Slop Guidelines to Technical Documentation: A Complete Workflow](/hardikpandya/stop-slop/apply-stop-slop-technical-documentation)

Learn to apply Stop Slop guidelines to your technical documentation. Import SKILL.md rules, use phrase catalogs, and enforce quality with a 50-point rubric for better clarity and accuracy.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Create Custom Rules Based on Stop Slop Principles: A Complete Guide](/hardikpandya/stop-slop/create-custom-rules-stop-slop-principles)

Create custom Stop Slop rules without code changes by editing declarative Markdown reference files. This complete guide shows you how to implement Stop Slop principles effectively.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Use Stop Slop Reference Files (phrases.md and structures.md)](/hardikpandya/stop-slop/use-stop-slop-reference-files-phrases-structures-examples)

Learn how to use Stop Slop reference files like phrases.md and structures.md to prune filler phrases and structural patterns. Apply fixes for cleaner prose with your language models.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Integrate Stop Slop with Claude Code: A Step-by-Step Implementation Guide](/hardikpandya/stop-slop/integrate-stop-slop-claude-code)

Learn to integrate Stop Slop with Claude Code. This guide explains loading the SKILL.md file as a system prompt and resolving markdown links for banned phrases and patterns.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Fix Rhetorical Setups and Socratic Posturing in Text Using the Stop‑Slop Skill](/hardikpandya/stop-slop/fix-rhetorical-setups-socratic-posturing)

Fix rhetorical setups and Socratic posturing in text with the StopSlop skill. Eliminate AI writing clichés for cleaner, more effective content.

- Tags: how-to-guide
- Published: 2026-05-26

### [Why Wh- Sentence Starters Are Considered Problematic in Stop Slop](/hardikpandya/stop-slop/why-wh-sentence-starters-problematic)

Discover why Wh- sentence starters are problematic in writing. Learn how they soften statements, delay information, and create a passive tone, hindering directness and active voice.

- Tags: deep-dive
- Published: 2026-05-26

### [How to Convert Negative Listings to Direct Statements in Technical Writing](/hardikpandya/stop-slop/convert-negative-listings-direct-statements)

Convert negative listings to direct statements in technical writing. Eliminate negations and use concise affirmations for clearer communication. Learn how transform verbose denials into direct assertions now.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Eliminate Vague Declaratives in AI-Generated Writing Using Stop Slop](/hardikpandya/stop-slop/handle-vague-declaratives-ai-writing)

Eliminate vague declaratives in AI writing with stop slop. This Claude skill detects and removes uncertain sentences, enforcing transformation rules and blocklists for clearer, more impactful content.

- Tags: how-to-guide
- Published: 2026-05-26

### [Understanding Stop Slop's 5-Dimension Scoring System: A Technical Deep Dive](/hardikpandya/stop-slop/stop-slop-5-dimension-scoring-system-explained)

Understand Stop Slop's 5-dimension scoring system (Directness, Rhythm, Trust, Authenticity, Density). Learn how scores from 1-50 indicate prose quality and flag revisions needed.

- Tags: deep-dive
- Published: 2026-05-26

### [How to Identify the Narrator-From-A-Distance Voice in AI-Generated Text](/hardikpandya/stop-slop/identify-narrator-from-a-distance-voice)

Learn to identify the narrator-from-a-distance voice in AI text. Recognize impersonal, lecturing tones and disembodied phrases to improve your writing and reader connection.

- Tags: how-to-guide
- Published: 2026-05-26

### [Removing Em-Dashes from Prose: Alternatives and Implementation in Stop-Slop](/hardikpandya/stop-slop/remove-em-dashes-prose-alternatives-reasoning)

Eliminate em-dashes from AI prose with Stop-Slop. Learn alternative punctuation like commas and semicolons for clearer, predictable syntax. Improve your writing now.

- Tags: how-to-guide
- Published: 2026-05-26

### [Why Are Adverbs Discouraged in Stop Slop and How to Write Without Them](/hardikpandya/stop-slop/why-adverbs-discouraged-write-without-them)

Learn why adverbs weaken prose in Stop Slop and discover techniques to replace them with stronger verbs and concrete details for impactful writing.

- Tags: best-practices
- Published: 2026-05-26

### [Fixing Fragmented Sentences and Staccato Writing Styles with Stop‑Slop](/hardikpandya/stop-slop/fix-fragmented-sentences-staccato-writing)

Fix fragmented sentences and staccato writing styles. Stop-Slop uses declarative markdown rules to eliminate AI filler, clichés, and monotony with automated rewrites.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Eliminate Business Jargon and Find Replacements Using Stop‑Slop](/hardikpandya/stop-slop/eliminate-business-jargon-replacements-guide)

Eliminate business jargon with Stop-Slop. This tool replaces corporate buzzwords with plain language, enforcing clarity and active voice for better communication.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Convert False Agency Constructions to Active Voice Using Stop-Slop](/hardikpandya/stop-slop/convert-false-agency-to-active-voice)

Learn how to convert false agency to active voice using Stop Slop. Rewrite inanimate subjects into active voice with human actors and eliminate passive constructions. Read the guide now.

- Tags: how-to-guide
- Published: 2026-05-26

### [Strategies for Removing Passive Voice from Writing: A Complete Guide to the Stop-Slop Skill](/hardikpandya/stop-slop/remove-passive-voice-writing-strategies)

Master strategies for removing passive voice and elevate your writing. Discover how to identify hidden actors and rewrite sentences for clarity, as demonstrated by the Stop-Slop repository.

- Tags: how-to-guide
- Published: 2026-05-26

### [How to Fix Binary Contrast Structures in AI-Generated Text with Stop Slop](/hardikpandya/stop-slop/fix-binary-contrast-structures-ai-text)

Fix binary contrast structures in AI text using Stop Slop. Learn how to replace 'not X but Y' with direct statements for clearer AI writing.

- Tags: how-to-guide
- Published: 2026-05-26

### [What Are the Banned Phrases in Stop Slop and How to Use Them](/hardikpandya/stop-slop/stop-slop-banned-phrases-usage)

Discover over 100 banned phrases in Stop Slop to identify AI text. Learn how to use these phrases with Claude and other LLMs by loading the SKILL.md rules.

- Tags: how-to-guide
- Published: 2026-05-26

### [How Stop Slop Detects and Removes AI Writing Patterns: A Declarative Rule-Based System](/hardikpandya/stop-slop/how-stop-slop-detect-remove-ai-writing-patterns)

Stop Slop uses a rule-based system to detect and remove AI writing patterns like banned phrases and clichés. Learn how this declarative system instructs language models to rewrite text for clarity and impact.

- Tags: internals
- Published: 2026-05-26