AI SummaryAnti-slop-toolkit automates detection and cleanup of AI-generated low-quality patterns in Python, R, and text files, helping developers maintain code quality through CI/CD integration and pre-commit hooks.
Install
# Add to your project root as SKILL.md curl -o SKILL.md "https://raw.githubusercontent.com/majiayu000/claude-skill-registry/main/skills/other/toolkit/SKILL.md"
Description
Automated detection and cleanup tools for AI slop patterns. Provides Python and R scripts for active slop detection, scoring, and cleanup across codebases. Use when you need automated quality enforcement.
When to Use This Skill
Use anti-slop-toolkit when: • ✓ Running automated slop detection across a codebase • ✓ Integrating slop checks into CI/CD pipelines • ✓ Setting up pre-commit hooks for quality enforcement • ✓ Auditing large projects for generic AI patterns • ✓ Batch processing multiple files for cleanup • ✓ Establishing quantitative quality thresholds Do NOT use when: • Manual review is more appropriate (use domain-specific anti-slop skills) • Dealing with non-text files (images, binaries) • Working with languages not covered by scripts (use manual skills)
Quick Example
Running Detection: `bash
Text file detection
$ python3 scripts/detect_slop.py report.md --verbose Analyzing: report.md Overall Slop Score: 45/100 High-Risk Phrases (3 found): Line 12: "delve into the complexities" Line 34: "in today's fast-paced world" Line 67: "it's important to note that" Recommendations: • Remove meta-commentary • Simplify wordy phrases • Replace buzzwords with direct language
R code detection
$ Rscript scripts/detect_slop.R analysis.R --verbose Analyzing: analysis.R Overall Slop Score: 52/100 Generic Variables (5 found): Line 8: df Line 15: data Line 23: result Recommendations: • Replace generic variable names • Add namespace qualification • Remove obvious comments ` Running Cleanup: `bash
Quality Score
Good
81/100
Trust & Transparency
Open Source — MIT
Source code publicly auditable
Verified Open Source
Hosted on GitHub — publicly auditable
Actively Maintained
Last commit Yesterday
100 stars — Growing Community
15 forks