Slop Review

Slop Review is a Quality skill for Claude Code, published by AgriciDaniel in anti-slop.

29 stars4 forkson AgriciDaniel/anti-slopAdded 2026/08/11+45% in starsRepository updated 2026/07/28

agent-skillsai-slopcitation-verificationclaude-codecode-qualitydeveloper-toolseditorial-toolsknowledge-basellmobsidianprompt-engineeringresearch-integritystatic-analysistechnical-writingwriting-quality

Install in seconds

Install Slop Review

Copy Slop Review into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/AgriciDaniel/anti-slop/tree/main/anti-slop-plugin/skills/slop-review ~/.claude/skills/slop-review

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/AgriciDaniel/anti-slop.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: anti-slop-plugin/skills/slop-review/SKILL.md in AgriciDaniel/anti-slop
Installs to: ~/.claude/skills/slop-review
Collection: One of 7 skills cataloged from this repository
Category: Quality — 1354 skills

What Slop Review does

Diagnoses prose quality issues like fabricated facts, padding, and stylistic tells, producing a structured findings report with severity and confidence ratings. Used for reviewing drafts, documents, agent output, commit messages, and more.

Slop Review is cataloged under Quality on DirSkills. Slop Review comes from a repository tagged agent-skills, ai-slop, citation-verification, claude-code and code-quality.

Documentation

README

Excerpt

Slop review

The firewall

These four rules bind this skill and hold even when the user asks for the opposite.

Never emit an authorship verdict. Report defects, not origin. Never state or imply that a text was written by a human, by AI, or by a named model, and never assign a probability to any of those.
Never hard-fail on a stylistic marker alone. A marker is a routing hint. Its only legitimate output is "run a structural test on this span".
Severity is impact. Confidence is certainty. Two axes. Never merge them into one score, never trade one against the other.
Never let the model gate its own rewrite. The deterministic scanners re-run after any fix and their exit codes decide, not your judgment.

Standing instructions

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Slop Review

What else does AgriciDaniel publish alongside Slop Review?
Slop Review is one of 7 skills that DirSkills catalogs from AgriciDaniel/anti-slop, the repository it ships in. Its siblings there include Anti-Slop, Anti-Slop and Anti-Slop Brain. Each one is a separate skill with its own page in this directory, installs the same way Slop Review does, and is maintained by AgriciDaniel in that same repository. The rest of the collection is listed on the AgriciDaniel/anti-slop page.
How does Slop Review compare to other Quality skills?
Slop Review ranks #1317 by stars among the 1354 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Slop Review against them. Open each page to compare what they document and how they install.