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QualityPython

Slop Verify

by AgriciDaniel

Slop Verify 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 Verify
Copy Slop Verify 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-verify ~/.claude/skills/slop-verify

Requires Node.js. Downloads this skill only โ€” not the rest of the repository โ€” 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 skillโ€™s own directory into your skills folder yourself.

In this catalog

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

What Slop Verify does

Runs existence and support checks on citations, DOIs, ISBNs, arXiv IDs, URLs, and package imports. Identifies vendor residue and unresolved attributions to ensure document integrity.

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

Documentation

README

Slop verify

The firewall

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

  1. Never emit an authorship verdict. Report defects, not origin. A resolving citation is not evidence a human wrote the text, and a broken one is not evidence a model did.
  2. 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".
  3. Severity is impact. Confidence is certainty. Two axes. Never merge them, never trade one against the other.
  4. 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 Verify

  • What else does AgriciDaniel publish alongside Slop Verify?

    Slop Verify 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 Verify 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 Verify compare to other Quality skills?

    Slop Verify ranks #1318 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 Verify against them. Open each page to compare what they document and how they install.

More from AgriciDaniel/anti-slop

Slop Verify is one of 7 skills cataloged on DirSkills from AgriciDaniel/anti-slop.

See all 7 skills โ†’
๐Ÿงน
3w ago

Anti-Slop

Detects patterns of AI-generated slop in text using 33 heuristic patterns. Helps writers and developers maintain authentic, high-quality content by flagging common AI writing artifacts.
Writing
294
๐Ÿ”
3w ago

Anti-Slop

A toolkit for reviewing AI-generated text, code, and citations. Detects padding, vendor residue, and vague language, and verifies references with deterministic scanners and structural tests.
Quality
294
๐Ÿง 
3w ago

Anti-Slop Brain

Scaffolds and operates an Obsidian vault-based brain that detects and repairs AI slop in prose, code, documentation, and agent output, relying on corpus evidence instead of authorship detection. Use it for quality assurance in AI-generated content.
Quality
294
๐Ÿงช
3w ago

Slop Code

Reviews AI-generated code for quality defects like hallucinated imports, ceremonial comments, and non-functional tests. Runs deterministic scanners and load-bearing tests to report impact-based severity without authorship claims.
Quality
294
๐Ÿ”
3w ago

Slop Review

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.
Quality
294
๐Ÿงน
3w ago

Slop Rewrite

Repairs sloppy text by applying fixes from a slop-review report, removing padding, vacuous claims, vague attributions, and vendor residue without fabricating new content. Use after a review identifies issues in a draft, documentation, or agent output.
Writing
294