ai-slop-detector

ai-slop-detector is a skill for Claude Code, Codex from jshearin01/agent-skills. It costs 138 tokens per session (959 once invoked), scanned A, original, no licence file.

A review tool for spotting and improving low-quality AI-generated writing, user interfaces, React components, and backend or architecture code. “AI slop” means output that may look finished but is generic, awkward, or poorly considered.

In plain words
What is it for?
Auditing AI-written copy, frontend interfaces, React code, backend code, and architecture during reviews or before shipping.
Why use it?
AI-generated work can contain repetitive text, weak design choices, or code that is difficult to maintain. Reviewing it before release helps find and correct those problems.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Auditing AI-written copy, frontend interfaces, React code, backend code, and architecture during reviews or before shipping.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jshearin01/agent-skills/ai-slop-detector
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add jshearin01/agent-skills --skill ai-slop-detector
Clone the repo
git clone --depth 1 https://github.com/jshearin01/agent-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ai-slop-detector

README.md
[![agentmods](https://agentmods.dev/badge/skills/jshearin01/agent-skills/ai-slop-detector/github.svg)](https://agentmods.dev/skills/jshearin01/agent-skills/ai-slop-detector)
Your own site
<a href="https://agentmods.dev/skills/jshearin01/agent-skills/ai-slop-detector"><img src="https://agentmods.dev/badge/skills/jshearin01/agent-skills/ai-slop-detector/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ai-slop-detector

Your own site · 80×15
<a href="https://agentmods.dev/skills/jshearin01/agent-skills/ai-slop-detector"><img src="https://agentmods.dev/badge/skills/jshearin01/agent-skills/ai-slop-detector.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 138 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 959 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00138 $0.00959
Opus 5 $0.00069 $0.00479
Sonnet 5 $0.00028 $0.00192
Haiku 4.5 $0.00014 $0.00096

Measured 11d ago against content hash d68a843d83e9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

ai-slop-detector scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

The scan reads SKILL.md. This mod also ships 3 executable files (scripts/code-review.js, scripts/css-audit.js, scripts/text-scanner.js), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Unrestricted tool accesslowExcessive agency

A wildcard tool grant or "run any command" leaves no least-privilege boundary at all.

Run any script with `node <script> --help` for usage.

Downgraded: this mod is about security review, or the phrase is quoted, so it is likely naming the pattern rather than instructing it.

ai-slop-detector/SKILL.md · 83 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 83 lines · 138 tokens per session scan A d68a843d83e9

Subscribe to this mod's changes

ai-slop-detector is a skill published in the GitHub repository jshearin01/agent-skills (16 stars, last pushed 3mo ago), with no licence file. It adds 138 tokens to every session and 959 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 1 finding (unrestricted tool access). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.