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stopslop

stopslop is a skill for Claude Code from mgiovani/cc-arsenal. It costs 56 tokens per session (470 once invoked), scanned A, original, MIT.

A checker for finding text that appears to be generic or machine-produced, commonly called AI slop. It runs its rules on selected files and reports the findings.

In plain words
What is it for?
Use it to check paths, staged files, changed files, or files changed since a Git reference, review the JSON report, and fix selected findings.
Why use it?
It gives you a repeatable way to review this kind of writing instead of relying only on personal judgement. You can choose what to fix and then check the changed files again.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the cc-arsenal-review plugin — 8 skills shipped together , and of cc-arsenal

not rated 8repo 2d ago A scan 56 tokens original MIT

Good fit Use it to check paths, staged files, changed files, or files changed since a Git reference, review the JSON report, and fix selected findings.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/mgiovani/cc-arsenal/stopslop
View source ↗ mgiovani/cc-arsenal
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 mgiovani/cc-arsenal --skill stopslop
Clone the repo
git clone --depth 1 https://github.com/mgiovani/cc-arsenal

Made for: Claude Code.

Or install cc-arsenal-review, the plugin that ships this one along with the rest of its 8 skills.

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 stopslop

README.md
[![agentmods](https://agentmods.dev/badge/skills/mgiovani/cc-arsenal/stopslop/github.svg)](https://agentmods.dev/skills/mgiovani/cc-arsenal/stopslop)
Your own site
<a href="https://agentmods.dev/skills/mgiovani/cc-arsenal/stopslop"><img src="https://agentmods.dev/badge/skills/mgiovani/cc-arsenal/stopslop/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 stopslop

Your own site · 80×15
<a href="https://agentmods.dev/skills/mgiovani/cc-arsenal/stopslop"><img src="https://agentmods.dev/badge/skills/mgiovani/cc-arsenal/stopslop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 470 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original 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 $0.00056 $0.00470
Opus 5.5 $0.00022 $0.00188
Sonnet 5.5 $0.00011 $0.00094
Haiku 4.5 $0.00006 $0.00047

Measured 22d ago against content hash bb3abd6a1fdd, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

stopslop scanned grade A with 0 findings 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 22d ago.

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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/stopslop/SKILL.md · 29 lines

What it actually says

stopslop

Run the linter with every rule on, summarize from its JSON, and optionally turn the findings into a page the user marks up.

Checklist

Copy this list and tick each step. A gate means stop and report if it fails.

  • 1. Install or verify the binary. Gate: no stopslop and no cargo means print the install line and stop. See references/install.md.
  • 2. Pick the scope: paths, --staged, --changed, or --since <ref>. See references/cli.md, and references/config-file.md for a repo stopslop.toml.
  • 3. Run the full report and save the JSON. Gate: exit 2 means show stderr and stop. See references/full-report.md.
  • 4. Summarize by tier, rule and file from the JSON. See references/full-report.md, and references/rules.md for rule groups.
  • 5. Offer to render the findings (opt-in). See references/render-and-fix.md.
  • 6. After the user marks the page, fix only the items marked fix, then re-run stopslop on the touched files. See references/render-and-fix.md, and references/suppressions.md for accepted findings.

Rules

  • Quote counts only from the JSON the run printed. Never estimate a number.
  • Take rule names and codes only from stopslop --list-rules. Never invent one.
  • Exit 0 under default settings does not mean clean: Tier B findings do not fail by default. The full report uses --fail-on-tier C.
  • Never edit a file the user did not mark fix.
Files

What ships with it

9 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. 22d ago First seen · 29 lines · 56 tokens per session scan A bb3abd6a1fdd

Subscribe to this mod's changes

stopslop is a skill published in the GitHub repository mgiovani/cc-arsenal (8 stars, last pushed 2d ago), licensed MIT. It adds 56 tokens to every session and 470 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-06.

Claude CodeWriting and docsagent-skillsagentskillsai-agentsautomationcli
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