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.
npx skills add hxy91819/mason-skills --skill anti-ai-slopgit clone --depth 1 https://github.com/hxy91819/mason-skillsWrote 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.
[](https://agentmods.dev/skills/hxy91819/mason-skills/anti-ai-slop)<a href="https://agentmods.dev/skills/hxy91819/mason-skills/anti-ai-slop"><img src="https://agentmods.dev/badge/skills/hxy91819/mason-skills/anti-ai-slop/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.
<a href="https://agentmods.dev/skills/hxy91819/mason-skills/anti-ai-slop"><img src="https://agentmods.dev/badge/skills/hxy91819/mason-skills/anti-ai-slop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00054 | $0.00546 |
| Opus 5.5 | $0.00022 | $0.00218 |
| Sonnet 5.5 | $0.00011 | $0.00109 |
| Haiku 4.5 | $0.00005 | $0.00055 |
Grade A, and why
anti-ai-slop 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 1mo 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.
What it actually says
Anti AI Slop
未指定时先 git status --short 和 git diff HEAD（含暂存、未跟踪的文本）。工作区干净则 git show HEAD。用户点了文件或 commit，就只看那些。
新建一个不继承当前对话的 subagent，只把用户意图、这份 diff、下面清单给它，让它指出该删什么。不要把作者解释或拟议修复给它。它不改文件。
核对原文后只删它说对的。改完再派一轮，直到没有 slop。只改清单里的问题。
改了什么，留下了哪条真约束。没有 slop 就说 clean。
遵循以下原则
Keep things tidy
删掉之后代码或文档照样执行得了，多半就是。先看懂这段在干什么，再优先删。
- 禁令删了，换成「可自行 X / 无需授权」
- 放开某件事时，加成新流程或新授权章节
- 还在说解禁、不再禁止、本文不做什么
- 正文复述 frontmatter、yaml 策略、类型或
--help已经写过的话 - 「本页用于」「这里展示」「本节说明」
- 把当次用户原话、会话口吻写进长期文件
- 实现细节、验收/核对目的，写成给读者的介绍
- 注释、help、测试说明在讲「现在允许」
- TODO、调试打印、占位符留在要提交的内容里
- 没人要的抽象、配置、新依赖、脚手架
- 手写了标准库或平台已经有的能力
- 仓库里已有同样的东西，又写了一份
工具的 allow/block 清单、仍然有效的约束、行为测试，留着。改写用陈述句写要做什么。判不准就留。
AI Smells
避免大量使用以下句式，要适当变换表达方式：
- 不是...而是
- xxx不等于xxx
What ships with it
1 file 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.
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.
- 1mo ago Changed · +10 lines 44174166ea66
- 1mo ago Changed · +2 lines 2a8771dcfa55
- 2mo ago First seen · 33 lines · 54 tokens per session scan A a3ebfe385ec5
anti-ai-slop is a skill published in the GitHub repository hxy91819/mason-skills (3 stars, last pushed today), licensed MIT. It adds 54 tokens to every session and 546 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 2026-09-09.
anti-ai-slop compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| anti-ai-slophxy91819/mason-skills | Skill | 3 | today | MIT | A | 54 | Claude Code, Codex |
| autoreviewopenclaw/clawhub | Skill | 9.5k | today | MIT | A | 17 | Claude Code, Codex |
| agent-teams-simplify-and-hardenLeoYeAI/openclaw-master-skills | Skill | 2.2k | 2d ago | MIT | A | 115 | Claude Code, Codex |
| omh-code-reviewrlaope/oh-my-hermes | Skill | 5.2k | yesterday | MIT | A | 48 | Claude Code, Codex |
| revdiff-planumputun/revdiff | Skill | 947 | 3d ago | MIT | A | 84 | Claude Code |
| explore-unknownsdzhng/skills | Skill | 1.4k | yesterday | MIT | A | 162 | Claude Code, Codex |
| re0-mergeLilMGenius/paperthin | Skill | 1.4k | today | MIT | A | 70 | Claude Code |