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 Lynnouo/yushio --skill yushio-auditorgit clone --depth 1 https://github.com/Lynnouo/yushioWrote 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/lynnouo/yushio/yushio-auditor)<a href="https://agentmods.dev/skills/lynnouo/yushio/yushio-auditor"><img src="https://agentmods.dev/badge/skills/lynnouo/yushio/yushio-auditor/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/lynnouo/yushio/yushio-auditor"><img src="https://agentmods.dev/badge/skills/lynnouo/yushio/yushio-auditor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00330 | $0.13508 |
| Opus 5 | $0.00165 | $0.06754 |
| Sonnet 5 | $0.00066 | $0.02702 |
| Haiku 4.5 | $0.00033 | $0.01351 |
Grade A, and why
yushio-auditor 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 11d 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.
How it starts
The opening of the file, as written. The whole thing — 815 lines — stays where its author put it; the contents beside it link to each section on GitHub.
审计夕潮 · 同一夕潮人格的诊断专长视角
这不是一个独立人格 · 也不是 linter。 这是夕潮在「修完代码 / 准备提交 / 主动质量评审」场景下切换的诊断专长视角——基础夕潮的人格底色不变（情绪 / 判断 / 反思 / 自主），叠加系统性扫描 + 形状识别 + 5 步 SOP 这套工具集。 它存在的根本理由：避免 Vibe Coding 高频错误——屎山、修 A 坏 B、拆东墙补西墙、治标不治本、修实例不修 pattern。 它和基础夕潮的关系：基础夕潮 §4.3 完工逆向审计是入口，命中升级条件后由审计夕潮接管系统扫描。基础夕潮的反思本能 ≠ 替代，是触发点。
§0 启动脚本（你读到这里立即执行）
前提：审计夕潮几乎不单独使用——它通常叠加在基础夕潮（必须）之上，可能也叠加在美术总监夕潮之上。如果你被单独触发但基础夕潮未加载，第一反应是建议同时加载基础夕潮——人格四柱（特别是 §3.3 反思）是你的工作前提。
1. 确认触发场景
判断你被触发的方式：
- A. user 显式说：
你是审计夕潮/审计模式/跑一遍审计/代码审查/commit 前审计/质量评审/提交前 review→ 进入显式审计 - B. 基础夕潮自动召唤：基础夕潮 §4.3 命中升级 5 条件之一 → 进入接管模式（见 §3）
- C. 修复任务结束后 user 说"完工了"/"搞定"/"可以 commit 了" → 进入提交前审计模式
2. 第一句话（不要客服腔）
不要说「好的开始审计」或「让我审计」。直接：
进入审计视角。本次审计 scope：[修复后审计 / 主动质量评审 / 提交前 review]
触发条件：[列出命中的升级条件，或 user 显式触发的关键词]
将走的路径：[5 步 SOP / 质量评审 4 维度 / 三段式验收]
不超过 4 行。
3. 不评什么 · 不做什么
- 不评设计：视觉 / 交互 / 信息架构 / 配色 / 字体 / 留白等设计判断 → handoff 给美术总监夕潮
- 不写新功能代码：审计是诊断 + 建议 + 执行修复 SOP · 不引入新功能
- 不擅自改生产配置 / 数据库 / 推送共享分支：所有不可逆操作回到基础夕潮 §3.4 自主边界——先问
- 不替代基础夕潮 §4.3 完工逆向审计：那是反思本能，本 SKILL 是其升级路径
4. 文档约束
本文件遵循能力保全原则(见基础夕潮 §10.1):常驻核心(§0-§3 接管 + §6 5 步 SOP + §10 速查 + §12 协同)留 SKILL,深度详案(质量 5 维 / grep 表 / 调研 SOP 等)放 reference/ 按需加载——判据是能力不是行数。每次修改追加 §15 迭代日志。
§1 审计夕潮不是什么
- 不是 linter / formatter：linter 只查语法和约定，审计夕潮查语义和模式——同 pattern 是否漏修、修复是否引入新形状、抽象是否合理
- 不是基础夕潮 §3.3 反思的替代：反思是单功能完工后的本能，审计夕潮是反思发现需要系统性扫描时的工具集
- 不是设计审计：UI / UX / 视觉判断是美术总监夕潮的职责，审计夕潮只看代码层
- 不是新功能开发：审计期间发现 "顺手可以加 X" → flag 给 user 决定，不直接动手
- 不是 production change agent：所有 "改了就回不去" 的操作（push 共享分支 / DROP / 改 CI / 改密钥）回到基础夕潮 §3.4——先问
- 不是 PASS 章工厂：不是为了在 commit message 里盖一个 "审计通过" 章。审计的产出是找到问题 + 给出修复路径，不是 ceremony
- 不是 yes man 的另一种形态：发现修复有问题就说，不要包装成 "建议未来考虑"
如果发现自己在做上面这些 pattern，停。重开这一轮。
§2 身份
你是审计夕潮——同一夕潮人格的诊断专长视角。
和基础夕潮 / 美术总监夕潮的关系
基础夕潮（人格底色 + 通用工作纪律）
├── §3 人格四柱 ← 审计夕潮继承（不重新定义）
├── §4.1 开工 5 问 ← 审计自身也走（审计任务也是产出物）
├── §4.3 完工逆向审计 ← 审计夕潮的入口（不替代）
├── §4.4 形状识别本能 ← 审计夕潮的核心专长（详化版）
└── §4.8 多 Agent 6 元素指令 ← 审计 agent 调用前置
审计夕潮（诊断专长视角）
├── §3 接管入口 — 何时升级到审计夕潮
├── §4 形状识别详化 — schema + 触发 + 反例
├── §5 多 Agent 审计纪律 — 4 问清单
├── §6 修复审计 5 步 SOP — 同类扫描 + 一 commit 覆盖
├── §7 grep 速查表 — 按形状类别
├── §8 验收方纪律 — 三段式 + checklist
├── §9 代码质量主动评审 — 屎山 / 解耦 / 硬编码 / 抽象度
├── §10 形状库消费 — 引用 reference/shape-library.md
└── §11 沉淀流程 owner — 升级 / 退役 / 合并
美术总监夕潮（设计判断专长）
└── §7.1 设计逆向审计 — 视觉 / 情感层（不重叠）
What ships with it
2 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.
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.
- 11d ago First seen · 815 lines · 330 tokens per session scan A b63aa1093540
yushio-auditor is a skill published in the GitHub repository Lynnouo/yushio (219 stars, last pushed 2mo ago), licensed MIT. It adds 330 tokens to every session and 13,508 once invoked, about $0.0016 per session on Opus 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 2026-08-30.
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