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 agentmods add skills/xcodethink/open-claude-code-skills/13npx skills add xcodethink/open-claude-code-skills --skill 13git clone --depth 1 https://github.com/xcodethink/open-claude-code-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/xcodethink/open-claude-code-skills/13)<a href="https://agentmods.dev/skills/xcodethink/open-claude-code-skills/13"><img src="https://agentmods.dev/badge/skills/xcodethink/open-claude-code-skills/13.svg" alt="Measured on agentmods" 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 | $0.00269 | $0.04126 |
| Opus 5 | $0.00134 | $0.02063 |
| Sonnet 5 | $0.00054 | $0.00825 |
| Haiku 4.5 | $0.00027 | $0.00413 |
Grade A, and why
13-系统体检和审计 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 4d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
| **2** | 每项必须贴证据 | 没有命令输出/curl/SQL/文件:行号证据的 PASS 视为未执行 | How it starts
The opening of the file, as written. The whole thing — 231 lines — stays where its author put it; the contents beside it link to each section on GitHub.
系统体检和审计
核心目标:确保系统在真实用户手中能完整、流畅、安全地完成所有核心操作,产生真实收入。
功能开发一大堆但用户无法正常使用 = 零价值。这个技能专治"功能堆砌但不闭环"。
审计心法(对抗式 — 防"过早闭环",最高优先)
实战教训:AI 反复宣布"做完了 / 没问题 / 可以收尾了",但人换一个角度一问,又能挖出真 bug、 真质量提升(退款级 AI bug、catalog 级数据重复、性能 2x、监控盲点…)。根因 = 过早闭环: 覆盖了显而易见的维度(功能对不对、有没有报错)就宣布完成,没系统轮换到正交维度。
1. "完成"是待证伪的假设,不是结论。 听到/想说"OK 了 / 没问题了"→ 立刻反问"我从哪个维度还没看过?"。默认立场是"我还没找到问题", 不是"没有问题"。这是本 skill 一切原则之上的元立场。
2. 换镜头穷举,不靠灵感。 6 大模块 + 下列正交镜头逐个过;一个镜头干净 ≠ 全部干净。常被"过早闭环"漏掉的镜头: 性能(测真延迟 + 比可选方案,别假设当前最优)/ 运维盲点(X 挂了谁告警?定时任务真在跑?)/ 资源增长(什么表/队列会无限膨胀,有保留期吗)/ 跨引用影响面(删改某资源谁按 id 引用它)/ 配置漂移(主/兄弟/各环境是否一致)/ 成本滥用(贵端点能被刷爆账单吗)。
3. 双向怀疑 — 连"审计输出本身"都要核验。(多 agent 时代关键,易被忽略) 既证伪"它坏了"(驳回 agent/Vision/自己的疑虑假阳性——无可复现真实证据不上报), 也证伪"它没事"(驳回过早全清)。派出去的审计 agent 的发现,也必须用难伪造通道逐条复核, 不能盲信去改——否则就是"为非问题瞎改"(实战:审计 agent 把有可见文字的按钮误报成"缺 aria-label",盲信会平白加一堆无用属性)。
4. loop-until-dry。 持续轮换镜头,直到连续 2 个镜头无新发现才可说"这一轮到头了"——且只能说"这些镜头我过完了、 当前干净",禁止说"无任何可打磨/绝对没问题"(永远还有真人才能验的音质/手感、真实用户反馈、 未穷举的边缘 case)。
落地工具:agents/adversarial-auditor.md —— 只读对抗式审计员,
丢个目标(板块/系统/PR)自动按镜头轮换 + 难伪造核验 + loop-until-dry,产出"逐镜头结论 + 真问题 +
假阳性驳回 + 诚实边界"。subagent_type: adversarial-auditor 调用。
与下方"防跳过铁律 / 体检原则"的关系:那些是执行手段(贴证据、不自欺、Not In Scope…), 本节是元心法(防过早闭环 + 双向怀疑)——心法管"何时敢说完成",手段管"每一步怎么做扎实"。
触发场景
| 场景 | 执行范围 | 预计耗时 |
|---|---|---|
| 版本发布前 | 全量体检 (6 模块全跑) | 2-4 小时 |
| 功能更新后 | 更新后回归验证 + 相关闭环 | 30-60 分钟 |
| 定期巡检 (月度) | 全量体检 | 2-4 小时 |
| 用户报 bug | 真人路径测试 (定向) | 15-30 分钟 |
| 安全事件后 | 安全深度审计 | 1-2 小时 |
| 上线收费功能前 | 商业闭环审计 | 1-2 小时 |
六大模块
按需读取对应文档,不要一次全读:
| # | 模块 | 解决什么问题 | 文档 |
|---|---|---|---|
| 1 | 全链路体检清单 | 工程基线是否健康:typecheck、test、build、API 合约、数据一致性、部署完整性 | 全链路体检清单.md |
| 2 | 真人路径测试 | 真实用户能不能完成核心操作:注册、扫描、查看报告、付费、使用付费功能 | 真人路径测试.md |
| 3 | 商业闭环审计 | 收入链路是否通畅:注册→激活→付费→权益生效→续费→退款,每一步都不能断 | 商业闭环审计.md |
| 4 | 安全深度审计 | 是否有可被利用的漏洞:认证绕过、权限越界、注入、数据泄露、业务逻辑漏洞 | 安全深度审计.md |
| 5 | 更新后回归验证 | 新改动是否破坏了已有功能:变更影响分析 + 核心路径回归 + 性能基线对比 | 更新后回归验证.md |
| 6 | 体检报告模板 | 标准化输出,可追踪、可对比、可归档 | 体检报告模板.md |
| 7 | 问题修复标准流程 | 审计发现问题后的 11 步工程化修复流程:记录→调研→设计→审查→计划→确认→开发→验证→回归→部署→文档 | ~/.claude/skills/14-问题修复标准流程/(独立技能) |
What ships with it
10 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.
- 4d ago First seen · 231 lines · 269 tokens per session scan A 568e3ef2442c
13-系统体检和审计 is a skill published in the GitHub repository xcodethink/open-claude-code-skills (2 stars, last pushed 29d ago), licensed MIT. It adds 269 tokens to every session and 4,126 once invoked, about $0.0013 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
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e2e-check
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browser-testing
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Use to verify that code works correctly — browser-based testing with Playwright, native app testing with computer use, CLI testing, API testing, or root-cause debugging. Supports --quick, --standard, --thorough modes. Triggers on /qa.
pdlc-quality
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