mattpocock-skills-zh-CN is a Simplified Chinese localization of a collection of reusable instructions for coding agents. Chinese-speaking developers use the translated skills to support engineering workflows while keeping their original commands, paths, identifiers, and behavior. The catalogue contains the localized skills, instructions, and plugin components.
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 vinvcn/mattpocock-skills-zh-CN --skill ask-mattgit clone --depth 1 https://github.com/vinvcn/mattpocock-skills-zh-CNWrote 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/vinvcn/mattpocock-skills-zh-cn/ask-matt)<a href="https://agentmods.dev/skills/vinvcn/mattpocock-skills-zh-cn/ask-matt"><img src="https://agentmods.dev/badge/skills/vinvcn/mattpocock-skills-zh-cn/ask-matt/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/vinvcn/mattpocock-skills-zh-cn/ask-matt"><img src="https://agentmods.dev/badge/skills/vinvcn/mattpocock-skills-zh-cn/ask-matt.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk pass
- 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 | $0.00028 | $0.03254 |
| Opus 5.5 | $0.00011 | $0.01302 |
| Sonnet 5.5 | $0.00006 | $0.00651 |
| Haiku 4.5 | $0.00003 | $0.00325 |
Grade A, and why
ask-matt 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 18d 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 — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.
问 Matt
你不需要记住每个 skill，所以直接问。
Flow 是穿过 skills 的一条路径。大多数路径沿着一条 main flow 前进，两个 on-ramps 会并入它。其他内容要么是 standalone，要么是在下层运行的 vocabulary layer。
主流程：idea -> ship
这是大多数工作的路线：你有一个想法，并希望把它构建出来。
-
/grill-with-docs- 通过访谈打磨想法。在 working directory 中工作时从这里开始：它是 stateful 的，会把学到的内容保存在GLOSSARY.md和 ADRs 中。（没有 working directory？用/grill-me，见「独立 skills」。两者都运行同一个/grillingprimitive；grill-with-docs是会留下文档痕迹的版本，只要有 repo 可记录，它就是两者中更好的那个。） -
分支 - 能否在对话中解决所有问题？ 如果某个问题需要可运行的答案（state、business logic，或必须亲眼看到的 UI），就通过 prototype 绕行，并用
/handoff在两个方向桥接（prototype 住在自己的目录里，这正是/handoff的用途，见「Phase 边界」）：/handoff导出，然后基于该文件打开 fresh session；/prototype用 throwaway code 回答问题；/handoff把学到的内容带回来，并在原始 idea thread 中引用它。
-
分支 - 这是 multi-session build 吗？
- 是 ->
/to-spec（把 thread 变成 spec），再用/to-tickets拆成 tracer-bullet tickets，每个 ticket 声明 blocking edges。然后从以下两种方式中选一种来推进这些 tickets：- 逐 ticket 运行
/implement，并在 tickets 之间用/clear清空 context。Local tracker 在.scratch/<feature>/issues/下每 ticket 一个文件，手动按 blockers-first 处理；真实 tracker 用 native blocking links，因此 blockers 已完成的 ticket 都可领取。每个 ticket 都是自包含的，因此最后一个 ticket 的 context 可以丢弃。 - 用
/implement-spec一次运行实现整份 spec。它把 tickets 读作 task graph，在 ready frontier 上并行运行 implementer subagents，并把全部成果落到一条 integration branch 上。当你更想编排这次 build、而不是亲自逐个驱动 ticket 时，就选它。
- 逐 ticket 运行
- 否 -> 在当前 context window 里直接运行
/implement。
无论哪种方式，代码都通过驱动
/tdd来构建（一次一个 red-green slice），并用/code-review收尾，也就是对 diff 做 Standards + Spec 双轴 review。/implement会在每个 ticket 上运行这两者；/implement-spec的每个 implementer 各自驱动/tdd，它再对 integration branch 运行一次/code-review。只想在没有完整 spec 的情况下 test-first 构建一个具体 behavior 时，单独用/tdd；想按固定点 review branch 或 PR 时，单独用/code-review。当工作以 pull request 的形式提上去时，
/pr负责塑形 PR 正文：展示这次变更的最小 visual、证明它可用的 before/after 证据，再加上一次单向门还是双向门的判断。它是 model-invoked 的，所以 agent 每次写 PR 都会伸手用它。 - 是 ->
-
/retro闭合循环。一次 build 之后，尤其是一次走了弯路的 build，它会回看整个 session，建议改动 agent 的 environment，而不是代码：navigation pointers、automated checks、/code-review强制执行的 coding standards、steering files、tooling。机械性错误变成 deterministic checks；judgement calls 变成 coding standards。下一次 build 由此从更好的 environment 出发。
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.
- 18d ago Changed · +5 lines e9daccf49037
- 28d ago Changed 5a528f4f5e8f
- 1mo ago First seen · 91 lines · 28 tokens per session scan A 007dd67edb52
ask-matt is a skill published in the GitHub repository vinvcn/mattpocock-skills-zh-CN (5,317 stars, last pushed 7d ago), licensed MIT. It adds 28 tokens to every session and 3,254 once invoked, about $0.0001 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 2026-08-30.
Other skills, from other repositories
claude-handoff
A handoff tool that prepares a summary of the current conversation for another coding agent and starts that agent in the background.
wayfinder
A planning method for large or unclear work that maps the decisions needed between the current situation and a defined destination. It records the map and decision tickets in an issue tracker.
codebase-design
A design vocabulary and set of principles for organizing software modules, meaning pieces of code with an interface and an implementation. It focuses on small interfaces that hide substantial behavior, clear points for changing behavior, and code that is easier to test.
setup-matt-pocock-skills
A setup skill that configures engineering skills for a repository, including its issue tracker, labels, and documentation layout. A repository is the project folder managed by version control.
triage
A structured issue-triage process that moves issues and, where configured, pull requests through classification and status steps. Triage means deciding what a report is, whether more information is needed, and who should handle it.
setup-ts-deep-modules
A setup for TypeScript packages that hides their implementation behind files at the package root. Dependency-cruiser checks that outside code uses these entry points, prevents dependency cycles, and keeps internal folders private.