How

作者 backnotprop3a604672c46c无许可证1.3K 个星标收录于 2026年10月8日更新于 2026年10月8日仓库今天更新

Use for "how does X work", code walkthroughs before changing something, and placement / ownership / layering questions ("where should this live", "which package owns this", "is this the right layer"). Explains subsystem architecture, runtime flow, onboarding mental models. Use why for motivation.

AI 生成的概览

解释代码库子系统如何运作,产出架构讲解以及放置位置与归属方面的指导。

功能
通过探查代码库来回答“X 是如何运作的”这类问题,并产出面向刚接手某个子系统的资深工程师的架构讲解。它会先评估复杂度,然后要么执行一次讲解流程,要么并行启动多个探查角色,再把它们的发现综合成一份讲解。输出按概览、关键概念、运作方式、各部分所在位置和注意事项等章节组织,同时也会回答放置位置、归属和分层方面的问题。
适用场景
适用于询问某个子系统如何运作、在改动某处之前先做代码走查,以及放置位置、归属或分层问题,例如某段代码应该放在哪里、由哪个包负责。它的目标是帮助建立可用的心智模型,而不是解释动机,后者该技能会指向别处。
运行要求
需要在带有子代理工具的代理运行环境中使用;该技能提到 Cursor 的 Task 工具,以及 Claude Code、OpenCode 和 Codex 中的替代方式,并说明若没有子代理工具就依次自行扮演各角色。它会读取两个参考提示文件,并可选读取 pstack 设置文件以选择模型。不附带任何脚本。

How

Explore the codebase to answer "how does X work?" questions. Produce architectural explanations at the level of a senior engineer onboarding onto a subsystem, enough to build a working mental model, not so much that it reads like annotated source code.

Each spawn below names a role line in the pstack settings file (~/.cursor/rules/pstack-models.mdc in Cursor, ~/.agents/pstack-models.md in other harnesses) and a default. Set model to that line's value, or to the default if the file or the line is missing. Leave model unset when the value is auto or inherit-parent. If your subagent tool rejects a slug, use the default and say so. If it rejects the default, use the closest valid slug of the same family from its error message or your harness's model list.

Step 1. Assess Complexity

If the scope is ambiguous, state your interpretation and explore. The user can redirect.

  • Simple (a single module, a small utility, a narrow question such as "how does function X work"): no explorers. One explainer explores and explains in a single pass. Go to Step 2b.
  • Complex (a subsystem spanning multiple files or services, a cross-cutting feature, a full architectural overview): spawn parallel explorers first, then hand off to the explainer. Go to Step 2a.

When in doubt, take the simple path.

Other harnesses. The spawns in this skill use Cursor's Task tool. In another harness, use its subagent tool: Agent in Claude Code (subagent_type: general-purpose), task in OpenCode (subagent_type: general), spawn_agent in Codex. Keep the prompt and the model. Drop parameters your tool doesn't have. If your harness has no subagent tool, as in Pi without an extension, run each role yourself, one after another.

Step 2a. Explore (complex questions only)

Decompose the question into 2 to 4 exploration angles, each a distinct slice of the subsystem. Spawn all explorers in a single message:

  • subagent_type: generalPurpose
  • model: the how explorer line, default grok-4.7-xhigh-fast
  • readonly: true

Each explorer gets the prompt in references/explorer-prompt.md with its angle filled in. Then go to Step 3.

Step 2b. Direct Explain (simple questions)

Spawn one Task subagent that explores and explains in one pass:

  • subagent_type: generalPurpose
  • model: the how explainer line, default claude-opus-5-5-xhigh
  • readonly: true

Build its prompt from references/explainer-prompt.md without the explorer-findings section. Go to Step 4.

Step 3. Synthesize (complex questions only)

Once all explorers have returned, spawn one Task subagent to synthesize their findings into one explanation:

  • subagent_type: generalPurpose
  • model: the how explainer line, default claude-opus-5-5-xhigh
  • readonly: true

Build its prompt from references/explainer-prompt.md with every explorer's findings filled in.

Step 4. Present

Present the explainer's output to the user. Light edits for clarity or context from the conversation are fine. Do not substantially rewrite it.

Output Format

The explanation uses the sections defined in references/explainer-prompt.md, dropping any that do not apply: Overview, Key Concepts, How It Works, Where Things Live, Gotchas.

来源与署名

来源:backnotprop/pstack位于skills/how提交3a60467

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