ly8427/gan-zhong-xue · skills/gan-zhong-xue/SKILL.md

gan-zhong-xue skillA

gan-zhong-xue is agent-read markdown (skill) from ly8427/gan-zhong-xue: 在你干真实开发时（边干边挖：搞懂 AI 正在做的这步，掌控方向）或干完提交后（事后挖： 回头搞懂一个甩手没懂的改动），就地陪你走一轮"先让你猜、再揭示、逼到原理"的回合制， 把黑盒变成你真懂、能复述、能迁移的东西。治的是 vibe-coding 的病：交付物在增加， 理解没跟上。触发词："干中学"、"帮我搞懂 AI 正在做的这步"、"我刚才那段没懂"、 "这个 commit 我说不清"、"帮我真正搞懂刚才做的"；掌舵（任务中途）："等等这步我没懂"、 "为什么这么改"、"这步我没跟上"。 English triggers: "learning by doing", "help me actually understand what you just did", "I didn't really get that last change", "I can't explain this commit"; mid-task: "wait, I didn't follow that step", "why did you change it this way". Output language.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add ly8427/gan-zhong-xue/gan-zhong-xue@git:20260913.62d3d2d
Exact content
mdr add ly8427/gan-zhong-xue/gan-zhong-xue@sha256:c6278233172853b7

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_7j7mgphksgao7tno.svg)](https://markdownregistry.com/a/art_7j7mgphksgao7tno)

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Versions

versioncommittedcommitsizeaudit
git:20260913.62d3d2d latest2026-09-13 62d3d2d 62,658 BA view · diff
git:20260809.df88b032026-08-09 df88b03 52,881 BA view · diff
git:20260803.fb79fa22026-08-03 fb79fa2 47,804 BA view · diff
git:20260723.f4c3f662026-07-23 f4c3f66 27,258 BA view · diff
git:20260708.2dbdaf42026-07-08 2dbdaf4 22,155 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (62658 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ly8427/gan-zhong-xue · 6 stars · license MIT · pushed 2026-09-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7j7mgphksgao7tno
GET https://markdownregistry.com/api/v1/resolve?ref=ly8427/gan-zhong-xue/gan-zhong-xue
GET https://markdownregistry.com/api/v1/blob/c6278233172853b7b7059a90261695b7283d414b5460dcd39b3dcd273802fd3e