howillmakeit/skills · learn-by-running-code/SKILL.md

learn-by-running-code skillA

learn-by-running-code is agent-read markdown (skill) from howillmakeit/skills: 将一个 Python 学习主题设计成按 01_、02_ 编号的渐进式可运行代码仓库；每章先讲清最小必要知识，再通过 worked example 映射到代码，并用运行、修改、检索和自我解释完成学习。用户只要提到“做一个学习仓库”“按章节用代码学”“边运行边学”“把某个 Python 主题拆成可运行示例”或希望用项目化方式系统学习 Python 库、框架、协议和工程概念，就应使用本 Skill。它负责从主题调研、课程大纲确认到 uv 仓库生成、AGENTS.md 导师指南与逐章验证；不用于单纯讲解已有仓库或把现有项目改造成作业课程。.

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 howillmakeit/skills/learn-by-running-code@git:20260914.b0e3473
Exact content
mdr add howillmakeit/skills/learn-by-running-code@sha256:c5101891691ce814

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

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Versions

versioncommittedcommitsizeaudit
git:20260914.b0e3473 latest2026-09-14 b0e3473 6,770 BA view · diff
git:20260826.b74dd382026-08-26 b74dd38 5,684 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 (6770 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

howillmakeit/skills · 12 stars · license MIT · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_gyvmtl2dgbhdu53q
GET https://markdownregistry.com/api/v1/resolve?ref=howillmakeit/skills/learn-by-running-code
GET https://markdownregistry.com/api/v1/blob/c5101891691ce814fa54382ba889c40b1433c245393f0ce4a7246a652e697d6a