ahgraber/skills · skills/python-notebooks-async/SKILL.md

python-notebooks-async skillA

python-notebooks-async is agent-read markdown (skill) from ahgraber/skills: Use when writing or reviewing asyncio code in Jupyter notebooks or '#%%' cell workflows — structuring event-loop ownership, orchestrating async tasks, or choosing compatibility strategies. Also use when hitting RuntimeError: This event loop is already running, asyncio.run() failures in cells, or tasks silently never completing..

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 ahgraber/skills/python-notebooks-async@git:20260819.209d97b
Exact content
mdr add ahgraber/skills/python-notebooks-async@sha256:5f051d88bfc37a3e

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.

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Versions

versioncommittedcommitsizeaudit
git:20260819.209d97b latest2026-08-19 209d97b 3,391 BA view · diff
git:20260819.e83ef882026-08-19 e83ef88 3,187 BA view · diff
git:20260322.58866792026-03-22 5886679 3,424 BA view · diff
git:20260207.f7d11402026-02-07 f7d1140 3,421 BA view · diff
git:20260207.e28ccf52026-02-07 e28ccf5 1,244 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 (3391 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

ahgraber/skills · 5 stars · license CC0-1.0 · pushed 2026-09-10 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3lfocswtjsmrw3gu
GET https://markdownregistry.com/api/v1/resolve?ref=ahgraber/skills/python-notebooks-async
GET https://markdownregistry.com/api/v1/blob/5f051d88bfc37a3e77164f3e532c5ef616ec5abd550cba1f02c5ae5f7c2b4460

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.