ahgraber/skills · skills/interactive-notebook-demo/SKILL.md

interactive-notebook-demo skillA

interactive-notebook-demo is agent-read markdown (skill) from ahgraber/skills: Use when authoring or reviewing a hands-on demo, tour, or walkthrough notebook (`#%%` percent-format or Jupyter) that demonstrates a feature, library, or API and doubles as semi-interactive documentation. Triggers: "write a demo notebook", "build a feature demo", "demo this library/API", "a notebook to walk through X", "interactive docs for this feature". Not for production/analysis notebooks or pure asyncio event-loop mechanics (see python-notebooks-async)..

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/interactive-notebook-demo@git:20260819.209d97b
Exact content
mdr add ahgraber/skills/interactive-notebook-demo@sha256:f6a115f442f88adc

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_nak7iwltyemjukrx.svg)](https://markdownregistry.com/a/art_nak7iwltyemjukrx)

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Versions

versioncommittedcommitsizeaudit
git:20260819.209d97b latest2026-08-19 209d97b 14,356 BA view · diff
git:20260819.e83ef882026-08-19 e83ef88 14,040 BA view · diff
git:20260715.883fbe12026-07-15 883fbe1 13,868 BA view · diff
git:20260616.7b364122026-06-16 7b36412 13,862 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 (14356 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_nak7iwltyemjukrx
GET https://markdownregistry.com/api/v1/resolve?ref=ahgraber/skills/interactive-notebook-demo
GET https://markdownregistry.com/api/v1/blob/f6a115f442f88adcac5ff5d4efb9aa4bccec45e04b9fe3197a14f2adb4365590

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