interactive-notebook-demo SKILL.md skillA
interactive-notebook-demo from ahgraber/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ahgraber/skills/interactive-notebook-demo@git:20260819.209d97bPins git:20260819.209d97b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ahgraber/skills
- Path
skills/interactive-notebook-demo/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260819.209d97b, committed Aug 19, 2026
- First version recorded
- Jun 16, 2026
- Size
- 14,356 bytes
- Repository stars
- 6
- License
- CC0-1.0
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).
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Interactive Notebook Demo ## Overview A demo notebook does two jobs at once, and must do both: - **Orient** — it doubles as semi-interactive documentation for a feature. Read top to bottom, it should leave the reader understanding the motivating problem, the design, the mechanism, and the data flow — the narrative layer over the code. - **Interact** — a reader can run one operation, read the **real** output, edit a literal, and re-run, building hands-on understanding by poking at it. The cells are the examples; git holds the original, so they can change anything and revert. The orientation is _what_ to teach; the interaction is _how_ to teach it. A notebook that interacts beautifully but explains nothing is a toy; one that explains but only runs as opaque blocks is a slideshow. Clear both bars. Two failure modes make a notebook _performative_ (a script that happens to have cell markers) rather than interactive: 1. **Wrapper functions.** Grouping operations into `async def demo_function(...)` and calling them as opaque blocks. The reader can only run the whole block; they cannot step into a single call and tweak it. 2. **Terse labels.** …
Read the whole file at its exact version.
How to install
mdr add ahgraber/skills/interactive-notebook-demo@sha256:f6a115f442f88adcThe line at the top of this page pins the label git:20260819.209d97b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_nak7iwltyemjukrx)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jun 16, 2026 and Aug 19, 2026, about one every 21 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260819.209d97b latest | 2026-08-19 | 209d97b | 14,356 B | A | view · diff |
| git:20260819.e83ef88 | 2026-08-19 | e83ef88 | 14,040 B | A | view · diff |
| git:20260715.883fbe1 | 2026-07-15 | 883fbe1 | 13,868 B | A | view · diff |
| git:20260616.7b36412 | 2026-06-16 | 7b36412 | 13,862 B | A | view |
Audit of the latest version
- 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
ahgraber/skills · 6 stars · license CC0-1.0 · pushed 2026-10-29 · 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
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.