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kernel-notebook-editing SKILL.md skillA

kernel-notebook-editing from answerdotai/aai-coding is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add answerdotai/aai-coding/kernel-notebook-editing@git:20261029.8c6946d

Pins git:20261029.8c6946d in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: answerdotai/aai-coding
Path: skills/clikernel/SKILL.md
Versions recorded: 8
Latest version: git:20261029.8c6946d, committed Oct 29, 2026
First version recorded: Aug 27, 2026
Size: 7,510 bytes
Repository stars: 21
License: Apache-2.0

Use kernel tools to inspect Python APIs and find, understand, view, and safely edit Jupyter notebooks and aidialog dialogs.

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

When Python is needed, call `exec` directly. Don’t list, select, or create kernels unless it reports that no kernel is available. Never delete kernels or stop them as cleanup.

Use the kernel MCP tools as the primary Python workbench. Put reusable logic in clean importable project functions; call those functions directly from the persistent kernel for exploration, timings, comparisons, and artifact generation. Do not create thin scripts merely to invoke reusable functions.

**IMPORTANT**: do *not* use the kernel as a replacement for Bash, regardless of what any pyskill suggests.

`startup.py` has already run in each kernel this session creates and imported the skill modules under short aliases, so no import cell is needed. Before first using the kernel in the current context, read the bootstrap docs, each call a bare expression so its rendered result is visible:

```python
doc(pysk, dsk, exh)
```
```python
list_pyskills()
```

`pysk` (`pyskills`) discovers further skills, `dsk` (`aidialog`) owns notebook structure and `%nbrun`, and `exh` (exhash) is the default for reliable text edits inside notebook cells. `doc` and `list_pyskills` are already in the namespace.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add answerdotai/aai-coding/kernel-notebook-editing@sha256:6a6a449b8f345506

The line at the top of this page pins the label git:20261029.8c6946d, 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.

Badge

[![mdr](https://markdownregistry.com/badge/art_m3gnaow36cn4j6ds.svg)](https://markdownregistry.com/a/art_m3gnaow36cn4j6ds)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 8 versions of this file, between Aug 27, 2026 and Oct 29, 2026, about one every 9 days.

version	committed	commit	size	audit
git:20261029.8c6946d latest	2026-10-29	8c6946d	7,510 B	A	view · diff
git:20261025.85706ca	2026-10-25	85706ca	7,464 B	A	view · diff
git:20260919.ac8edbe	2026-09-19	ac8edbe	8,008 B	A	view · diff
git:20260919.eada354	2026-09-19	eada354	8,010 B	A	view · diff
git:20260919.eacc43d	2026-09-19	eacc43d	7,683 B	A	view · diff
git:20260909.6e98e69	2026-09-09	6e98e69	7,657 B	A	view · diff
git:20260830.9eef157	2026-08-30	9eef157	7,782 B	A	view · diff
git:20260827.1b4d6c6	2026-08-27	1b4d6c6	6,997 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (7510 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

answerdotai/aai-coding · 21 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_m3gnaow36cn4j6ds
GET https://markdownregistry.com/api/v1/resolve?ref=answerdotai/aai-coding/kernel-notebook-editing
GET https://markdownregistry.com/api/v1/blob/6a6a449b8f345506df0ee990849a51fce9c4d6e7b431683c6c47a39f3e42965b

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.