notebook-workflow SKILL.md skillC
notebook-workflow from qutone/lightstim is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qutone/lightstim/notebook-workflow@git:20260526.04c57b9Pins git:20260526.04c57b9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qutone/lightstim
- Path
skills/notebook-workflow/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260526.04c57b9, committed May 26, 2026
- Size
- 4,744 bytes
- Repository stars
- 50
- License
- a license file GitHub does not identify
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
# Notebook Workflow
How to use LightStim notebooks: from protocol prototyping through packaging,
benchmarking, and final demo format.
---
## 1. Development lifecycle
```
[PROTOTYPE] notebook
│ implement circuit logic, visualize, debug
↓
lightstim/protocols/<name>.py ← package the protocol
│
↓
benchmarks/<category>/ ← large-scale numerical sweep
│ run_<name>.py (CSV output, checkpointing)
│ plot_<name>.py (reads CSV, saves PNG)
↓
[DEMO] notebook ← import from protocols, strip raw code
```
---
## 2. Notebook status labels
Add one of these labels at the top of every notebook (as a Markdown cell):
```
**[PROTOTYPE]** — protocol code lives here; not yet packaged into lightstim/protocols/
```
```
**[DEMO]** — protocol is in lightstim/protocols/; this notebook only imports and demonstrates
```
A DEMO notebook should contain **no raw circuit-building logic** — only imports,
a small visualization, and a small hardcoded numerical result.
---
## 3. Verification before packaging
Before moving a protocol from notebook to `lightstim/protocols/`, validate with a
small-scale run (d=3, a handful of p-values):
…Read the whole file at its exact version.
How to install
mdr add qutone/lightstim/notebook-workflow@sha256:098688f2c8037a20The line at the top of this page pins the label git:20260526.04c57b9, 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_ra45edkamq3qyte7)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 26, 2026.
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4744 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
qutone/lightstim · 50 stars · license a license file GitHub does not identify · pushed 2026-10-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ra45edkamq3qyte7 GET https://markdownregistry.com/api/v1/resolve?ref=qutone/lightstim/notebook-workflow GET https://markdownregistry.com/api/v1/blob/098688f2c8037a20f046e36557f27a2ddfb0f0be25a8f566425c09a90c385108
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.