notebook-ml-architect SKILL.md skillA
notebook-ml-architect from bjornmelin/dev-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add bjornmelin/dev-skills/notebook-ml-architect@git:20260126.735ce96Pins git:20260126.735ce96 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- bjornmelin/dev-skills
- Path
skills/notebook-ml-architect/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260126.735ce96, committed Jan 26, 2026
- Size
- 7,990 bytes
- Repository stars
- 8
- License
- none declared
Expert guidance for auditing, refactoring, and designing machine learning Jupyter notebooks with production-quality patterns. Use when: (1) Analyzing notebook structure and identifying anti-patterns, (2) Detecting data leakage and reproducibility issues, (3) Refactoring messy notebooks into modular pipelines, (4) Generating templates for ML workflows (EDA, classification, experiments), (5) Adding reproducibility instrumentation (seeding, logging, env capture), (6) Converting notebooks to…
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 ML Architect Expert guidance for production-quality ML notebooks. ## Quick Reference | Operation | Use Case | |-----------|----------| | **audit** | Analyze notebook for anti-patterns, leakage, reproducibility issues | | **refactor** | Transform notebook into modular Python pipeline | | **template** | Generate new notebook from EDA/classification/experiment template | | **report** | Create markdown summary from executed notebook | | **convert** | Extract Python script from notebook | ## Audit Workflow When auditing a notebook: 1. **Read the notebook** using the Read tool 2. **Check structure** against [ml-workflow-guide.md](references/ml-workflow-guide.md) 3. **Detect anti-patterns** using [anti-patterns.md](references/anti-patterns.md) 4. **Check for data leakage** using [leakage-checklist.md](references/leakage-checklist.md) 5. **Run analysis script** if deeper inspection needed: ```bash python scripts/analyze_notebook.py <notebook.ipynb> ``` ### Audit Checklist - [ ] **Execution order**: Cells numbered sequentially (no gaps, no out-of-order) - [ ] **Random seeds**: Set early (np.random.seed, torch.manual_seed, random.seed) …
Read the whole file at its exact version.
How to install
mdr add bjornmelin/dev-skills/notebook-ml-architect@sha256:e3b3fed2daf5979dThe line at the top of this page pins the label git:20260126.735ce96, 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_erbqbyuffz4datq4)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jan 26, 2026.
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 (7990 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
bjornmelin/dev-skills · 8 stars · license none declared · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_erbqbyuffz4datq4 GET https://markdownregistry.com/api/v1/resolve?ref=bjornmelin/dev-skills/notebook-ml-architect GET https://markdownregistry.com/api/v1/blob/e3b3fed2daf5979dc8945216957620765a30567450328e0be5032c8f9025ca82
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.