notebooks SKILL.md skillA

notebooks from fmschulz/omics-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fmschulz/omics-skills/notebooks@git:20261001.06f977a

Pins git:20261001.06f977a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fmschulz/omics-skills
Path
skills/notebooks/SKILL.md
Versions recorded
6
Latest version
git:20261001.06f977a, committed Oct 1, 2026
First version recorded
Jun 3, 2026
Size
14,448 bytes
Repository stars
11
License
MIT

Author, run and convert marimo or Jupyter notebooks. Use when delivering an analysis notebook executed end to end with figures embedded.

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

# Notebooks

A single skill for authoring, validating, and delivering reproducible analysis notebooks. Marimo is the default format; Jupyter is supported for existing `.ipynb` files and when a downstream tool requires JSON. Conversion between the two formats is part of this skill.

A notebook is not "done" until it has been executed end-to-end on a fresh kernel and every figure is embedded in the delivered file.

## Instructions

1. **Pick the format.**
   - New notebook: write a marimo `.py` notebook. Use the canonical cell layout (one concept per cell, final expression renders, no `if` guards around outputs, no `try/except` for control flow).
   - Existing `.ipynb` to extend or polish: keep it as Jupyter unless the user asks to convert.
   - Conversion: see "Convert between marimo and Jupyter" below.

2. **Outline before coding.** Write the notebook plan (purpose, data sources, analysis steps, expected outputs/plots) as the first markdown cell, then implement against that plan.

3. **Keep marimo cells clean.** These are hard rules for every `.py` notebook:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fmschulz/omics-skills/notebooks@sha256:5e9cd8269c328dce

The line at the top of this page pins the label git:20261001.06f977a, 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 badge

[![mdr](https://markdownregistry.com/badge/art_2pxv366fwxlttvyq.svg)](https://markdownregistry.com/a/art_2pxv366fwxlttvyq)

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

Versions

The registry has recorded 6 versions of this file, between Jun 3, 2026 and Oct 1, 2026, about one every 24 days.

versioncommittedcommitsizeaudit
git:20261001.06f977a latest2026-10-01 06f977a 14,448 BA view · diff
git:20260807.4acaed92026-08-07 4acaed9 14,370 BA view · diff
git:20260712.36751712026-07-12 3675171 14,110 BA view · diff
git:20260711.5ae6f6f2026-07-11 5ae6f6f 13,544 BA view · diff
git:20260629.e4729102026-06-29 e472910 13,027 BA view · diff
git:20260603.e5983f62026-06-03 e5983f6 12,771 BA 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 (14448 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

fmschulz/omics-skills · 11 stars · license MIT · pushed 2026-10-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2pxv366fwxlttvyq
GET https://markdownregistry.com/api/v1/resolve?ref=fmschulz/omics-skills/notebooks
GET https://markdownregistry.com/api/v1/blob/5e9cd8269c328dcea5ce146756dfb4bbd2fa832cb9b53538475efe54b05c2992

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.

More from fmschulz/omics-skills

AGENTS.md AGENTS.md file
fmschulz/omics-skills · AGENTS.md
git:20261002.3faa684 · audit A · 11 stars
ai-scientist-evaluator SKILL.md skill
fmschulz/omics-skills · skills/ai-scientist-evaluator/SKILL.md · Score finished AI-generated biology or bioinformatics work against its task and required artifacts. Use when auditing…
git:20261001.bf5afd6 · audit A · 11 stars
arxiv-search SKILL.md skill
fmschulz/omics-skills · skills/arxiv-search/SKILL.md · Search arXiv through its official API and write Markdown notes for arXiv IDs. Use for CS, math, physics, statistics, or…
git:20261001.bf5afd6 · audit A · 11 stars
beautiful-data-viz SKILL.md skill
fmschulz/omics-skills · skills/beautiful-data-viz/SKILL.md · Shared design rules for every plot, figure, chart, dashboard or data visual (matplotlib, seaborn, ggplot2, Plotly…
git:20261001.06f977a · audit A · 11 stars
bio-annotation SKILL.md skill
fmschulz/omics-skills · skills/bio-annotation/SKILL.md · Annotate proteins with functions, domains, and homology-based taxonomy. Use when assigning functional or taxonomic…
git:20261001.bf5afd6 · audit A · 11 stars
bio-assembly-qc SKILL.md skill
fmschulz/omics-skills · skills/bio-assembly-qc/SKILL.md · Assemble isolate genomes or metagenomes and run QUAST/MetaQUAST with a restartable driver. Use when turning QC-passed…
git:20261001.bf5afd6 · audit A · 11 stars
bio-binning-qc SKILL.md skill
fmschulz/omics-skills · skills/bio-binning-qc/SKILL.md · Bin metagenomic contigs with QuickBin and assess MAG quality with CheckM2, GUNC, EukCC, and GTDB-Tk. Use when binning…
git:20261001.bf5afd6 · audit A · 11 stars
bio-fasta-database-curator SKILL.md skill
fmschulz/omics-skills · skills/bio-fasta-database-curator/SKILL.md · Curate and validate FASTA or FAA databases. Use when standardizing headers, merging or deduplicating references…
git:20261001.bf5afd6 · audit A · 11 stars
bio-foundation-housekeeping SKILL.md skill
fmschulz/omics-skills · skills/bio-foundation-housekeeping/SKILL.md · Add LinkML/Pydantic metadata validation, Parquet tables, and a DuckDB catalog to a bioinformatics project. Use when…
git:20261001.bf5afd6 · audit A · 11 stars
bio-gene-calling SKILL.md skill
fmschulz/omics-skills · skills/bio-gene-calling/SKILL.md · Predict genes and count tRNA and rRNA genes in assemblies. Use when calling CDS in prokaryotic, viral, or eukaryotic…
git:20261001.bf5afd6 · audit A · 11 stars
bio-interdomain-hgt SKILL.md skill
fmschulz/omics-skills · skills/bio-interdomain-hgt/SKILL.md · Detect and polarize interdomain horizontal gene transfer with reciprocal hits, genomic context, and gene trees. Use for…
git:20261001.bf5afd6 · audit A · 11 stars
bio-logic SKILL.md skill
fmschulz/omics-skills · skills/bio-logic/SKILL.md · Assess a scientific claim, study design, or interpretation against its evidence. Use when testing causal reasoning…
git:20261001.bf5afd6 · audit A · 11 stars

Every file in fmschulz/omics-skills

Browse by kind, by grade A, or by owner.