AGENTS.mdA

AGENTS.md from fmschulz/omics-skills is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add fmschulz/omics-skills/AGENTS.md@git:20261002.3faa684

Pins git:20261002.3faa684 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
fmschulz/omics-skills
Path
AGENTS.md
Versions recorded
7
Latest version
git:20261002.3faa684, committed Oct 2, 2026
First version recorded
Aug 7, 2026
Size
15,684 bytes
Repository stars
11
License
MIT

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

# AGENTS.md

Guidance for AI coding agents (Claude Code, Codex CLI, Cursor, Copilot) working in this repository.

Related docs: [docs/CONTRIBUTING.md](docs/CONTRIBUTING.md) (contributor workflow and validation commands), [docs/INSTALL.md](docs/INSTALL.md) (installation).

---

## Repository overview

Agents and skills covering bioinformatics, literature discovery, scientific writing, and data visualization. Runs under Claude Code and the Codex CLI. `catalog/catalog.json` is the countable source of truth for how many of each exist; do not restate the counts in prose.

Layout:
- `agents/` — agent definitions (markdown)
- `skills/` — skill directories; each has a `SKILL.md`
- `scripts/` — router, catalog builder, hook installer, validators, benchmark
- `tests/` — unit tests + routing benchmark
- `catalog/` — generated routing artifact (`catalog.json`)
- `docs/` — MkDocs site sources, routing model, benchmark baseline
- `Makefile` — the installer: install, catalog, hook, benchmark, uninstall, status, validate

Install: `make install` symlinks agents and skills into `~/.claude/` and `~/.codex/`.

---

## Default Workflow Selection
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fmschulz/omics-skills/AGENTS.md@sha256:6f73050bb4fe1c86

The line at the top of this page pins the label git:20261002.3faa684, 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_dzbdeqz4unx2wxgi.svg)](https://markdownregistry.com/a/art_dzbdeqz4unx2wxgi)

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

Versions

The registry has recorded 7 versions of this file, between Aug 7, 2026 and Oct 2, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
git:20261002.3faa684 latest2026-10-02 3faa684 15,684 BA view · diff
git:20261001.06f977a2026-10-01 06f977a 14,659 BA view · diff
git:20260905.7a4eb5b2026-09-05 7a4eb5b 14,338 BA view · diff
git:20260905.3e490392026-09-05 3e49039 13,895 BA view · diff
git:20260825.978bb0a2026-08-25 978bb0a 13,746 BA view · diff
git:20260825.bd47e682026-08-25 bd47e68 12,828 BA view · diff
git:20260807.4acaed92026-08-07 4acaed9 12,920 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (15684 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_dzbdeqz4unx2wxgi
GET https://markdownregistry.com/api/v1/resolve?ref=fmschulz/omics-skills/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/6f73050bb4fe1c8600209dd735c22911f000627463e996108dc90623e906833d

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

More from fmschulz/omics-skills

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
bio-phylogenomics SKILL.md skill
fmschulz/omics-skills · skills/bio-phylogenomics/SKILL.md · Build marker-gene alignments and ML trees and find closest relatives. Use when inferring phylogenies, placing genomes…
git:20261001.bf5afd6 · audit A · 11 stars

Every file in fmschulz/omics-skills

Other files named AGENTS.md

AGENTS.md AGENTS.md file
morluto/rea · AGENTS.md
git:20261015.0e1f0bf · audit A · 352,890 stars
AGENTS.md AGENTS.md file
obra/superpowers · AGENTS.md
git:20260919.5bf4e78 · audit A · 302,424 stars
AGENTS.md AGENTS.md file
affaan-m/ecc · AGENTS.md
git:20261011.412347a · audit A · 284,510 stars
AGENTS.md AGENTS.md file
firecrawl/firecrawl · AGENTS.md
git:20261008.5a75dca · audit A · 193,096 stars
AGENTS.md AGENTS.md file
dietrichgebert/ponytail · AGENTS.md
git:20261008.2a1fe84 · audit A · 170,980 stars
AGENTS.md AGENTS.md file
garrytan/gstack · AGENTS.md
git:20261011.5d64745 · audit A · 136,966 stars
AGENTS.md AGENTS.md file
graphify-labs/graphify · AGENTS.md
git:20260926.98d73fe · audit A · 129,649 stars
AGENTS.md AGENTS.md file
juliusbrussee/caveman · AGENTS.md
git:20260902.d9faebc · audit A · 113,780 stars

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