geo-database SKILL.md skillA

geo-database from foryourhealth111-pixel/vibe-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add foryourhealth111-pixel/vibe-skills/geo-database@git:20260303.491ea97

Pins git:20260303.491ea97 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
foryourhealth111-pixel/vibe-skills
Path
bundled/skills/geo-database/SKILL.md
Versions recorded
1
Latest version
git:20260303.491ea97, committed Mar 3, 2026
Size
24,528 bytes
Repository stars
3,805
License
Apache-2.0

Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for transcriptomics and expression analysis.

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

# GEO Database

## Overview

The Gene Expression Omnibus (GEO) is NCBI's public repository for high-throughput gene expression and functional genomics data. GEO contains over 264,000 studies with more than 8 million samples from both array-based and sequence-based experiments.

## When to Use This Skill

This skill should be used when searching for gene expression datasets, retrieving experimental data, downloading raw and processed files, querying expression profiles, or integrating GEO data into computational analysis workflows.

## Core Capabilities

### 1. Understanding GEO Data Organization

GEO organizes data hierarchically using different accession types:

**Series (GSE):** A complete experiment with a set of related samples
- Example: GSE123456
- Contains experimental design, samples, and overall study information
- Largest organizational unit in GEO
- Current count: 264,928+ series

**Sample (GSM):** A single experimental sample or biological replicate
- Example: GSM987654
- Contains individual sample data, protocols, and metadata
- Linked to platforms and series
- Current count: 8,068,632+ samples

**Platform (GPL):** The microarray or sequencing platform used
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add foryourhealth111-pixel/vibe-skills/geo-database@sha256:f53adf210703c5a3

The line at the top of this page pins the label git:20260303.491ea97, 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_6qmaxgdrwqrmakc5.svg)](https://markdownregistry.com/a/art_6qmaxgdrwqrmakc5)

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

Versions

The registry has recorded 1 version of this file, committed on Mar 3, 2026.

versioncommittedcommitsizeaudit
git:20260303.491ea97 latest2026-03-03 491ea97 24,528 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 (24528 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

foryourhealth111-pixel/vibe-skills · 3,805 stars · license Apache-2.0 · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6qmaxgdrwqrmakc5
GET https://markdownregistry.com/api/v1/resolve?ref=foryourhealth111-pixel/vibe-skills/geo-database
GET https://markdownregistry.com/api/v1/blob/f53adf210703c5a3856b1051fa4e03d034f60e7d2413df3fcdeefc5017e75fe9

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 foryourhealth111-pixel/vibe-skills

vibe SKILL.md skill
foryourhealth111-pixel/vibe-skills · SKILL.md · Vibe Code Orchestrator (VCO) is a governed runtime entry that freezes requirements, bounds execution, and enforces…
git:20261016.36638e0 · audit A · 3,805 stars
skill-creator SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/.system/skill-creator/SKILL.md · Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an…
git:20260226.1632f40 · audit A · 3,805 stars
skill-installer SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/.system/skill-installer/SKILL.md · Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path. Use when a user asks to list…
git:20260226.1632f40 · audit A · 3,805 stars
LQF_Machine_Learning_Expert_Guide SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/LQF_Machine_Learning_Expert_Guide/SKILL.md · LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers…
v2.0.0 · audit A · 3,805 stars
adaptyv SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/adaptyv/SKILL.md · Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing…
git:20260226.1632f40 · audit A · 3,805 stars
aeon SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/aeon/SKILL.md · This skill should be used for time series machine learning tasks including classification, regression, clustering…
git:20260226.1632f40 · audit A · 3,805 stars
algorithmic-art SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/algorithmic-art/SKILL.md · Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users…
git:20260226.1632f40 · audit B · 3,805 stars
alpha-vantage SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/alpha-vantage/SKILL.md · Access real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic…
git:20260303.491ea97 · audit A · 3,805 stars
architecture-patterns SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/architecture-patterns/SKILL.md · Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven…
git:20260226.1632f40 · audit A · 3,805 stars
astropy SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/astropy/SKILL.md · Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical…
git:20260303.491ea97 · audit A · 3,805 stars
autonomous-builder SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/autonomous-builder/SKILL.md · Full-stack software development agent for design, implementation, testing, and deployment. Use when the user explicitly…
v1.0.0 · audit A · 3,805 stars
bio-database-evidence SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/bio-database-evidence/SKILL.md · Unified biological database evidence owner. Use for gene annotation, variant clinical significance, cancer mutation…
git:20260430.784fe8b · audit A · 3,805 stars

Every file in foryourhealth111-pixel/vibe-skills

Other files named geo-database

geo-database SKILL.md skill
jaechang-hits/sciagent-skills · skills/genomics-bioinformatics/databases/geo-database/SKILL.md · NCBI GEO access via GEOparse and E-utilities. Search by keyword/organism/platform, download GSE series matrices, parse…
git:20260528.3e3f998 · audit A · 386 stars
geo-database SKILL.md skill
marielynneblock/arcanum-artifex · skills/scientific/geo-database/SKILL.md · Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL)…
git:20260710.0115f49 · audit A · 4 stars

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