← All skills

bio-multi-omics-integration-design

100 / 100 · Low risk

Fine to try.

By lilinji/GeneTind-Life-Skills (GitHub) · design · 17 stars · scanned at commit 908229c

Chooses a bulk multi-omics integration strategy before any tool runs by mapping the biological question (subtype discovery, shared axis of variation, predictive signature, pairwise correlation) to a method class, naming the sample correspondence (paired-vertical, horizontal, mosaic, diagonal), enforcing the n<<p discipline that makes a held-out cohort the endpoint instead of in-cohort cross-validation, and running the per-view variance-imbalance diagnostic. Covers the early/mixed/intermediate/l…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'bio-multi-omics-integration-design' ] || [ -L ~/.agents/skills/'bio-multi-omics-integration-design' ]; then echo 'A skill folder named bio-multi-omics-integration-design already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/lilinji/GeneTind-Life-Skills' "$d" && git -C "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-multi-omics-integration-design' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-multi-omics-integration-design' ~/.agents/skills/'bio-multi-omics-integration-design' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'bio-multi-omics-integration-design' ~/.claude/skills/'bio-multi-omics-integration-design' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for lilinji/GeneTind-Life-Skills shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/lilinji/GeneTind-Life-Skills.svg)](https://zalavijaysinh.github.io/skilltrust/repos/lilinji/GeneTind-Life-Skills/)

Score history