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bio-multi-omics-similarity-network

100 / 100 · Low risk

Fine to try.

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

Stratifies patients into multi-omics subtypes by building one patient-by-patient similarity network per omic, fusing them with SNF's cross-network diffusion, and spectral-clustering the fused graph - then defending the clusters with stability, survival separation, and replication. Covers why spectral clustering always returns the requested cluster count so a subtype is a claim not a discovery, why the eigengap is a graph property not a biological truth, why fusion is not automatically better th…

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-similarity-network' ] || [ -L ~/.agents/skills/'bio-multi-omics-similarity-network' ]; then echo 'A skill folder named bio-multi-omics-similarity-network 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 "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-multi-omics-similarity-network' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-multi-omics-similarity-network' ~/.agents/skills/'bio-multi-omics-similarity-network' && 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-similarity-network' ~/.claude/skills/'bio-multi-omics-similarity-network' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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