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cluster-umap-layout-reproducibility-benchmarking

100 / 100 · Low risk

Fine to try.

By HolobiomicsLab/asb-skill-collections (GitHub) · coding · 16 stars · scanned at commit bf028f4

Use when you have executed an end-to-end SnapATAC2 pipeline on the pbmc10k_multiome dataset (or a similar single-cell ATAC-seq dataset with a published reference) and need to validate that spectral embedding, Leiden clustering, and UMAP layout have converged to expected cluster identities and.

Works with any agent that supports SKILL.md skills.

This skill is no longer available at its GitHub address. The information below is from the last time we could read it and may be out of date.

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/'cluster-umap-layout-reproducibility-benchmarking' ] || [ -L ~/.agents/skills/'cluster-umap-layout-reproducibility-benchmarking' ]; then echo 'A skill folder named cluster-umap-layout-reproducibility-benchmarking already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/HolobiomicsLab/asb-skill-collections' "$d" && git -C "$d" checkout --quiet 'bf028f481d363bb69a4047acecffccb62ea40705' -- 'collections/epigenomics/v1/skills/cluster-umap-layout-reproducibility-benchmarking' && mkdir -p ~/.agents/skills && cp -R "$d"/'collections/epigenomics/v1/skills/cluster-umap-layout-reproducibility-benchmarking' ~/.agents/skills/'cluster-umap-layout-reproducibility-benchmarking' && 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/'cluster-umap-layout-reproducibility-benchmarking' ~/.claude/skills/'cluster-umap-layout-reproducibility-benchmarking' (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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