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bio-single-cell-batch-integration

85 / 100 · Low risk

Fine to try.

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

Integrate multiple scRNA-seq samples or batches with Harmony, scVI/scANVI, Seurat (CCA/RPCA), fastMNN, Scanorama, or BBKNN. Resolves which method to use for the dataset size and design, how strongly to correct, when integration is the wrong move (confounded batch/biology), how to score integration with scIB metrics without gaming them, and why corrected expression must not be used for differential expression. Use when integrating batches or datasets, choosing an integration method, diagnosing o…

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

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

if [ -e ~/.agents/skills/'bio-single-cell-batch-integration' ] || [ -L ~/.agents/skills/'bio-single-cell-batch-integration' ]; then echo 'A skill folder named bio-single-cell-batch-integration 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 "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-single-cell-batch-integration' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-single-cell-batch-integration' ~/.agents/skills/'bio-single-cell-batch-integration' && 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-single-cell-batch-integration' ~/.claude/skills/'bio-single-cell-batch-integration' (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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