← All skills

bio-expression-matrix-sparse-handling

85 / 100 · Low risk

Fine to try.

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

Stores and operates on sparse expression matrices for single-cell and large bulk RNA-seq, covering dgCMatrix/dgRMatrix/dgTMatrix when-each-is-fast, the dgCMatrix (CSC, R) <-> CSR (Python) implicit transpose, AnnData (cells-rows) <-> SingleCellExperiment (cells-cols) orientation flip, HDF5/h5ad vs Zarr cloud-native shift, HDF5SummarizedExperiment + DelayedArray for out-of-memory bulk, scanpy backed mode for large h5ad, the ~10-15% density crossover where dense beats sparse, 10X format proliferat…

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-expression-matrix-sparse-handling' ] || [ -L ~/.agents/skills/'bio-expression-matrix-sparse-handling' ]; then echo 'A skill folder named bio-expression-matrix-sparse-handling 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 "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-expression-matrix-sparse-handling' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-expression-matrix-sparse-handling' ~/.agents/skills/'bio-expression-matrix-sparse-handling' && 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-expression-matrix-sparse-handling' ~/.claude/skills/'bio-expression-matrix-sparse-handling' (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