optimize-for-gpu

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By anubhavg-icpl/vibe (GitHub) · coding · 13 stars · scanned at commit d51e7ac

GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT. Use whenever the user mentions GPU/CUDA/NVIDIA acceleration, or wants to speed up NumPy, pandas, scikit-learn, scikit-image, NetworkX, GeoPandas, or Faiss workloads. Covers physics simulation, differentiable rendering, mesh ray casting, particle systems (DEM/SPH/fluids), vector/similarity search, GPUDirect Storage file IO, interactive dashboards, geospatial analysis…

Works with any agent that supports SKILL.md skills.

What this skill can do

Downloads and installs other software

The author does not mention this. It runs automatically when the plugin is installed.

Found in 21 places.

skills/sci-optimize-for-gpu/SKILL.md, line 247IMPORTANT: Always use `uv add` for package installation — never `pip install` or `conda install`. This applies to install instructions in code comments, docstri
skills/sci-optimize-for-gpu/references/cucim.md, line 36Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/cudf.md, line 30Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.

Show 17 more

skills/sci-optimize-for-gpu/references/cugraph.md, line 30Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/cuml.md, line 31Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/cupy.md, line 28Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/cuspatial.md, line 28Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/cuvs.md, line 28Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/cuxfilter.md, line 30Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/numba.md, line 32Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
skills/sci-optimize-for-gpu/references/raft.md, line 24Always use `uv add` (never `pip install` or `conda install`) in all install instructions, docstrings, comments, and error messages.
.claude/settings.json, line 166"Bash(npx @claude-flow*)",
.claude/settings.json, line 167"Bash(npx claude-flow*)",
.mcp.json, line 4"command": "npx",
hooks/cmods/README.md, line 96npx eslint --fix "$FILE" 2>/dev/null
hooks/cmods/post-edit-format.sh, line 29npx prettier --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/post-edit-format.sh, line 32npx biome format --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/post-edit-format.sh, line 80npx prettier --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/post-edit-format.sh, line 86npx prettier --write "$FILE" 2>/dev/null && FORMATTED=true
hooks/cmods/pre-commit-lint.sh, line 38echo "$files" | xargs npx eslint --max-warnings 0 2>/dev/null

and 1 more places

Runs commands on your computer

The author does not mention this. It runs automatically when the plugin is installed. Expected for a coding skill.

Found in 63 places.

skills/sci-optimize-for-gpu/SKILL.md, line 251uv add cupy-cuda12x # For CUDA 12.x (most common)
.claude/settings.json, line 9"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" pre-bash'",
.claude/settings.json, line 19"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" pre-edit'",

Show 17 more

.claude/settings.json, line 31"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" post-edit'",
.claude/settings.json, line 41"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" post-bash'",
.claude/settings.json, line 52"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" route'",
.claude/settings.json, line 63"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" session-restore'",
.claude/settings.json, line 68"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/auto-memory-hook.mjs\" import'",
.claude/settings.json, line 79"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" session-end'",
.claude/settings.json, line 90"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/auto-memory-hook.mjs\" sync'",
.claude/settings.json, line 102"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" compact-manual'"
.claude/settings.json, line 106"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" session-end'",
.claude/settings.json, line 116"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" compact-auto'"
.claude/settings.json, line 120"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" session-end'",
.claude/settings.json, line 131"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" status'",
.claude/settings.json, line 142"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" post-task'",
.claude/settings.json, line 153"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/hook-handler.cjs\" notify'",
.claude/settings.json, line 162"command": "sh -c 'exec node \"${CLAUDE_PROJECT_DIR:-.}/.claude/helpers/statusline.cjs\"'"
.mcp.json, line 4"command": "npx",
hooks/cmods/README.md, line 64"os.system("

and 43 more places

Install

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

if [ -e ~/.agents/skills/'optimize-for-gpu' ] || [ -L ~/.agents/skills/'optimize-for-gpu' ]; then echo 'A skill folder named optimize-for-gpu already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/anubhavg-icpl/vibe' "$d" && git -C "$d" checkout --quiet 'd51e7ac9a34111cd2e63daed83c2198f91570050' -- 'skills/sci-optimize-for-gpu' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/sci-optimize-for-gpu' ~/.agents/skills/'optimize-for-gpu' && 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/'optimize-for-gpu' ~/.claude/skills/'optimize-for-gpu' (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 anubhavg-icpl/vibe shows the score of its lowest-scoring skill.

SkillTrust badge for anubhavg-icpl/vibe

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/anubhavg-icpl/vibe.svg)](https://zalavijaysinh.github.io/skilltrust/repos/anubhavg-icpl/vibe/)

Score history

Date	Version	Score
2026-11-08	`d51e7ac`	80