Summary
This is a comprehensive GPU acceleration skill that transforms CPU-bound Python code to run on NVIDIA GPUs, often delivering 10x to 1000x speedups. It covers the full RAPIDS ecosystem (cuDF, cuML, cuGraph) plus CuPy, Numba CUDA, and Warp for physics simulation and differentiable rendering. The skill intelligently picks the right tool based on your workload: CuPy for NumPy array operations, cuDF for pandas dataframes, cuML for scikit-learn pipelines, and Warp for particle systems and mesh operations. It handles everything from vector search and geospatial analysis to medical imaging and GPUDirect Storage file I/O. The decision framework is solid, and it triggers proactively when it spots CPU-bound code that would benefit from GPU acceleration, even if you didn't explicitly ask for it.
Install to Claude Code
npx -y skills add k-dense-ai/scientific-agent-skills --skill optimize-for-gpu --agent claude-codeInstalls into .claude/skills of the current project.
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
Files
SKILL.md
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Featured
Keep your Mac awake while Claude Code and 40+ AI agents run. Sleeps when they're idle.
One time payment $9 →Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
