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gpu-memory-model

100 / 100 · Low risk

Fine to try.

By OutlineDriven/outline-driven-development (GitHub) · coding · 55 stars · scanned at commit b0e8ce8

Use when analyzing warp divergence, memory coalescing, shared memory bank conflicts, cache behavior, atomics, or occupancy tradeoffs on NVIDIA and AMD GPUs. Not for tool commands: use cuda-profiling.

Works with any agent that supports SKILL.md skills.

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/'gpu-memory-model' ] || [ -L ~/.agents/skills/'gpu-memory-model' ]; then echo 'A skill folder named gpu-memory-model already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/OutlineDriven/outline-driven-development' "$d" && git -C "$d" checkout --quiet 'b0e8ce89a19fac880251dc3ea1babfeb4503a4fe' -- '.devin/skills/gpu-memory-model' && mkdir -p ~/.agents/skills && cp -R "$d"/'.devin/skills/gpu-memory-model' ~/.agents/skills/'gpu-memory-model' && 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/'gpu-memory-model' ~/.claude/skills/'gpu-memory-model' (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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