optimize-for-gpu — Agent Skill 安装配置（SkillsMP） · AgentHub

optimize-for-gpu — Agent Skill 安装配置（SkillsMP）

Name: optimize-for-gpu
Author: K-Dense-AI

SkillSkillsMP

io.github.K-Dense-AI/scientific-agent-skills/optimize-for-gpu · vmain

GPU-accelerates scientific Python on NVIDIA hardware and verifies that the result is correct and faster. Use for CUDA/GPU optimization; CPU-bound NumPy, SciPy, pandas, scikit-learn, NetworkX, scikit-image, vector-search, image-processing, graph, simulation, or file-I/O workloads; CuPy, cuDF, cuML, cuGraph, cuVS, cuCIM, KvikIO, Warp, Newton, Numba-CUDA, or RAFT questions; and profiling, memory-transfer, kernel, or multi-GPU bottlenecks. Also use when large data-parallel Python code is slow and GPU acceleration is a plausible option, even if the user does not name CUDA.

在 SkillsMP 查看 ↗源仓库 ↗

热度数据

仓库星标43.3k

概览

optimize-for-gpu 是一个Agent Skill，收录自 SkillsMP。本页提供 Cursor、Claude Code 等客户端的安装配置片段。

适用场景

代码审查与 GitHub Cursor 开发必备

Agent Skill 是带 SKILL.md 的指令包。安装后，AI 会根据 description 在匹配任务时自动加载，无需每次手动粘贴提示词。

安装

选择你的平台查看安装方式

选择安装方式

# 改 -a 切换客户端：cursor | claude-code | codex | github-copilot
npx skills add K-Dense-AI/scientific-agent-skills@optimize-for-gpu -a cursor -y

统一 Manifest

{
  "id": "io.github.K-Dense-AI/scientific-agent-skills/optimize-for-gpu",
  "type": "skill",
  "version": "main",
  "displayName": "optimize-for-gpu",
  "description": "GPU-accelerates scientific Python on NVIDIA hardware and verifies that the result is correct and faster. Use for CUDA/GPU optimization; CPU-bound NumPy, SciPy, pandas, scikit-learn, NetworkX, scikit-image, vector-search, image-processing, graph, simulation, or file-I/O workloads; CuPy, cuDF, cuML, cuGraph, cuVS, cuCIM, KvikIO, Warp, Newton, Numba-CUDA, or RAFT questions; and profiling, memory-transfer, kernel, or multi-GPU bottlenecks. Also use when large data-parallel Python code is slow and GPU acceleration is a plausible option, even if the user does not name CUDA.",
  "author": {
    "name": "K-Dense-AI",
    "url": "https://github.com/K-Dense-AI"
  },
  "repository": {
    "url": "https://github.com/K-Dense-AI/scientific-agent-skills",
    "source": "github",
    "subfolder": "skills/optimize-for-gpu"
  },
  "homepage": "https://skillsmp.com/creators/k-dense-ai/scientific-agent-skills/skills-optimize-for-gpu",
  "distribution": {
    "packages": [
      {
        "registryType": "source",
        "identifier": "K-Dense-AI/scientific-agent-skills@optimize-for-gpu",
        "version": "main",
        "runtimeHint": "npx skills add"
      }
    ],
    "remotes": []
  },
  "dependencies": [],
  "installTargets": [
    "claude-code",
    "claude-desktop",
    "cursor",
    "codex",
    "vscode"
  ],
  "keywords": [
    "repo_stars:43264"
  ],
  "provenance": {
    "origin": "skillsmp",
    "originalId": "k-dense-ai-scientific-agent-skills-skills-optimize-for-gpu-skill-md",
    "originalUrl": "https://skillsmp.com/creators/k-dense-ai/scientific-agent-skills/skills-optimize-for-gpu",
    "isOfficial": false,
    "status": "active"
  }
}

optimize-for-gpu — Agent Skill 安装配置（SkillsMP）

概览

适用场景

安装

使用方式

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统一 Manifest