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Analyze Kernel Bottleneck

Category: General  ·  Sub-category: knowledge-mgmt  ·  Last updated:
Systematically identify whether a GPU kernel is compute-bound, memory-bound, or latency-bound using roofline analysis, occupancy calculations, compute/load ratio per tile, and SASS instruction inspection. Produces a decision matrix for optimization strategy selection (cp.async, warp interleaving, tiling, double-buffering, or CuAssembler hand-tuning).

From the source SKILL.md

Systematisch identifizieren ob ein GPU-Kernel rechen-, speicher- oder latenzbegrenzt ist, indem die Baseline-Performance gemessen, auf der Roofline klassifiziert, Occupancy und Compute-Load-Ratio pro Tile berechnet, SASS-Instruktionsmix und Stall-Codes inspiziert, der Shared-Memory-Cliff geprueft und eine Entscheidungsmatrix angewendet wird um die richtige Optimierungsstrategie zu waehlen.

What this skill does

Analyze Kernel Bottleneck is a community-contributed Claude Code skill in the knowledge-mgmt sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/analyze-kernel-bottleneck/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Analyze Kernel Bottleneck Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/analyze-kernel-bottleneck
curl -L https://claudskills.com/skills/analyze-kernel-bottleneck/SKILL.md \
  -o ~/.claude/skills/analyze-kernel-bottleneck/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/analyze-kernel-bottleneck/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/analyze-kernel-bottleneck/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\analyze-kernel-bottleneck\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

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Pro

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See pricing → Download desktop app

Attribution & license

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel

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