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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).
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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 146,000+ 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.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Analyze Kernel Bottleneck Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/analyze-kernel-bottleneck/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Analyze Kernel Bottleneck skill do?
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).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Analyze Kernel Bottleneck skill?
Use Analyze Kernel Bottleneck when your Claude Code task falls under the General category — specifically in the knowledge mgmt area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Analyze Kernel Bottleneck" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Analyze Kernel Bottleneck skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Analyze Kernel Bottleneck is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
pjt222. (2026). Analyze Kernel Bottleneck [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/analyze-kernel-bottleneck/
BibTeX
@misc{analyze-kernel-bottleneck-2026,
  author    = {pjt222},
  title     = {Analyze Kernel Bottleneck [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/analyze-kernel-bottleneck/}
}

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Security scan

Grade A · scanned 2026-07-06 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

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