Cupynumeric Migration Readiness

Q: What is a Claude Code skill and how does the Cupynumeric Migration Readiness 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. Cupynumeric Migration Readiness is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Engineering · Sub-category: performance · Last updated: 2026-05-31

Pre-migration readiness assessor for porting NumPy to cuPyNumeric. Use BEFORE substantial porting work begins when the user asks whether code will scale on GPU, whether they should migrate to cuPyNumeric, which NumPy patterns transfer cleanly, what must be refactored before porting, or mentions pre-port assessment, scaling analysis, or refactor planning. Inspect the user's source code, look up NumPy usage, cross-reference the cuPyNumeric API support manifest, and distinguish distributed-scaling-friendly patterns from blockers such as unsupported APIs, scalar synchronization, host round-trips, Python/object-heavy control flow, shape/data-dependent branching, and in-place mutation hazards. Produce a verdict of READY, LIGHT REFACTOR, SIGNIFICANT REFACTOR, or NOT RECOMMENDED, with concrete refactor pointers.

About this skill (catalog notes)

Cupynumeric Migration Readiness includes worked examples; pricing or quota commentary; at least one code block. At roughly 2,140 words the SKILL.md is on the longer end of the catalog distribution.

Source: docs.nvidia.com/skills
Original author: NVIDIA
Indexed lastmod: 2026-05-31
Catalog position: Engineering · performance
Indexed related skills: 10

How Cupynumeric Migration Readiness fits the catalog

Cupynumeric Migration Readiness sits in the Engineering category under the performance sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

Cupynumeric Migration Readiness is a community-contributed Claude Code skill in the performance sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/cupynumeric-migration-readiness/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Cupynumeric Migration Readiness Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 93,000+ 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/cupynumeric-migration-readiness
curl -L https://claudskills.com/skills/cupynumeric-migration-readiness/SKILL.md \
  -o ~/.claude/skills/cupynumeric-migration-readiness/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/cupynumeric-migration-readiness/. Claude Code auto-discovers it on next session.

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

📱 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 Cupynumeric Migration Readiness Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/cupynumeric-migration-readiness/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Cupynumeric Migration Readiness skill do?

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 Cupynumeric Migration Readiness skill?

Use Cupynumeric Migration Readiness when your Claude Code task falls under the Engineering category — specifically in the performance 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 Cupynumeric Migration Readiness" or describe the task and let Claude pick). Browse related skills at /category/engineering/.

What is a Claude Code skill and how does the Cupynumeric Migration Readiness 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. Cupynumeric Migration Readiness is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/NVIDIA/skills/blob/HEAD/skills/cupynumeric-migration-readiness/SKILL.md
Author: NVIDIA
Website: https://docs.nvidia.com/skills

Cite this skill

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

APA

NVIDIA. (2026). Cupynumeric Migration Readiness [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/cupynumeric-migration-readiness/

BibTeX

@misc{cupynumeric-migration-readiness-2026,
  author    = {NVIDIA},
  title     = {Cupynumeric Migration Readiness [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/cupynumeric-migration-readiness/}
}

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