SKILLEMALL.ai
GitHub ↗ RU Sign in

BF cupynumeric-migration-readiness

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.

ClawHub Agent Skills author: NVIDIA 1 file body ≈ 4 199 tokens Open the sourceclawhub.ai↗ analyzed 25 h ago

Pre-migration readiness assessor for porting NumPy to cuPyNumeric.

As a process F 48/100 · Will not run — References files that are not bundled: references/getting-started.md, references/decision-framework.md, assets/api-support.md

AnalyzerSoftware developmenttype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
B
88/100
safety, quality, tests
Safety 60%
100
Quality 40%
70
Run on models
none yet
Process rating
F
48/100
Will not run
References files that are not bundled: references/getting-started.md, references/decision-framework.md, assets/api-support.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 1. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: references/getting-started.md
  • warning missing-ref reference to a missing file: references/decision-framework.md
  • warning missing-ref reference to a missing file: assets/api-support.md
  • warning missing-ref reference to a missing file: references/idioms-that-scale.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/idioms-that-scale.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/gpu-stack.md
  • warning missing-ref reference to a missing file: references/execution-model.md
  • warning missing-ref reference to a missing file: references/refactor-recipes.md
  • warning missing-ref reference to a missing file: references/decision-framework.md
  • warning missing-ref reference to a missing file: assets/sample_report.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/getting-started.md
  • warning missing-ref reference to a missing file: references/partitioning-and-balance.md
  • warning missing-ref reference to a missing file: references/case-studies.md
  • warning missing-ref reference to a missing file: references/idioms-that-block.md
  • warning missing-ref reference to a missing file: references/refactor-recipes.md
  • warning missing-ref reference to a missing file: references/refactor-recipes.md
  • warning missing-ref reference to a missing file: assets/examples/
  • warning missing-ref reference to a missing file: scripts/fetch_api_support.py
  • warning missing-ref reference to a missing file: assets/examples/*.py

Process rating: all ten parameters 48/100

Will not run. References files that are not bundled: references/getting-started.md, references/decision-framework.md, assets/api-support.md
  • 0Tools and files. 27 referenced file(s) missing: references/getting-started.md, references/decision-framework.md, assets/api-support.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 50Failures and branches. 0 branches, has a failure section
  • 70Execution cost. Instruction body is 4199 tokens
  • 100Steps. 47 steps
  • 100When it triggers. States when to use and when not to
  • 100Consistency. Name and required fields are in place
  • 100Running it twice. Mutating operations check current state
  • low 12 top-level sections: this looks like several domains in one skill

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Description length 815: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +4Structure: 18 headings
  • +3Step-by-step instructions: 47 items
  • +4Has examples (1 code blocks)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 70.