SKILLEMALL.ai

BF cuopt-developer

Modify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI). Use for solver internals, PRs, DCO, and code conventions.

ClawHub Agent Skills author: NVIDIA 1 file body ≈ 3 119 tokens Open the sourceclawhub.ai analyzed 44 min ago

Modify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI).

As a process F 62/100 · Will not run — References files that are not bundled: references/first_time_setup.md, ../../CONTRIBUTING.md, references/build_and_test.md

GeneratorSoftware developmenttype and topics are labelled automatically from the skill text
JSON
Technical rating
B
89/100
safety, quality, tests
Safety 60%
100
Quality 40%
73
Run on models
none yet
Process rating
F
62/100
Will not run
References files that are not bundled: references/first_time_setup.md, ../../CONTRIBUTING.md, references/build_and_test.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
70
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/first_time_setup.md
  • warning missing-ref reference to a missing file: ../../CONTRIBUTING.md
  • warning missing-ref reference to a missing file: references/build_and_test.md
  • warning missing-ref reference to a missing file: references/python_bindings.md
  • warning missing-ref reference to a missing file: references/contributing.md
  • warning missing-ref reference to a missing file: references/conventions.md
  • warning missing-ref reference to a missing file: references/troubleshooting.md
  • warning missing-ref reference to a missing file: ../../ci/README.md
  • warning missing-ref reference to a missing file: ../../ci/release/README.md
  • warning missing-ref reference to a missing file: ../../docs/cuopt/README.md
  • warning missing-ref reference to a missing file: references/vrp_skills.md

Process rating: all ten parameters 62/100

Will not run. References files that are not bundled: references/first_time_setup.md, ../../CONTRIBUTING.md, references/build_and_test.md
  • 0Tools and files. 11 referenced file(s) missing: references/first_time_setup.md, ../../CONTRIBUTING.md, references/build_and_test.md
  • 0Result and completion. Does not say what the result is
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 85Steps. 56 steps, 1 vague phrases
  • 100When it triggers. States when to use and when not to
  • 100Failures and branches. 1 branches, has a failure section
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 3119 tokens
  • 100Running it twice. Mutating operations check current state
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 15 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)
  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +3Description length 148: enough signal without eating the budget
  • +4Structure: 28 headings
  • +3Step-by-step instructions: 56 items
  • +4Has examples (4 code blocks)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 73.