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BF modelarts-skill

Huawei Cloud ModelArts platform integration. Modular design, OBS as primary storage support, environment variable authentication, includes pool plugin management and node configuration template queries.

ClawHub Agent Skills author: modelarts v1.0.1 MIT-0 80 files body ≈ 2 095 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

As a process F 28/100 · Will not run — References files that are not bundled: references/notebook.md, references/pool.md, references/node_pool.md

IntegrationSoftware developmentInfrastructureSales and CRMtype 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
83/100
safety, quality, tests
Safety 60%
100
Quality 40%
57
Run on models
none yet
Process rating
F
28/100
Will not run
References files that are not bundled: references/notebook.md, references/pool.md, references/node_pool.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. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. 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: 80. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning missing-ref reference to a missing file: references/notebook.md
  • warning missing-ref reference to a missing file: references/pool.md
  • warning missing-ref reference to a missing file: references/node_pool.md
  • warning missing-ref reference to a missing file: references/train.md
  • warning missing-ref reference to a missing file: references/infer_v1.md
  • warning missing-ref reference to a missing file: references/infer_v2.md
  • warning missing-ref reference to a missing file: references/management.md
  • warning missing-ref reference to a missing file: references/swr.md
  • warning missing-ref reference to a missing file: references/vpc.md
  • warning missing-ref reference to a missing file: references/kms.md
  • warning missing-ref reference to a missing file: references/liteserver.md
  • warning missing-ref reference to a missing file: references/common.md

Process rating: all ten parameters 28/100

Will not run. References files that are not bundled: references/notebook.md, references/pool.md, references/node_pool.md
  • 0Tools and files. 12 referenced file(s) missing: references/notebook.md, references/pool.md, references/node_pool.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 34 mutating operations with no state check
  • 40Consistency. Frontmatter name (modelarts-skill) differs from the folder (huawei-cloud-modelarts-skill)
  • 100Steps. 21 steps
  • 100Execution cost. Instruction body is 2095 tokens

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
  • -31 of 2 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +3Description length 202: enough signal without eating the budget
  • +4Structure: 7 headings
  • +3Step-by-step instructions: 21 items
  • +4Has examples (2 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 57.

External checks

ClawHub: suspicious
This appears to be a real Huawei Cloud ModelArts management skill, but it can change or delete cloud resources and return sensitive exec login data without consistent safeguards.
LLM: suspicious (high) · 28 May 2026