Real Skill packageSource verifiedClawHub registry

huawei-cloud-ascend-op-mfu-calculator

Calculate MFU (Machine FLOP Utilization) for operators like matmul/GEMM/FlashAttention on Ascend NPU, providing clear formulas and derivation process Use this skill when the user wants to: (1) calculate MFU for matrix operations, (2) analyze operator performance efficiency, (3) understand hardware utilization, (4) optimize operator implementation Trigger: user mentions "MFU", "machine flop utilization", "operator FLOPs", "matmul performance", "GEMM efficiency", "Ascend MFU", "算子MFU", "算力利用率", "矩阵乘效率", "GEMM性能", "F…

Identity and source

Publisher attributionhuaweicloudskillregistry owner unverified by skillvetai
Functional categoryAgent Engineering, Security & Governanceautomatically inferred · 55% rule confidence
Package forminstruction bundle4 recorded files
Canonical sourceClawHub registryclawhub:huaweicloudskill:huawei-cloud-ascend-op-mfu-calculator
Open canonical source ↗

Platform declarations

These states come from the source or distribution context. None of the entries below are SkillVetAI compatibility test results.

OpenClawnative officialProvenance: registry distribution

Independent structural checks

These checks parse the fixed package against dated platform rules. They do not execute the Skill or verify task behavior.

Claude Codeissues found
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 9/23/2026.claude/skills/huawei-cloud-ascend-op-mfu-calculator
1 structural issue
  • error: compatibility must be a string of at most 500 characters. SKILL.md

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexissues found
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 9/23/2026.agents/skills/huawei-cloud-ascend-op-mfu-calculator
2 structural issues
  • error: compatibility must be a string of at most 500 characters. SKILL.md
  • warning: Codex portability follows Agent Skills, where allowed-tools is a space-separated string. SKILL.md

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawissues found
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 9/23/2026skills/huawei-cloud-ascend-op-mfu-calculator
2 structural issues
  • error: compatibility must be a string of at most 500 characters. SKILL.md
  • warning: OpenClaw portability follows Agent Skills, where allowed-tools is a space-separated string. SKILL.md

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

Installation and inspection

This command is recorded from the source ecosystem and resolves the registry's latest release. The fixed release shown on this page should be inspected before adoption.

clawhub install @huaweicloudskill/huawei-cloud-ascend-op-mfu-calculator
clawhub inspect @huaweicloudskill/huawei-cloud-ascend-op-mfu-calculator --version 1.0.1

Security evidence

SkillVetAI static result: no findings detected

This automated, non-executing scan is bound to this release hash. It is not a safety certification and may contain false positives or false negatives.

Status
completed
Coverage
full text content
Files
4 / 4 inspected as text
Checked
9/23/2026, 1:28:05 PM
Scanner
0.1.3
Policy
1.0.3
2 inferred permission indicators
  • network access — automatically inferred
  • filesystem write — automatically inferred
4 dependency and API indicators
  • api: arxiv.org
  • api: clawhub.ai
  • api: developer.nvidia.com
  • api: e.huawei.com
External clawhub result: clean

This is registry-supplied evidence for the recorded release, not an independent SkillVetAI scan. Check the canonical source for the full report, scanner versions, scope, and current moderation state.

Evidence checked
9/21/2026, 7:50:51 AM
Release binding
Matches this record
  • vt: clean
  • skillspector: clean
  • llm: clean

Recorded files

The catalog stores hashes and an inventory summary for change detection. It does not republish the package contents.

Package content hashsha256:d0391dfc9c11d04275ad30708a5506862e7813d8267e3fb923bfbeff0b2f04f8
Show up to 4 recorded paths
  • references/mfu-calculation-methodology.md
  • references/verification-method.md
  • skill-card.md
  • SKILL.md

Source changelog

- Added detailed documentation for "huawei-cloud-ascend-op-mfu-calculator", clarifying its purpose and workflow. - Clearly described input parameters, usage scenarios, and MFU calculation formula. - Documented enhanced features including an AI-powered bottleneck diagnoser with actionable optimization advice. - Provided reference links and related skills for comprehensive operator performance analysis. - Improved parameter table for ease of use and confirmation.