Real Skill packageSource verifiedClawHub registry

inference-aiops

Use this skill whenever the user needs to operate a GPU inference cluster — vLLM (OpenAI API + Prometheus /metrics) and Ray Serve / Ray Jobs (Ray dashboard), plus the single-process serving engines SGLang and TGI (Text Generation Inference): a one-shot cluster overview (deployments + total replicas + queue backpressure), request metrics (TTFT / TPOT / e2e latency + token totals), queue depth, KV-cache stats (utilisation, prefix-cache hit rate, preemptions), the flagship latency root-cause analysis (diagnose_latenc…

Identity and source

Publisher attributionwei zhouregistry owner unverified by skillvetai
Functional categoryDevOps, Cloud & Observabilityautomatically inferred · 66% rule confidence
Package forminstruction bundle5 recorded files
Canonical sourceClawHub registryclawhub:zw008:inference-aiops
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 · 9/17/2026.claude/skills/inference-aiops
2 structural issues
  • error: description exceeds the 1,024-character Agent Skills limit. SKILL.md
  • 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 · 9/17/2026.agents/skills/inference-aiops
3 structural issues
  • error: description exceeds the 1,024-character Agent Skills limit. SKILL.md
  • 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 · 9/17/2026skills/inference-aiops
4 structural issues
  • error: description exceeds the 1,024-character Agent Skills limit. SKILL.md
  • 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
  • error: metadata.openclaw.os must contain only darwin, linux, or win32. 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 @zw008/inference-aiops
clawhub inspect @zw008/inference-aiops --version 0.10.4

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
5 / 5 inspected as text
Checked
9/17/2026, 4:50:34 AM
Scanner
0.1.3
Policy
1.0.3
2 inferred permission indicators
  • network access — automatically inferred
  • filesystem write — automatically inferred
1 dependency and API indicators
  • api: github.com
External clawhub result: suspicious

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
9/16/2026, 11:41:04 PM
Release binding
Matches this record
  • skillspector: suspicious
  • llm: suspicious

Recorded files

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

Package content hashsha256:1150171c936995af8b3664444c991164c962ca2555ce64cf21bbf100c01823cf
Show up to 5 recorded paths
  • references/agent-guardrails.md
  • references/capabilities.md
  • references/cli-reference.md
  • references/setup-guide.md
  • SKILL.md

Source changelog

- Updated documentation in references/agent-guardrails.md. - Removed the skill-card.md file. - No functional changes to skill logic; documentation and metadata only.

Release security diff

mediumCompared fixed releases 0.10.3 and 0.10.4; 0 finding and 0 permission indicators were added.

Both fixed releases were scanned under the current scanner and policy, so finding, permission and dependency changes are available.

Change reasons and limitations
  • dependency surface changed
  • file surface changed
  • content hash changed

Observed release history

These older immutable releases were observed by prior successful syncs. They remain recorded when a newer release becomes current.

0.10.39/15/2026sha256:d0ac76b4d2df89c048384b902b24b9a28a0a4c1d411f746dd8e0d01017f3d6ac
0.10.29/12/2026sha256:cd721dc12029555183d4d3eb245652e9719ecf79dfb3b7fb52fd92ff94a7b0ed
0.10.09/12/2026sha256:5b0fb65f90c0462aab0f8afb841abd2362596456b7a3b8a725fd1c8fff5a1d5b