agentmods.dev

aks-gpu-inference

aks-gpu-inference is a skill for Claude Code from microsoft/GitHub-Copilot-for-Azure. It costs 114 tokens per session (689 once invoked), scanned A, original, no licence file.

A read-only diagnostic guide for GPU inference incidents on Azure Kubernetes Service, or AKS. It uses workload and GPU profiles to investigate scheduling, memory, model loading, monitoring, and KAITO workspace problems.

In plain words
What is it for?
Use it for unavailable NVIDIA GPUs, model-load out-of-memory errors, DCGM or VRAM checks, unready KAITO workspaces, and GPU autoscaling incidents.
Why use it?
It helps identify why GPU workloads remain pending, run out of memory, fail to load models, or do not scale correctly without changing the system.

Skill for Claude Code ✓ vendor

Written for Claude Code: shipped in a Claude Code plugin.

Part of the aks-skills plugin — 6 skills shipped together

not rated 261repo +2 yesterday A scan 114 tokens custom licence

Good fit Use it for unavailable NVIDIA GPUs, model-load out-of-memory errors, DCGM or VRAM checks, unready KAITO workspaces, and GPU autoscaling incidents.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/microsoft/github-copilot-for-azure/aks-gpu-inference
View source ↗ microsoft/GitHub-Copilot-for-Azure
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add microsoft/GitHub-Copilot-for-Azure --skill aks-gpu-inference
Clone the repo
git clone --depth 1 https://github.com/microsoft/GitHub-Copilot-for-Azure

Made for: Claude Code.

Or install aks-skills, the plugin that ships this one along with the rest of its 6 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for aks-gpu-inference

README.md
[![agentmods](https://agentmods.dev/badge/skills/microsoft/github-copilot-for-azure/aks-gpu-inference/github.svg)](https://agentmods.dev/skills/microsoft/github-copilot-for-azure/aks-gpu-inference)
Your own site
<a href="https://agentmods.dev/skills/microsoft/github-copilot-for-azure/aks-gpu-inference"><img src="https://agentmods.dev/badge/skills/microsoft/github-copilot-for-azure/aks-gpu-inference/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for aks-gpu-inference

Your own site · 80×15
<a href="https://agentmods.dev/skills/microsoft/github-copilot-for-azure/aks-gpu-inference"><img src="https://agentmods.dev/badge/skills/microsoft/github-copilot-for-azure/aks-gpu-inference.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 114 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 689 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00114 $0.00689
Opus 5.5 $0.00046 $0.00276
Sonnet 5.5 $0.00023 $0.00138
Haiku 4.5 $0.00011 $0.00069

Measured 29d ago against content hash ad2a7f0a8f04, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aks-gpu-inference scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 29d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/aks-skills/skills/aks-gpu-inference/SKILL.md · 69 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 29d ago First seen · 69 lines · 114 tokens per session scan A ad2a7f0a8f04

Subscribe to this mod's changes

aks-gpu-inference is a skill published in the GitHub repository microsoft/GitHub-Copilot-for-Azure (261 stars, last pushed yesterday), with no licence file. It adds 114 tokens to every session and 689 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-09.

CloudDebuggingDevOps and cloudagent-skills
Related

aks-gpu-inference compared with skills from other repositories

aks-gpu-inference next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
aks-gpu-inferencemicrosoft/GitHub-Copilot-for-AzureSkill261yesterdaynoneA114Claude Code
application-integration-troubleshootinggoogle/skillsSkill22kyesterdayApache-2.0A105Claude Code, Codex
gke-workload-troubleshootinggoogle/skillsSkill22kyesterdayApache-2.0A69Claude Code, Codex
gke-workload-scaling-troubleshootinggoogle/skillsSkill22kyesterdayApache-2.0A170Claude Code, Codex
api-gateway-troubleshootinggoogle/skillsSkill22kyesterdayApache-2.0A196Claude Code, Codex
gke-ai-troubleshooting-node-unresponsive-timeoutgoogle/skillsSkill22kyesterdayApache-2.0A96Claude Code, Codex
gke-ai-troubleshooting-tpu-mxla-hanggoogle/skillsSkill22kyesterdayApache-2.0A192Claude Code, Codex