gke-inference

This reference covers deploying AI/ML inference workloads on GKE using Google's Inference Quickstart (GIQ) and best practices for LLM serving.

Skills
Development
2

What it does and how to use it

A skill that teaches Claude Code to do development tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/gke-inference && curl -fsSL https://doutorai.pt/data/lib/skills__gke-inference.md -o .claude/skills/gke-inference/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# GKE AI/ML Inference

This reference covers deploying AI/ML inference workloads on GKE using Google's Inference Quickstart (GIQ) and best practices for LLM serving.

> **MCP Tools:** `apply_k8s_manifest`, `get_k8s_resource`, `get_k8s_logs`, `get_k8s_rollout_status`, `describe_k8s_resource`, `list_k8s_events`. **CLI-only:** `gcloud container ai profiles *`

## When to Use

- Deploy an AI model (Llama, Gemma, Mistral, etc.) to GKE
- Generate optimized Kubernetes manifests for inference
- Select GPU/TPU accelerators for model serving
- Configure autoscaling for LLM inference

## Prerequisites

-

- 🔒 Full content on the Pro plan (€7.99/month) -

Need help with Claude Code?

Ask Dr AI - it explains things simply.

Need a tailor-made solution?

Not sure where to start with AI in your business? Get a free assessment and a tailored plan - no commitment.

Save hours every week with AI, no hassle

Doutor AI gives you 1,859 ready-to-copy AI prompts, by industry and in plain English - plus a complete technical library for those who want to go further.

See plans