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.
npx skills add vaquarkhan/Fullstack-development-agent-skills --skill quarkus-kubernetes-nativegit clone --depth 1 https://github.com/vaquarkhan/Fullstack-development-agent-skillsWrote 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.
[](https://agentmods.dev/skills/vaquarkhan/fullstack-development-agent-skills/quarkus-kubernetes-native)<a href="https://agentmods.dev/skills/vaquarkhan/fullstack-development-agent-skills/quarkus-kubernetes-native"><img src="https://agentmods.dev/badge/skills/vaquarkhan/fullstack-development-agent-skills/quarkus-kubernetes-native/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.
<a href="https://agentmods.dev/skills/vaquarkhan/fullstack-development-agent-skills/quarkus-kubernetes-native"><img src="https://agentmods.dev/badge/skills/vaquarkhan/fullstack-development-agent-skills/quarkus-kubernetes-native.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00047 | $0.00574 |
| Opus 5 | $0.00023 | $0.00287 |
| Sonnet 5 | $0.00009 | $0.00115 |
| Haiku 4.5 | $0.00005 | $0.00057 |
Grade A, and why
quarkus-kubernetes-native 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 8d 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.
How it starts
The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Quarkus Kubernetes Native
Use When
- Targeting Kubernetes with sub-second startup and minimal container memory
- Building container-first Java services with Quarkus extensions
- Native image (GraalVM) or JVM mode in distroless containers
Workflow
- Add
quarkus-kubernetes,quarkus-container-image-*, and health extensions. - Configure
application.propertiesfor K8s service discovery and config maps/secrets. - Expose
/q/health/liveand/q/health/readywith dependency checks. - Build with
-Dquarkus.package.jar.type=uber-jar(JVM) or-Dnativeprofile. - Deploy with resource limits derived from native vs JVM benchmarks.
Required Checks
- Liveness vs readiness probes hit correct Quarkus health endpoints
- Config injected via env vars or K8s secrets — not baked into image
- Native build runs in CI or release pipeline with documented JDK/Graal version
- Horizontal Pod Autoscaler metrics tied to CPU or custom Micrometer metrics
Examples And Templates
See examples/ for side-by-side good vs bad patterns agents commonly get wrong.
See templates/ for copy-paste starters aligned with this skill.
Decision Framework
- Prefer Quarkus over Spring Boot when cold start and memory dominate cost (serverless K8s, high churn).
- Start JVM mode in dev; gate native builds on release tags or nightly CI.
- Use Quarkus Dev Services locally; Testcontainers in CI for parity.
- Combine with
quarkus-cloud-native-apisfor REST and persistence patterns.
Common Rationalizations And Rebuttals
- "Native build is optional forever." -> Production memory/startup targets often require native; test early.
- "Same Docker image as Spring." -> Quarkus fast-jar and native layouts differ; follow Quarkus guides.
- "Health checks are optional on K8s." -> Without readiness, traffic hits starting pods.
Evidence Pack
- Dockerfile or
quarkus-container-imagebuild config - K8s manifest with probe paths and resource requests/limits
- Startup time and memory comparison (JVM vs native)
- HPA or scaling test notes
What ships with it
3 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.
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.
- 8d ago First seen · 60 lines · 47 tokens per session scan A a8ec04cdcd25
quarkus-kubernetes-native is a skill published in the GitHub repository vaquarkhan/Fullstack-development-agent-skills (2 stars, last pushed 3d ago), licensed MIT. It adds 47 tokens to every session and 574 once invoked, about $0.0002 per session on Opus 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 2026-08-31.
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