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 Dynatrace/dynatrace-for-ai --skill dt-obs-kubernetesgit clone --depth 1 https://github.com/Dynatrace/dynatrace-for-aiWrote 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/dynatrace/dynatrace-for-ai/dt-obs-kubernetes)<a href="https://agentmods.dev/skills/dynatrace/dynatrace-for-ai/dt-obs-kubernetes"><img src="https://agentmods.dev/badge/skills/dynatrace/dynatrace-for-ai/dt-obs-kubernetes/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/dynatrace/dynatrace-for-ai/dt-obs-kubernetes"><img src="https://agentmods.dev/badge/skills/dynatrace/dynatrace-for-ai/dt-obs-kubernetes.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk pass
- NVIDIA SkillSpector pass
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 | $0.00200 | $0.04345 |
| Opus 5 | $0.00100 | $0.02173 |
| Sonnet 5 | $0.00040 | $0.00869 |
| Haiku 4.5 | $0.00020 | $0.00434 |
Grade A, and why
dt-obs-kubernetes 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 12d 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 — 460 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Infrastructure Kubernetes
Monitor and analyze Kubernetes infrastructure using Dynatrace DQL. Query cluster resources, monitor workload health, analyze pod placement, optimize costs, and assess security posture.
When to Use This Skill
- Monitoring Kubernetes cluster health and capacity
- Analyzing pod and container resource utilization
- Investigating pod failures, OOMKills, evictions, or crash loops
- Debugging degraded deployments, stuck rollouts, or node pressure
- Optimizing Kubernetes resource costs
- Assessing security posture and compliance
- Troubleshooting workload scheduling and placement
- Auditing ingress routing and network policies
Knowledge Base Structure
Core Monitoring (Start Here)
- Cluster Inventory →
references/cluster-inventory.md- Clusters, namespaces, resource distribution - Node Monitoring - Node capacity, CPU/memory usage, pod density
- Pod Monitoring - Pod CPU, memory, lifecycle events
- Workload Monitoring - Deployment, StatefulSet, DaemonSet resources
Advanced Topics
- Configuration Analysis →
references/labels-annotations.md- Parse k8s.object, labels, annotations - Scheduling & Placement →
references/pod-node-placement.md- Node selectors, affinity, taints, HA - Cost Optimization - Right-sizing, waste detection, efficiency scoring
- Security & Compliance - Privileged containers, security contexts
Key Concepts
Entity Types
Workloads: K8S_DEPLOYMENT, K8S_STATEFULSET, K8S_DAEMONSET,
K8S_JOB, K8S_CRONJOB, K8S_HORIZONTALPODAUTOSCALER
Infrastructure: K8S_CLUSTER, K8S_NAMESPACE, K8S_NODE, K8S_POD
Configuration: K8S_SERVICE, K8S_CONFIGMAP, K8S_SECRET,
K8S_PERSISTENTVOLUMECLAIM, K8S_PERSISTENTVOLUME, K8S_INGRESS,
K8S_NETWORKPOLICY
Query Types
smartscapeNodes - Query K8s entities:
smartscapeNodes K8S_POD
| filter k8s.namespace.name == "production"
| fields k8s.cluster.name, k8s.pod.name
timeseries - Monitor metrics over time:
What ships with it
8 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.
- 12d ago First seen · 460 lines · 200 tokens per session scan A 9c41f6bbfbb4
dt-obs-kubernetes is a skill published in the GitHub repository Dynatrace/dynatrace-for-ai (137 stars, last pushed yesterday), licensed Apache-2.0. It adds 200 tokens to every session and 4,345 once invoked, about $0.0010 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 2026-08-30.
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