Stop guessing CPU and memory limits — let actual usage data decide
Analyzes your pod resource usage over time and recommends properly sized requests and limits. Finds the pods running at 2% CPU with 4 cores requested, and the ones getting OOMKilled because limits are too low.
Create a skill called "Right Sizer". Analyze Kubernetes pod resource usage and recommend proper sizing: 1. Run `kubectl top pods -n <namespace>` for current usage 2. Get current requests/limits from deployment specs 3. If Prometheus is available, query historical CPU and memory usage (p50, p95, p99) 4. Compare requested vs. actual for each pod/deployment For each deployment, recommend: - CPU request: p95 actual usage + 20% headroom - CPU limit: p99 actual usage + 50% headroom (or no limit for non-critical) - Memory request: p95 actual usage + 20% headroom - Memory limit: p99 actual usage + 30% headroom (memory is less elastic than CPU) Flag: - Over-provisioned: request > 2x actual p95 usage - Under-provisioned: actual p95 > 80% of limit - No limits set: resource contention risk Generate updated deployment YAMLs with the recommended values. Estimate the cost savings from right-sizing.
Most Kubernetes pods are over-provisioned by 2-5x because nobody wants to
risk an OOMKill. This skill analyzes actual usage and recommends limits that
are safe but not wasteful.
Diagnose CrashLoopBackOff and friends without the kubectl marathon
Give it a namespace or pod name and it runs the full kubectl diagnostic sequence for you — events, logs, describe, resource usage — then explains what's actually wrong in plain English. No more chaining five commands to find out you're missing an environment variable.
Reclaim the 40 TB of unused container images nobody noticed
Scans your container registry, cross-references running workloads to find images that are actually in use, and generates safe cleanup policies for everything else. Recovers storage costs without breaking rollbacks.
Food, housing, and emergency funds — found fast
If you're skipping meals, behind on rent, or considering dropping classes because of money, this skill triages your situation and maps campus and community resources with concrete next steps — not just a list of phone numbers.
Local-first AI assistant that automates small daily tasks safely on your device
A personal, local-first AI assistant that automates small daily tasks—organizing files, setting reminders, and monitoring system events—without touching sensitive data or taking risky actions without your approval.