aks-cost-optimization
Skill1.6k starsChanged 16 days agoMITView on GitHub
Analyze advanced AKS cost efficiency. WHEN: \"AKS NAP readiness\", \"AKS bin packing\", \"AKS node scaling bottleneck\", \"AKS blocked scale-down\", \"AKS storage cost\". DO NOT USE AS DIRECT ENTRY FOR: overall AKS cost assessments or rightsizing/VPA/CAS/Spot (azure-kubernetes); spend/anomalies/commitments (cost-analysis/cost-optimization); incidents (aks-troubleshooting).
3 other projects use a version of this, 1 of them edited.
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- microsoft/agent-skillsword for word, first seen Nov 1, 2026
- microsoft/GitHub-Copilot-for-Azureedited, first seen Nov 1, 2026
- microsoft/skillsword for word, first seen Nov 1, 2026
Who's talking about microsoft/azure-skills
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- salaboy/skills-oci“Support for Skill Collections”GitHub · Jul 3, 2026 · 1 reactions
- Azure/azure-dev“Add `azd tool install/upgrade azure-skills` with per-host selection”GitHub · Jun 18, 2026 · 1 reactions
- microsoft/apm“feat(pack): unify 'apm pack' to produce bundle and marketplace.json (closes #722)”GitHub · Apr 29, 2026 · 1 reactions
- microsoft/GitHub-Copilot-for-Azure“Update CHANGELOG.md when syncing plugin content”GitHub · Apr 16, 2026 · 1 reactions
The biggest 5 of 50 mentions linking to the repository that our crawl found. Each line is their own headline.
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Talked about on GitHub (50 times).
On GitHub · 50
- Apr 29, 2026Fold marketplace authoring config into apm.yml as the single APM surface — microsoft/apm2 reactions
- Jul 3, 2026Support for Skill Collections — salaboy/skills-oci1 reaction
- Jun 18, 2026Add `azd tool install/upgrade azure-skills` with per-host selection — Azure/azure-dev1 reaction · 1 comment
- Apr 29, 2026feat(pack): unify 'apm pack' to produce bundle and marketplace.json (closes #722) — microsoft/apm1 reaction · 1 comment
- Apr 16, 2026Update CHANGELOG.md when syncing plugin content — microsoft/GitHub-Copilot-for-Azure1 reaction · 2 comments
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- Oct 20, 2026[New Skill]: azure-mysql — microsoft/GitHub-Copilot-for-Azure0 reactions · 1 comment
Other versions3 projects use a version of this.
Word for word · 2
- microsoft/agent-skills★ 3.2k100% same
- microsoft/skills★ 3.2k100% same
Edited · 1
- microsoft/GitHub-Copilot-for-Azure★ 26297% same
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository87 other files it gives its agents.
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- aks-known-issuesSkill
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- azure-search-navSkill
- azure-advisor-actionabilitySkill
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- cost-estimationSkill
- cost-governanceSkill
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- azure-kusto-graphSkill
- azure-kusto-irql-graphSkill
- azure-kusto-irqlSkill
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- azure-localSkill
- airunway-aks-setupSkill
- appinsights-instrumentationSkill
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- azure-app-onboard-prereqSkill
- azure-app-onboardSkill
- azure-cloud-migrateSkill
- azure-complianceSkill
- azure-computeSkill
- azure-deploySkill
- azure-diagnosticsSkill
- azure-enterprise-infra-plannerSkill
- azure-kubernetes-app-deploySkill
- azure-kubernetes-automatic-readinessSkill
- azure-kubernetesSkill
- azure-kustoSkill
- azure-messagingSkill
- azure-prepareSkill
- azure-quotasSkill
- azure-reliabilitySkill
- azure-resource-lookupSkill
- azure-resource-visualizerSkill
- azure-storageSkill
- azure-upgradeSkill
- azure-validateSkill
- discover-azure-skillsSkill
- entra-agent-idSkill
- entra-app-registrationSkill
- finetuningSkill
- capacitySkill
- customizeSkill
- presetSkill
- deploy-modelSkill
- microsoft-foundrySkill
- python-appservice-deploySkill
- foundry-iqSkill
- airunway-aks-setupSkill
- appinsights-instrumentationSkill
- azure-aigatewaySkill
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- azure-app-onboard-prereqSkill
- azure-app-onboardSkill
- azure-cloud-migrateSkill
- azure-complianceSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
4 rules. About 0 are common, 3 are distinctive, and 1 is very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈3
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 14
Use for advanced existing-cluster analysis requiring scheduling, placement, or verified storage mapping.
- Very specific: line 21
Prefer fitting Azure MCP reads.
- Distinctive: line 31
When invoked for AKS commitment context, use the commitment-demand handoff and return demand evidence without benefit analysis or a …
- Distinctive: line 34
Keep reads non-mutating; require approval for every change.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
AKS Cost Optimization
When to Use This Skill
Use for advanced existing-cluster analysis requiring scheduling, placement, or
verified storage mapping. Route overall AKS cost assessments to
azure-kubernetes, spend/anomalies to cost-analysis, commitments to
cost-optimization, and incidents to aks-troubleshooting when those skills are available. When called from an overall assessment, return findings for its ranked report.
MCP Tools
Prefer fitting Azure MCP reads. Never invent tools or use az/kubectl
without approved shell access and a target-bound context.
Workflow/Steps
- Bind the subscription, cluster, resource group, and kube context.
- Route to NAP readiness, bin-packing, node-scaling bottlenecks, or storage optimization.
- When invoked for AKS commitment context, use the commitment-demand handoff and return demand evidence without benefit analysis or a transaction.
- Keep reads non-mutating; require approval for every change.
Error Handling
- Missing capability: analyze supplied evidence or provide a collection plan; mark dependent cost or commitment results unavailable.
- Evidence conflict: mark the conclusion unconfirmed.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
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