Skills Engineering Multi-Cluster Kubernetes Dashboard With AI

Multi-Cluster Kubernetes Dashboard With AI

v20260509
kubestellar-console
KubeStellar Console is an open-source, multi-cluster Kubernetes dashboard (CNCF project) that provides advanced operational capabilities powered by an MCP server and built-in AI agent skills. It helps manage complex deployments across edge and cloud environments, offering AI-assisted troubleshooting, performance testing, and deep integration with major CNCF projects like Argo and Istio.
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Overview

KubeStellar Console

Overview

KubeStellar Console is an open-source multi-cluster Kubernetes dashboard (CNCF project) with AI-powered operations. It ships with kc-agent, an MCP server that bridges coding agents to kubeconfig and Kubernetes APIs, plus 10+ built-in agent skills for development, testing, and operations.

When to Use This Skill

  • Use when managing multiple Kubernetes clusters across edge and cloud
  • Use when you need AI-assisted Kubernetes troubleshooting and debugging
  • Use when running performance tests, cache compliance checks, or CI debugging on a Kubernetes dashboard
  • Use when integrating with CNCF projects (Argo, Kyverno, Istio, and 20+ others)

How It Works

Step 1: Install kc-agent

brew tap kubestellar/tap && brew install kc-agent

Step 2: Start the MCP server

kc-agent

This bridges the active kubeconfig context to any MCP-compatible coding agent. Do not start it from a cluster-admin or write-capable context unless the user explicitly accepts that risk.

Step 3: Use built-in agent skills

The project ships with agent skills accessible via CLAUDE.md and AGENTS.md:

  • @perf-test — Dashboard performance testing and TTFI analysis
  • @cache-test — Card cache compliance testing (IndexedDB warm return)
  • @nav-test — Navigation performance testing
  • @ui-compliance-test — Card loading compliance (8 criteria, 150+ cards)
  • @ci-status — CI pipeline monitoring and status checks
  • @rca — Root cause analysis for CI/test failures
  • @tdd — Test-driven development workflow
  • @k8s-debug — Kubernetes debugging and troubleshooting

Key Features

  • Multi-cluster management across edge and cloud
  • Real-time streaming observability
  • 20+ CNCF project integrations (Argo, Kyverno, Istio, etc.)
  • GitHub OAuth authentication
  • Supply chain security (SBOM, SLSA)
  • SQLite WASM caching with stale-while-revalidate pattern
  • 15+ themes with dark/light mode

Security & Safety Notes

  • Critical risk: kc-agent bridges your active kubeconfig context to MCP-compatible agents. If that context carries cluster-admin, write permissions, or secret read access, agents inherit those capabilities.
  • Do not rely on RBAC objects alone: creating a ServiceAccount or ClusterRoleBinding does not change the credentials kc-agent uses. Start kc-agent only after switching KUBECONFIG/context to dedicated least-privilege credentials and verifying them.
  • Recommended read-only scope: avoid resources='*', because it includes sensitive objects such as Secrets. Prefer an explicit non-secret resource list and verify access before starting the MCP server:
    kubectl create serviceaccount kc-agent -n default
    kubectl create clusterrole kc-agent-readonly \
      --verb=get,list,watch \
      --resource=pods,services,deployments.apps,replicasets.apps,statefulsets.apps,daemonsets.apps,namespaces,nodes,events,configmaps
    kubectl create clusterrolebinding kc-agent-readonly \
      --clusterrole=kc-agent-readonly \
      --serviceaccount=default:kc-agent
    kubectl auth can-i get secrets --as=system:serviceaccount:default:kc-agent
    kubectl auth can-i list pods --as=system:serviceaccount:default:kc-agent
    
  • The first can-i command must return no; the second should return yes. Then create or select a kubeconfig that actually authenticates as that ServiceAccount before running kc-agent.
  • Do not expose kc-agent on a public network without authentication.
  • Review SECURITY-AI.md for prompt injection and agent drift mitigations.

Limitations

  • This skill requires an external binary (kc-agent) installed separately via Homebrew.
  • Do not treat agent output as a substitute for environment-specific validation or expert review.
  • Stop and ask for clarification if required permissions or safety boundaries are unclear.

Links

Info
Category Engineering
Name kubestellar-console
Version v20260509
Size 4.82KB
Updated At 2026-05-10
Language