k8s-aiops

• Outcome: Review
• Latest audit: Oct 15, 2026 · 9:37 AM UTC
• Version: 0.15.0

Overview

This Kubernetes operations skill is mostly transparent and purpose-aligned, but it can perform high-impact cluster writes through any kubeconfig context without a built-in read-only mode, policy file, or approval gate.

Install only if you intend an agent to help operate Kubernetes clusters. Use a kubeconfig bound to the narrowest RBAC role possible, preferably read-only by default, and avoid handing it production write access unless you are comfortable with agent-triggered scaling, rollouts, deletes, namespace changes, and node drains. Review MCP/client approval behavior separately because the skill itself does not enforce approvals for write tools.

A.I.G

Vulnerability Patterns

• Skill Instruction Hijacking: Alters the agent's session goals or safety constraints when the skill loads
• Agent Memory Poisoning: Writes attacker-controlled rules into memory that affect later sessions
• Remote Payload Retrieval and Execution: Fetches external code whose behavior can change after review
• Embedded Malicious Code: Ships malicious scripts inside the skill and executes them locally
• Unauthorized Access and Privilege Escalation: Obtains permissions beyond the task's legitimate needs

SkillSpector

Vulnerability Patterns

• Privilege Escalation: Excessive Permissions, Sudo/Root Execution, Credential Access
• Prompt Injection: Instruction Override, Hidden Instructions, Exfiltration Commands
• Data Exfiltration: External Transmission, Env Variable Harvesting, File System Enumeration
• Supply Chain: Unpinned Dependencies, External Script Fetching, Obfuscated Code
• Excessive Agency: Unrestricted Tool Access, Autonomous Decision Making, Scope Creep

Findings (52)

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 10)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 24)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 27)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 35)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 119)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 132)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 211)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · SKILL.md (reported line 212)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/agent-guardrails.md (reported line 18)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/agent-guardrails.md (reported line 84)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/agent-guardrails.md (reported line 111)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/agent-guardrails.md (reported line 114)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/agent-guardrails.md (reported line 118)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/agent-guardrails.md (reported line 119)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/capabilities.md (reported line 73)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/capabilities.md (reported line 86)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 19)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 30)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 43)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 54)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 59)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 69)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 71)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 60% confidence

Finding

Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Content

Scanner excerpt · references/setup-guide.md (reported line 93)May include surrounding context.

md

homepage: https://github.com/AIops-tools/K8s-AIops
tags: [aiops, mcp, governance, k8s]
description: >
  Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe pods/nodes; pod/node top (metrics); read-only diagnostics / RCA (pod-health, workload-readiness); scale deployments/statefulsets; rollout status/history/undo/pause/resume and set image; delete pods/deployments/jobs; create/delete namespaces; and cordon/uncordon/drain nodes. Works with any kubeconfig-reachable cluster (standard Kubernetes, k3s, EKS, GKE, AKS).
  Always use this skill for "list k8s pods", "scale deployment", "kubernetes pod logs", "describe pod", "why is my pod crashing", "diagnose pods", "which deployments are unhealthy", "rollout undo", "set image", "top pods", "drain node", "cordon node", "restart deployment", "k3s", or "kubectl"-style tasks when the context is explicitly Kubernetes / a cluster.
  Do NOT use when the target is not a Kubernetes cluster (hypervisor VM lifecycle, backup products, or cloud-provider consoles are out of scope).
  Common Kubernetes operations with a built-in governance harness (audit, token budget, undo, risk-tier labels).

Credential Access

High

• Category: Privilege Escalation
• Confidence: 81% confidence

Finding

The documentation explicitly states there is no read-only switch, policy file, or approval gate, and that write permission is left to agent judgment plus whatever privileges exist in the kubeconfig context. In an agent-executed skill, this materially increases the risk of destructive cluster changes if the agent is prompted, confused, or compromised while holding a write-capable kubeconfig.

Content

Scanner excerpt · SKILL.md (reported line 234)May include surrounding context.

md

- Undo store records inverse descriptors for reversible writes (scale → previous replicas; cordon ↔ uncordon)
- Each write carries a descriptive risk-tier label into its audit row — a label, not a gate; `K8S_AUDIT_APPROVED_BY` / `K8S_AUDIT_RATIONALE` are optional annotations recorded when set, never required

**Authorization is not this tool's job.** There is no read-only switch, policy file, or approval gate. Whether a write is permitted is the agent's judgement or the RBAC of the kubeconfig context you connect with — give it a read-only ServiceAccount and writes fail at the apiserver, the place that owns the permission.

The harness is bundled in the package — no external dependency, no manual setup. See `references/setup-guide.md` for security details.

Static analysis

No suspicious patterns detected.