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k8s-security-policies — agentic threat model

9.0AIVSS 9.0 · Critical

This agent skill presents high risk due to its capability to generate and apply critical Kubernetes configurations (RBAC, NetworkPolicies, admission controls); if compromised or manipulated via prompt injection, it could lead to full cluster takeover or severe security degradation.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.52Factor sum 3.5/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.50
Goal-Driven Planning
0.30
Self-Modification
0.00
Dynamic Tool Use
0.70
Persistent Memory
0.10
Contextual Awareness
0.50
Dynamic Identity
0.20
Multi-Agent Interactions
0.30
Non-Determinism
0.50
Opacity & Reflexivity
0.40

Scored with the canonical OWASP AIVSS formula (AIVSS calculator reference); agentic risk factors estimated from the agent’s described capabilities.

MAESTRO 7-layer threat model

Per-layer threats for this agent. Layers tagged “not certain from listing” are general, caveated commentary where the public description didn’t pin that layer.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — The underlying LLM is not specified. Standard risks include prompt injection leading to the generation of insecure or malicious K8s manifests (e.g., privilege escalation in RBAC).

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The source of the 'production-grade Kubernetes security guidance' and compliance mappings is unspecified. Risks include poisoned reference manifests or outdated compliance data.

L3 · Agent Frameworks✓ mapped

The skill supplies manifest patterns that the agent applies to cluster configs. Threat: Insecure tool integration where the agent executes `kubectl` commands or applies manifests without strict schema validation or human-in-the-loop approval.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — The hosting environment of the agent and its access to the K8s API are not detailed. Threat: If the agent runs with high-privilege K8s service accounts, a compromise allows full cluster takeover.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — No monitoring, logging, or guardrails are mentioned. Threat: Lack of validation on generated manifests before applying them to production clusters.

L6 · Security & Compliance (cross-cutting)✓ mapped

The agent maps controls to compliance requirements and enforces least-privilege RBAC. Threat: Misalignment or incorrect mapping of compliance controls, leading to false sense of security or compliance violations.

L7 · Agent Ecosystem✓ mapped

The skill is designed to be injected into an agent. Threat: A compromised host agent could abuse this skill to inject malicious NetworkPolicies or RBAC rules, or a malicious skill update could compromise the host agent.

MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).