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qa-expert — agentic threat model

9.1AIVSS 9.1 · Critical

The qa-expert agent poses a high security risk due to its capability to execute test plans and write files directly to the host system without explicit sandboxing or safety controls mentioned. A compromise could allow an attacker to achieve arbitrary code execution or host file system manipulation under the guise of QA activities.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.4AARS uplift 0.67Factor sum 4.2/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.70
Goal-Driven Planning
0.80
Self-Modification
0.10
Dynamic Tool Use
0.60
Persistent Memory
0.30
Contextual Awareness
0.60
Dynamic Identity
0.10
Multi-Agent Interactions
0.10
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, but it is vulnerable to prompt injection that could alter test strategies or generate malicious test cases.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — the agent reads codebase context or requirements to generate tests, risking exposure of intellectual property or ingestion of poisoned code comments.

L3 · Agent Frameworks✓ mapped

The agent orchestrates test planning and execution, presenting risks of tool misuse or insecure tool integration if the execution engine runs unvalidated test scripts.

L4 · Deployment & Infrastructure✓ mapped

The agent produces artifacts and tracking files directly on the host, posing a severe risk of host compromise, arbitrary file write, or privilege escalation if not sandboxed.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — there are no mentioned guardrails or logging mechanisms to monitor the safety of executed test plans or generated artifacts.

L6 · Security & Compliance (cross-cutting)⚠ not certain from listing

Not certain from the listing — no authentication, authorization, or compliance frameworks are detailed for managing access to the host file system.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — the agent operates as a standalone skill, but could be integrated into CI/CD pipelines where compromise would lead to supply chain attacks.

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