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design-taste-frontend (taste-skill) — agentic threat model

6.5AIVSS 6.5 · Medium

This agent poses a moderate risk primarily centered around its ability to generate and edit frontend code. While it requires manual triggers ('nothing fires automatically'), a compromise or prompt injection via malicious design briefs could lead to the injection of malicious scripts (XSS) or dependencies into the generated codebase.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.5AARS uplift 1.19Factor sum 3.4/10Threat ×1.0Mitigation ×0.85
Autonomy of Action
0.30
Goal-Driven Planning
0.50
Self-Modification
0.10
Dynamic Tool Use
0.40
Persistent Memory
0.10
Contextual Awareness
0.60
Dynamic Identity
0.10
Multi-Agent Interactions
0.30
Non-Determinism
0.60
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 — likely relies on external LLMs for design inference and code generation. It is vulnerable to prompt injection via malicious design briefs, which could trick the model into generating insecure frontend code.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — likely ingests local design briefs, existing frontend code, and design system configurations. If these source files are poisoned, the agent's output will inherit those vulnerabilities.

L3 · Agent Frameworks✓ mapped

The agent uses a structured 'audit-first redesign flow' and 'pre-flight checklist' to orchestrate its planning and execution. Vulnerabilities include the potential bypass of the pre-flight checklist or manipulation of the audit flow via adversarial inputs.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — likely runs locally or within a developer's CI/CD pipeline. If the execution environment lacks sandboxing, the code generation process could potentially write malicious files to the host system.

L5 · Evaluation & Observability✓ mapped

Features a 'pre-flight check before shipping' and 'audit-first pass' which act as built-in evaluation and guardrail mechanisms. However, these are likely self-audits and can be gamed or bypassed by sophisticated adversarial inputs.

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

Not certain from the listing — as a free, open-source skill, it likely lacks built-in enterprise compliance frameworks, RBAC, or formal audit logging, relying instead on the user's environment controls.

L7 · Agent Ecosystem✓ mapped

The agent is part of a repository of ~13 sibling design skills (brandkit, brutalist, minimalist, etc.). This introduces ecosystem risks where a vulnerability or compromise in one sibling skill could laterally affect the others if they share context or execution environments.

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