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testing-anti-patterns — agentic threat model

5.0AIVSS 5.0 · Medium

This agent is a static code analysis skill focused on identifying testing anti-patterns. It operates with low agentic risk due to its read-only, instruction-driven nature, though it may ingest sensitive proprietary source code during reviews.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 4.3AARS uplift 0.7Factor sum 1.3/10Threat ×0.95Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.20
Self-Modification
0.00
Dynamic Tool Use
0.10
Persistent Memory
0.00
Contextual Awareness
0.40
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.30
Opacity & Reflexivity
0.20

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. It is vulnerable to prompt injection embedded within code comments or test files designed to bypass anti-pattern detection or trigger misaligned review outputs.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The agent ingests source code and test suites for analysis. If these are stored or cached insecurely, there is a risk of intellectual property exposure or source code exfiltration.

L3 · Agent Frameworks✓ mapped

The agent uses instruction-driven review guidance to analyze code. Vulnerabilities include potential logic bypasses where crafted code structures trick the framework into skipping critical test-only method checks.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — The hosting environment (local, IDE plugin, or cloud-based CI/CD) is unspecified. If deployed in CI/CD without sandboxing, malicious code inputs could attempt to exploit the execution environment.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of logging, guardrails, or evaluation metrics to detect if the agent is consistently missing critical testing anti-patterns or generating false negatives.

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

Not certain from the listing — No authentication, authorization, or compliance frameworks (such as SOC2 or ISO) are detailed for this free, open-source community skill.

L7 · Agent Ecosystem✓ mapped

As a community skill, it is designed to be integrated into broader developer workflows or multi-agent systems. A compromise of this skill could lead to downstream trust abuse, where developers accept malicious code flagged as 'safe' by the agent.

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