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backend-architect — agentic threat model

7.5AIVSS 7.5 · High

The backend-architect agent poses moderate risk as an advisory plugin for Claude Code; while it lacks direct execution capabilities, malicious or flawed architectural guidance could introduce critical vulnerabilities into downstream system designs and database schemas.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.3AARS uplift 1.18Factor sum 3.2/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.20
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.20
Persistent Memory
0.10
Contextual Awareness
0.50
Dynamic Identity
0.10
Multi-Agent Interactions
0.60
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 Claude models. Vulnerable to prompt injection or adversarial manipulation that could trick the agent into recommending insecure API designs or weak cryptographic patterns.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — likely ingests local codebase context or schema files. Risks include data exfiltration of sensitive local code or schema structures if the context window is leaked.

L3 · Agent Frameworks✓ mapped

Acts as a specialist plugin within Claude Code. Vulnerable to indirect tool misuse if its architectural recommendations trigger automated, insecure file writes or command executions by the parent framework.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — runs locally within the user's terminal/CLI environment hosting Claude Code. Security relies entirely on the host machine's local sandboxing and user privilege level.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no observability or guardrail mechanisms are mentioned to detect or block the generation of insecure system architectures or vulnerable SQL schemas.

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

Not certain from the listing — lacks explicit security compliance controls or policy enforcement, relying on the developer to manually audit all suggested backend designs.

L7 · Agent Ecosystem✓ mapped

Designed specifically for multi-agent interaction to guide Claude Code. High risk of agent-to-agent trust abuse, where Claude Code may automatically implement flawed or malicious database schemas suggested by this specialist.

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