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feature-dev — agentic threat model

7.0AIVSS 7.0 · High

The feature-dev agent presents a moderate-to-high risk profile due to its deep access to local codebases and its multi-agent orchestration of architecture design and code review, which could be exploited to leak intellectual property or inject subtle vulnerabilities into software designs.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.5AARS uplift 1.79Factor sum 5.1/10Threat ×1.0Mitigation ×0.85
Autonomy of Action
0.60
Goal-Driven Planning
0.80
Self-Modification
0.10
Dynamic Tool Use
0.50
Persistent Memory
0.20
Contextual Awareness
0.80
Dynamic Identity
0.10
Multi-Agent Interactions
0.90
Non-Determinism
0.60
Opacity & Reflexivity
0.50

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 uses Anthropic Claude models given it is Anthropic's official plugin. Threats include prompt injection leading to malicious architecture designs or code exploration bypasses.

L2 · Data Operations✓ mapped

The agent reads local repositories to explore codebases. Threats include data exfiltration of proprietary source code and codebase poisoning where malicious files trick the explorer subagent.

L3 · Agent Frameworks✓ mapped

Uses an orchestration framework to coordinate codebase-exploration, architecture-design, and quality-review subagents. Threats include insecure tool integration and subagent manipulation.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — as a plugin/command, it likely runs locally or in the user's IDE environment. Threats include local privilege escalation or unauthorized local file system access if not sandboxed.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no explicit evaluation or logging framework is detailed. Gaps here could lead to a lack of audit trails for generated plans and reviews.

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

Not certain from the listing — no built-in compliance or access control policies are mentioned. Relies on the host environment's security posture.

L7 · Agent Ecosystem✓ mapped

Orchestrates multiple specialized subagents (exploration, design, review). Threats include cascading failures if one subagent is compromised, and trust abuse between the coordinator and subagents.

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