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feature-planning — agentic threat model

6.7AIVSS 6.7 · Medium

The feature-planning agent poses a moderate indirect risk; while it lacks direct execution capabilities, a compromise could lead to the injection of malicious tasks into development plans, which downstream developers or automated agents might execute.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 5.5AARS uplift 1.17Factor sum 2.6/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.20
Goal-Driven Planning
0.80
Self-Modification
0.00
Dynamic Tool Use
0.10
Persistent Memory
0.10
Contextual Awareness
0.40
Dynamic Identity
0.00
Multi-Agent Interactions
0.20
Non-Determinism
0.50
Opacity & Reflexivity
0.30

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. Standard LLM threats like prompt injection (manipulating the generated plan to include malicious tasks) or misaligned outputs apply.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — No details on vector stores or RAG. If it ingests local codebase context, there is a risk of data exfiltration or poisoning via malicious codebase comments.

L3 · Agent Frameworks✓ mapped

The agent is an engineering-workflow plugin focusing on planning. Framework risks include insecure tool integration if the output plan is automatically fed into code-generation agents without validation.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — Hosted as a community plugin, but deployment environment (sandbox, local, cloud) is unspecified.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — No mention of logging, guardrails, or evaluation metrics to detect if the generated plans contain malicious or unsafe tasks.

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

Not certain from the listing — No mention of authentication, authorization, or compliance controls for accessing sensitive feature requests or codebases.

L7 · Agent Ecosystem✓ mapped

This is a 'Community Agent Skill' / 'plugin', indicating it operates within a larger agent ecosystem (engineering workflow). Threats include cascading failures if other agents (e.g., code-writing agents) consume its malicious or flawed plans.

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