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swarm-coordination — agentic threat model

9.7AIVSS 9.7 · Critical

This agent acts as a high-privilege swarm coordinator capable of spawning and orchestrating distributed sub-agents, presenting a high-risk profile due to potential cascading multi-agent failures and unauthorized command execution across topologies.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 1.19Factor sum 7.2/10Threat ×1.1Mitigation ×1.0
Autonomy of Action
0.80
Goal-Driven Planning
0.90
Self-Modification
0.40
Dynamic Tool Use
0.70
Persistent Memory
0.50
Contextual Awareness
0.80
Dynamic Identity
0.60
Multi-Agent Interactions
1.00
Non-Determinism
0.80
Opacity & Reflexivity
0.70

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 — relies on Claude Code's underlying foundation models (likely Claude 3.5 Sonnet). Vulnerable to prompt injection that could hijack the swarm's coordination logic or reprogram sub-agent instructions.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — details about vector stores or RAG pipelines are not specified. However, the coordination of shared work implies a shared data context or state space that is vulnerable to data poisoning or unauthorized exfiltration across agent boundaries.

L3 · Agent Frameworks✓ mapped

The core of this plugin. It manages planning, task orchestration, and sub-agent spawning. Vulnerable to framework-level exploits where malicious agent definitions or manipulated coordination commands lead to arbitrary tool execution and resource exhaustion.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — runs within the user's local Claude Code environment. If the environment lacks strict containerization or sandboxing, spawned sub-agents could execute malicious commands directly on the host system, leading to privilege escalation.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no built-in logging, guardrails, or observability tools are mentioned. This creates a significant blind spot when tracking complex, non-deterministic interactions across mesh or hierarchical topologies.

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

Not certain from the listing — there are no mentioned authentication, authorization, or policy enforcement mechanisms governing which sub-agents can be spawned or what commands they can receive.

L7 · Agent Ecosystem✓ mapped

Highly critical layer for this agent. It directly manages multi-agent topologies (hierarchical, mesh). Vulnerable to cascading failures, rogue sub-agent spawning, and agent-to-agent trust abuse where a single compromised node compromises the entire swarm.

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