NightVision — agentic threat model
NightVision is a dynamic application security testing and API discovery agent that possesses high-risk capabilities due to its ability to drive active vulnerability scans and reason about exploitable flaws, though it operates primarily as a developer-workflow plugin.
OWASP AIVSS score rationale
| Autonomy of Action | 0.60 | |
| Goal-Driven Planning | 0.70 | |
| Self-Modification | 0.10 | |
| Dynamic Tool Use | 0.80 | |
| Persistent Memory | 0.30 | |
| Contextual Awareness | 0.60 | |
| Dynamic Identity | 0.40 | |
| Multi-Agent Interactions | 0.20 | |
| Non-Determinism | 0.50 | |
| 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.
Not certain from the listing — The underlying foundation model is not specified. Standard LLM risks apply, particularly prompt injection that could hijack the agent to target unauthorized IP addresses or domains during DAST scans.
Not certain from the listing — The agent processes API schemas and scan results. If these data operations lack isolation, sensitive API endpoints, schemas, and discovered vulnerability details could be exposed or leaked via training data or context windows.
The agent orchestrates DAST scanning tools and API discovery. Insecure tool integration is a major threat here; an attacker could manipulate input parameters to execute arbitrary commands on the scanning infrastructure or target arbitrary networks.
Not certain from the listing — The deployment environment requires access to target networks to perform DAST scans. If the container or host running the agent is not sandboxed, it could be used as a launchpad for lateral movement or unauthorized network scanning.
Not certain from the listing — There is no mention of logging, guardrails, or scan boundaries. A lack of observability could prevent detection of unauthorized scanning activities or malicious payloads generated by the agent.
Not certain from the listing — The agent requires credentials/API keys to interface with NightVision and target systems, but the listing does not detail how these secrets are managed, nor does it mention compliance policies restricting scan targets.
The agent operates as a plugin within a coding workflow. If integrated into a multi-agent ecosystem, other compromised agents could abuse this agent's DAST capabilities to perform unauthorized reconnaissance or exploit discovery.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).