devops-infrastructure — agentic threat model
This agent possesses an extremely high risk profile due to its direct integration with critical infrastructure, CI/CD pipelines, and databases, combined with the ability to proactively apply configurations. A compromise or prompt injection attack could lead to complete cloud environment takeover, data destruction, or supply chain injection.
OWASP AIVSS score rationale
| Autonomy of Action | 0.80 | |
| Goal-Driven Planning | 0.80 | |
| Self-Modification | 0.20 | |
| Dynamic Tool Use | 0.90 | |
| Persistent Memory | 0.30 | |
| Contextual Awareness | 0.70 | |
| Dynamic Identity | 0.80 | |
| Multi-Agent Interactions | 0.80 | |
| 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.
Not certain from the listing — assumes Claude (via Claude Code) as the foundation model. Threats include prompt injection leading to malicious IaC generation or unauthorized database commands.
Not certain from the listing — likely reads local codebase, schema definitions, and IaC files. Threats include poisoning of local codebase to trick the agent into deploying backdoored infrastructure.
The agent orchestrates subagents (IaC, CI/CD, DB). Threats include insecure tool execution (e.g., running arbitrary shell commands via Ansible/Terraform) and tool misuse.
Runs as a Claude Code plugin, likely executing locally or in a developer's environment with access to cloud credentials and databases. Threats include privilege escalation and host compromise if the plugin executes untrusted code.
Not certain from the listing — no mention of built-in guardrails, logging, or evaluation frameworks. Gaps here could lead to undetected malicious infrastructure modifications.
The agent handles highly sensitive credentials (AWS/GCP keys, DB passwords, CI/CD tokens). Lack of explicit credential isolation or least-privilege enforcement poses severe compliance risks.
Uses a multi-agent design with specialized subagents (IaC, CI/CD, DB). Threats include cascading failures or malicious subagent coordination leading to unauthorized deployments.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).