← SQLMap Database Penetration Testing
SQLMap Database Penetration Testing — agentic threat model
This agent presents a high-risk profile due to its capability to drive real-world offensive security tooling (SQLMap) capable of database exploitation and data exfiltration. Without explicit sandboxing, input sanitization, and target authorization controls, it can easily be abused for unauthorized attacks or local command injection.
OWASP AIVSS score rationale
| Autonomy of Action | 0.80 | |
| Goal-Driven Planning | 0.70 | |
| Self-Modification | 0.10 | |
| Dynamic Tool Use | 0.90 | |
| Persistent Memory | 0.20 | |
| Contextual Awareness | 0.60 | |
| Dynamic Identity | 0.30 | |
| Multi-Agent Interactions | 0.10 | |
| Non-Determinism | 0.50 | |
| 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 — The underlying LLM is not specified, but threats include prompt injection redirecting the SQLMap target or payload, and adversarial inputs causing the agent to execute unauthorized SQLMap flags (e.g., --os-shell).
Not certain from the listing — No RAG or vector database is mentioned, but data operations involve handling highly sensitive extracted database credentials and dumped tables, risking data exfiltration if logs or outputs are insecurely handled.
The agent framework orchestrates SQLMap tool execution. Threats include insecure tool integration where malicious user inputs are directly passed to SQLMap command-line arguments, leading to local command injection on the agent host.
Not certain from the listing — The hosting environment is unspecified, but executing a network-active tool like SQLMap requires strict sandboxing, egress filtering, and containerization to prevent the agent from being used as a proxy for SSRF or lateral movement.
Not certain from the listing — There is no mention of guardrails or logging. Without strict observability, malicious or unauthorized scanning/exploitation of arbitrary targets cannot be detected or blocked.
Not certain from the listing — No authentication, authorization, or policy enforcement is described. Lacking these controls, the agent could violate computer abuse laws (e.g., CFAA) by attacking unauthorized targets.
Not certain from the listing — No multi-agent or marketplace interactions are detailed, but if integrated into a larger ecosystem, a compromised agent could be leveraged to perform automated database attacks on behalf of other agents.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).