AskYourDatabase — agentic threat model
AskYourDatabase presents a high-risk profile due to its direct interaction with databases via LLM-generated SQL, making it highly susceptible to prompt injection attacks that could lead to unauthorized data exfiltration or destruction.
OWASP AIVSS score rationale
| Autonomy of Action | 0.50 | |
| Goal-Driven Planning | 0.20 | |
| Self-Modification | 0.00 | |
| Dynamic Tool Use | 0.70 | |
| Persistent Memory | 0.10 | |
| Contextual Awareness | 0.40 | |
| Dynamic Identity | 0.10 | |
| Multi-Agent Interactions | 0.00 | |
| 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 — likely relies on commercial LLMs (e.g., GPT-4) for NL-to-SQL translation. Threats include prompt injection designed to bypass system instructions and generate destructive SQL commands.
The agent ingests database schemas and metadata to construct queries. Threats include schema exposure, unauthorized data exfiltration, and potential data poisoning if database contents influence the prompt context.
The framework translates natural language to SQL and executes it. The primary threat is insecure tool integration, specifically executing raw, unvalidated LLM-generated SQL directly against the target database.
Not certain from the listing — deployment details and credential storage are unspecified. Threats include insecure storage of database connection strings and lack of network isolation between the agent and the database.
Not certain from the listing — no mention of query logging, guardrails, or anomaly detection. Gaps here could allow malicious or highly inefficient (DoS-inducing) queries to execute undetected.
Not certain from the listing — no details on authentication, authorization, or compliance standards. A major threat is privilege escalation if the agent connects using a database user with excessive read/write/delete permissions.
Not certain from the listing — no multi-agent or marketplace interactions are described. Threats are limited to cascading failures within the integrated data workflows.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).