Image Location finder — agentic threat model
The Image Location finder exhibits low agentic risk due to its static, request-response nature, but presents notable application security risks through potential EXIF parser exploitation and adversarial image manipulation.
OWASP AIVSS score rationale
| Autonomy of Action | 0.10 | |
| Goal-Driven Planning | 0.10 | |
| Self-Modification | 0.00 | |
| Dynamic Tool Use | 0.10 | |
| Persistent Memory | 0.10 | |
| Contextual Awareness | 0.30 | |
| Dynamic Identity | 0.00 | |
| Multi-Agent Interactions | 0.00 | |
| Non-Determinism | 0.20 | |
| 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.
Uses computer vision and landmark recognition models. Primary threats include adversarial image inputs designed to spoof locations, model evasion, and potential model stealing of the proprietary locator engine.
Processes uploaded user images, parses EXIF metadata, and queries a global map database. Key threats include EXIF injection attacks (malicious payloads in metadata fields) and unauthorized exfiltration of sensitive user-uploaded imagery.
Orchestrates a pipeline of EXIF parsing, visual feature extraction, and database lookup. Threats include insecure tool integration, specifically vulnerabilities in third-party image processing or metadata extraction libraries.
Not certain from the listing — standard web hosting risks apply, including lack of sandboxing for the image parsing environment which could allow remote code execution (RCE) via malformed image uploads.
Not certain from the listing — there is no mention of input validation guardrails, logging of malicious upload attempts, or monitoring for drift and adversarial manipulation of confidence scores.
Not certain from the listing — as a free, closed-source tool, it lacks visible compliance certifications (e.g., GDPR, SOC2), raising privacy concerns regarding the retention and processing of PII within uploaded photos and EXIF data.
Not certain from the listing — the agent operates as a standalone vertical utility with no described multi-agent coordination or marketplace ecosystem integrations.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).
These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.