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Where Is This Place — agentic threat model

4.8AIVSS 4.8 · Medium

The agent is a low-risk, single-purpose utility focused on image geolocation analysis. It exhibits minimal agentic properties, with virtually no autonomy, planning, or tool-use capabilities, presenting primarily data privacy and classic web application risks rather than agentic threats.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 4.3AARS uplift 0.54Factor sum 1.0/10Threat ×0.95Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.00
Self-Modification
0.00
Dynamic Tool Use
0.10
Persistent Memory
0.00
Contextual Awareness
0.20
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.30
Opacity & Reflexivity
0.30

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.

L1 · Foundation Models✓ mapped

Uses vision/image-analysis models to identify locations. Primary threats include adversarial image inputs designed to spoof locations or cause misclassification, and model evasion.

L2 · Data Operations✓ mapped

Processes uploaded photos and extracts GPS metadata. Key threats include the exposure of sensitive user location history (EXIF data) and potential exploitation of image parsing libraries via malformed files.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — the tool appears to be a straightforward utility rather than a complex agentic framework. If an orchestration layer exists, threats would be limited to insecure integration with mapping APIs.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — likely hosted as a standard web application. Standard infrastructure threats apply, such as server-side request forgery (SSRF) if image URLs are supported, or container escape via image processing vulnerabilities.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — while the tool provides confidence scores to the user, there is no mention of backend logging, input validation guardrails, or model drift monitoring.

L6 · Security & Compliance (cross-cutting)⚠ not certain from listing

Not certain from the listing — as a free, open-source tool, it lacks explicit mention of access controls, user authentication, or privacy compliance policies (e.g., GDPR regarding uploaded location data).

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — the tool operates as a standalone horizontal application with no indicated multi-agent interactions or marketplace 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.