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Manga Translator — agentic threat model

4.4AIVSS 4.4 · Medium

The Manga Translator is a low-risk, single-purpose utility with minimal autonomy, executing a static image-to-image translation workflow under direct human supervision.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 4.3AARS uplift 0.32Factor sum 0.6/10Threat ×0.95Mitigation ×0.95
Autonomy of Action
0.10
Goal-Driven Planning
0.00
Self-Modification
0.00
Dynamic Tool Use
0.00
Persistent Memory
0.00
Contextual Awareness
0.10
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.20
Opacity & Reflexivity
0.20

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⚠ not certain from listing

Not certain from the listing — the specific OCR and translation models are not disclosed. Potential threats include adversarial image perturbations that cause translation bypass or offensive output generation.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — the data retention policy for uploaded manga images is unspecified. Threats include unauthorized access to user-uploaded images or temporary storage leaks.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — the orchestration framework is not detailed. However, because there is no dynamic tool use or complex planning, framework-level threats like prompt injection leading to tool abuse are minimal.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosting and sandboxing details are omitted. The primary infrastructure threat is remote code execution via image parsing vulnerabilities in OCR or image processing libraries.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no monitoring or guardrail mechanisms are described. The system relies entirely on the user to manually compare the original and translated images to detect translation errors.

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

Not certain from the listing — identity, access controls, and compliance standards (such as copyright/IP protection for uploaded manga) are not defined.

L7 · Agent Ecosystem✓ mapped

The agent operates as a standalone utility with no multi-agent interactions or marketplace integrations described, resulting in zero ecosystem-level threat exposure.

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 — every score is re-derived by the same automated method as an agent's public evidence changes.