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websparks — agentic threat model

9.2AIVSS 9.2 · Critical

WebSparks acts as an autonomous AI software engineer generating full-stack applications, presenting significant supply chain risks if compromised, as it lacks visible sandboxing or code-verification guardrails in its public listing.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.75Factor sum 5.0/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.80
Self-Modification
0.20
Dynamic Tool Use
0.70
Persistent Memory
0.40
Contextual Awareness
0.60
Dynamic Identity
0.10
Multi-Agent Interactions
0.30
Non-Determinism
0.70
Opacity & Reflexivity
0.60

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 — likely relies on multimodal foundation models to interpret sketches and text, exposing it to adversarial prompt injection and visual jailbreaks.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes user-provided design assets and requirements, but data storage, vector database usage, and exfiltration protections are unspecified.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates code generation, database schema optimization, and backend logic, which introduces risks of insecure tool calling or generating vulnerable code templates.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — requires a secure execution environment to compile or test generated full-stack applications, but sandboxing and container isolation details are not disclosed.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no details are provided regarding real-time guardrails, output validation, or logging of generated code for security vulnerabilities.

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

Not certain from the listing — closed-source and freemium model with no explicit mentions of compliance standards, access controls, or secure identity management.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — operates primarily as a standalone coding assistant; multi-agent collaboration or external marketplace integrations are not described.

MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).