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Magic Loops — agentic threat model

9.4AIVSS 9.4 · Critical

Magic Loops functions as an agentic code-generation and execution platform, presenting high inherent risk due to the execution of dynamically generated code. Without verified sandboxing and strict input validation, the platform is highly susceptible to prompt injection leading to arbitrary code execution.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.87Factor sum 5.3/10Threat ×1.1Mitigation ×1.0
Autonomy of Action
0.80
Goal-Driven Planning
0.60
Self-Modification
0.30
Dynamic Tool Use
0.80
Persistent Memory
0.50
Contextual Awareness
0.60
Dynamic Identity
0.30
Multi-Agent Interactions
0.20
Non-Determinism
0.70
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.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — likely relies on third-party LLMs for code generation, exposing it to prompt injection that could alter the generated code's behavior.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — likely stores loop configurations and execution states, risking data exposure if these stores are compromised.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates the generation and execution of code blocks, presenting risks of insecure code generation or tool/API abuse.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — requires a runtime environment to execute generated code, making sandbox escape and resource exhaustion critical infrastructure threats.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — execution monitoring is necessary to detect failing or malicious loops, but specific observability guardrails are unverified.

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

Not certain from the listing — managing secrets and API keys for external integrations in loops is a major risk without explicit details on credential isolation.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — loops may interact via webhooks or APIs, creating potential for cascading failures or unauthorized cross-loop triggers.

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.