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JFrog — agentic threat model

9.4AIVSS 9.4 · Critical

This agent possesses high-risk capabilities due to its integration with critical software supply chain infrastructure (JFrog Artifactory) and platform administration workflows, meaning a compromise could lead to unauthorized artifact manipulation or malicious package injection.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.8AARS uplift 0.59Factor sum 4.7/10Threat ×1.05Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.50
Self-Modification
0.10
Dynamic Tool Use
0.80
Persistent Memory
0.30
Contextual Awareness
0.70
Dynamic Identity
0.40
Multi-Agent Interactions
0.20
Non-Determinism
0.50
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 — the underlying LLM is not specified. Standard foundation model risks apply, including prompt injection that could trick the agent into executing unauthorized repository operations or misreporting security findings.

L2 · Data Operations✓ mapped

The agent interacts with JFrog Catalog package safety data, download data, and Artifactory metadata. Risks include data poisoning of the catalog signals or exfiltration of proprietary artifact metadata and vulnerability reports.

L3 · Agent Frameworks✓ mapped

The agent orchestrates tool calls to perform Artifactory repository operations and platform administration. Insecure tool integration or prompt injection could allow an attacker to bypass intended workflows and execute administrative actions.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — the hosting environment of the plugin and agent is unspecified. If deployed without strict network isolation, a compromise could expose sensitive JFrog API keys and allow lateral movement into the broader SDLC pipeline.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — there is no mention of built-in guardrails, logging, or drift detection for the agent's administrative actions, creating a blind spot for unauthorized repository modifications.

L6 · Security & Compliance (cross-cutting)✓ mapped

The agent performs platform administration and repository operations, requiring highly privileged access tokens. Strict identity, authentication, and granular authorization policies are critical to prevent privilege escalation.

L7 · Agent Ecosystem✓ mapped

As an agent plugin, it may interact with other developer tools or orchestration agents. Compromise of an upstream agent could cascade into unauthorized artifact deletion or malicious package deployment via this plugin.

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