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JFrog MCP Server — agentic threat model

9.4AIVSS 9.4 · Critical

The JFrog MCP Server presents a high-risk profile due to its direct integration with the software supply chain (repositories, artifacts, and builds). Unauthorized access or tool abuse could lead to critical supply chain compromises, such as malicious artifact injection or proprietary data exfiltration.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 9.1AARS uplift 0.34Factor sum 3.4/10Threat ×1.1Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.20
Self-Modification
0.00
Dynamic Tool Use
0.80
Persistent Memory
0.10
Contextual Awareness
0.40
Dynamic Identity
0.50
Multi-Agent Interactions
0.20
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⚠ not certain from listing

Not certain from the listing — The listing describes an MCP server (tool provider) rather than the underlying LLM itself. Threats like adversarial prompt injection would target the orchestrating LLM to abuse these JFrog tools.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — While it queries Xray scan results and build info, it is unclear how it indexes or stores this data. Main threats include unauthorized data exfiltration of proprietary build info or scan results.

L3 · Agent Frameworks✓ mapped

Insecure tool integration is a major threat here. If the orchestrating agent framework lacks strict input validation, an attacker could inject malicious commands into repository or artifact management tools, leading to supply chain compromise.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — The hosting environment of the MCP server is not specified. Threats include container compromise or credential theft (JFrog tokens) if the server is hosted insecurely.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — No built-in logging, guardrails, or drift detection are mentioned. Insufficient logging of MCP tool executions could create blind spots during a supply chain attack.

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

Token scope and read/write boundaries are critical. Without strict identity and access management (IAM) policies, the agent could abuse its access to modify production artifacts or bypass compliance gates.

L7 · Agent Ecosystem✓ mapped

In a multi-agent or MCP-sharing ecosystem, a compromised or rogue agent could call this JFrog MCP server to exfiltrate proprietary code or inject malicious dependencies into the build pipeline.

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