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Vercel vercel-optimize — agentic threat model

8.1AIVSS 8.1 · High

The vercel-optimize agent possesses moderate-to-high risk due to its ability to directly edit project configurations and code, potentially introducing supply chain vulnerabilities or misconfigurations if compromised, though its scope is limited to Vercel-specific optimizations.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 7.5AARS uplift 1.0Factor sum 3.8/10Threat ×1.05Mitigation ×0.95
Autonomy of Action
0.60
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.70
Persistent Memory
0.20
Contextual Awareness
0.50
Dynamic Identity
0.30
Multi-Agent Interactions
0.10
Non-Determinism
0.50
Opacity & Reflexivity
0.40

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 foundation model is not specified. Standard risks of prompt injection leading to malicious code generation or configuration tampering apply if the model is manipulated.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The agent ingests project configuration and code files as its primary data source. There is a risk of data exfiltration of sensitive environment variables or proprietary code if the input pipeline is compromised.

L3 · Agent Frameworks✓ mapped

The agent framework orchestrates tools that edit local project configurations and code. Insecure tool integration could allow an attacker to manipulate the file-writing tools to overwrite critical system files or inject malicious payloads.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — The execution environment (sandbox vs. local developer machine) is not detailed. If run locally without sandboxing, the agent's file-editing capabilities present a high risk of host compromise.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of observability, logging, or guardrails to detect and block malicious or highly unstable configuration changes before they are committed.

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

Not certain from the listing — Access controls and authorization mechanisms for modifying repository code are unspecified, raising compliance and unauthorized modification concerns.

L7 · Agent Ecosystem✓ mapped

As an open-source 'Agent Skill', it is designed to integrate into broader developer workflows. Vulnerabilities in this skill can cascade, allowing malicious actors to compromise downstream deployment pipelines.

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