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claude-opus-4-5-migration — agentic threat model

8.7AIVSS 8.7 · High

This agent poses a significant security risk because it requires write access to codebases, prompts, and API configurations to perform migrations, making it a high-value target for indirect prompt injection and unauthorized code modification.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.1AARS uplift 0.57Factor sum 3.0/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.50
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.60
Persistent Memory
0.10
Contextual Awareness
0.50
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.50
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✓ mapped

The agent relies on Claude models (Opus, Sonnet) to analyze and adjust prompts. It is vulnerable to indirect prompt injection if the codebase or prompts being migrated contain adversarial instructions designed to hijack the migration logic.

L2 · Data Operations✓ mapped

The agent reads local codebases, prompts, and API calls, and accesses bundled reference documents. Threats include data exfiltration of proprietary code or API keys, and potential poisoning of the bundled reference snippets.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — the specific agent framework and orchestration layer are not detailed. However, insecure tool integration for file reading and writing represents a major threat, as a hijacked agent could overwrite arbitrary files.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — deployment details, sandboxing, and execution environment (e.g., local CLI, CI/CD pipeline, or cloud container) are unspecified. Running this agent without strict container sandboxing risks host filesystem compromise.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — there is no mention of logging, evaluation, or guardrails to verify that the modified code and prompts remain secure and functional after migration.

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

Not certain from the listing — no identity, access control, or audit mechanisms are described. There is a compliance risk if the agent processes code containing sensitive personal data or intellectual property without authorization controls.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — the agent is described as a plugin skill, but its interactions with other agents or broader marketplaces are not defined, though cascading failures could occur if integrated into an automated CI/CD multi-agent workflow.

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