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signed-audit-trails — agentic threat model

7.1AIVSS 7.1 · High

This agent functions as a security-focused teaching plugin within Claude Code, carrying moderate-to-high risk due to its integration with local development environments, CI/CD pipelines, and cryptographic key handling.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.41Factor sum 2.7/10Threat ×1.0Mitigation ×0.8
Autonomy of Action
0.30
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.50
Persistent Memory
0.10
Contextual Awareness
0.40
Dynamic Identity
0.20
Multi-Agent Interactions
0.10
Non-Determinism
0.40
Opacity & Reflexivity
0.20

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 — Relies on the host Claude model. Vulnerable to prompt injection that could manipulate the generated cryptographic code or Cedar policies.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — No dedicated vector database or training data is specified, though it interacts with local codebase files to generate audit trails.

L3 · Agent Frameworks✓ mapped

As a Claude Code plugin, it hooks directly into tool-calling orchestration. Vulnerabilities here could allow an attacker to bypass the signed audit trail generation or inject malicious tool calls.

L4 · Deployment & Infrastructure✓ mapped

Runs locally in the developer's environment and integrates with CI/CD pipelines. Compromise of this plugin could lead to arbitrary code execution in CI/CD or local environment compromise.

L5 · Evaluation & Observability✓ mapped

Directly addresses observability by generating signed audit trails and offline verification receipts, significantly reducing logging blind spots for the host framework.

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

Focuses heavily on security controls (Cedar policies, Ed25519 signatures). However, the management and storage of the Ed25519 private keys used for signing present a high-value target for theft.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — No explicit multi-agent coordination is described, though it operates as a plugin within the broader Claude Code ecosystem.

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