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trailofbits-agentic-actions-auditor — agentic threat model

7.1AIVSS 7.1 · High

The trailofbits-agentic-actions-auditor is a specialized security tool with low inherent agentic autonomy, designed to analyze and secure CI/CD workflows against AI-agent hijacking. Its primary risk lies in potential evasion or false negatives that could allow vulnerable agent integrations to be deployed into production environments.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 7.5AARS uplift 0.4Factor sum 1.6/10Threat ×1.0Mitigation ×0.9
Autonomy of Action
0.20
Goal-Driven Planning
0.10
Self-Modification
0.00
Dynamic Tool Use
0.20
Persistent Memory
0.00
Contextual Awareness
0.30
Dynamic Identity
0.10
Multi-Agent Interactions
0.20
Non-Determinism
0.20
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 tool itself may use an LLM to analyze YAML files, or it may be a static analysis tool. If it uses an LLM, it is subject to prompt injection or evasion during analysis.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — it primarily ingests GitHub Actions workflow YAML files as its data surface. There is no indication of persistent vector stores or RAG operations.

L3 · Agent Frameworks✓ mapped

Highly relevant as the tool specifically audits agent frameworks and integrations (e.g., Claude Code, Gemini CLI) within CI/CD pipelines to detect insecure tool integration and prompt injection vectors.

L4 · Deployment & Infrastructure✓ mapped

Runs within CI/CD environments (GitHub Actions). If compromised or bypassed, it could allow vulnerable workflows to be deployed, leading to potential runner compromise or secrets exfiltration.

L5 · Evaluation & Observability✓ mapped

Acts as a security evaluation tool for CI workflows. However, its own observability, logging, and evasion-resistance are not detailed in the listing.

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

Designed to enforce security policies and prevent injection vulnerabilities in CI/CD pipelines. It lacks explicit mention of its own internal access controls or compliance certifications.

L7 · Agent Ecosystem✓ mapped

Directly addresses the agent ecosystem by auditing how external agents (like Claude Code) are integrated into workflows, mitigating cascading failures and unauthorized agent actions in CI.

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