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excel-automation — agentic threat model

9.1AIVSS 9.1 · Critical

This agent presents a high risk profile due to its ability to execute arbitrary Python and AppleScript on macOS, coupled with parsing complex, potentially untrusted financial spreadsheets, creating a direct path to local system compromise if inputs are not strictly sanitized.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.4AARS uplift 0.72Factor sum 4.5/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.80
Goal-Driven Planning
0.60
Self-Modification
0.10
Dynamic Tool Use
0.90
Persistent Memory
0.10
Contextual Awareness
0.50
Dynamic Identity
0.20
Multi-Agent Interactions
0.20
Non-Determinism
0.50
Opacity & Reflexivity
0.60

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 — No specific foundation models are mentioned. If the underlying LLM is susceptible to prompt injection, an attacker could manipulate the generated Python or AppleScript code.

L2 · Data Operations✓ mapped

Reads and writes local spreadsheet files and parses XML/ZIP structures, creating risks of XML External Entity (XXE) injection, zip slip, or malicious macro execution when processing untrusted investment-bank models.

L3 · Agent Frameworks✓ mapped

Executes Python scripts (openpyxl) and AppleScript commands to control Excel windows, presenting a critical risk of arbitrary code execution or UI manipulation if the orchestration framework fails to sanitize inputs.

L4 · Deployment & Infrastructure✓ mapped

Runs locally on macOS to control Excel windows via AppleScript, meaning a compromise of the agent could lead directly to local user privilege escalation, unauthorized local file system access, or keystroke injection.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of logging, guardrails, or execution monitoring to detect malicious AppleScript payloads or anomalous file system activity.

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

Not certain from the listing — No authentication, authorization, or compliance controls are described, suggesting the agent runs with the full permissions of the host user.

L7 · Agent Ecosystem✓ mapped

As a community agent skill, it is designed to be integrated into larger agentic workflows, risking cascading failures if parent agents pass untrusted inputs to its execution environment.

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