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finishing-a-development-branch — agentic threat model

7.6AIVSS 7.6 · High

This agent possesses significant repository-mutation capabilities (git merges, PRs, and cleanups), presenting a high risk of unauthorized code modification or supply chain compromise if its decision-making or credential access is subverted.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.1AARS uplift 0.8Factor sum 4.0/10Threat ×1.05Mitigation ×0.85
Autonomy of Action
0.60
Goal-Driven Planning
0.50
Self-Modification
0.10
Dynamic Tool Use
0.70
Persistent Memory
0.20
Contextual Awareness
0.60
Dynamic Identity
0.50
Multi-Agent Interactions
0.10
Non-Determinism
0.40
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 listing does not specify the underlying LLM used to drive the decision-making or option presentation, leaving it vulnerable to standard model-level threats like prompt injection or reprogramming.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — no mention of vector databases or RAG operations, though the agent must read local repository files and test outputs, creating a minor risk of data exposure if malicious test outputs are processed.

L3 · Agent Frameworks✓ mapped

The agent orchestrates a specific workflow (verify-tests, detect-environment, present-options, execute-choice, clean-up). Threats include tool misuse, such as executing destructive git cleanups or unauthorized merges due to prompt injection or logic bypasses.

L4 · Deployment & Infrastructure✓ mapped

The agent runs git operations and environment detection, implying execution within a local development environment or CI/CD runner. Threats include container/host compromise, privilege escalation, and unauthorized access to local files.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of logging, guardrails, or evaluation frameworks to monitor the execution of git commands or option selections, which could lead to silent failures or undetected malicious actions.

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

The agent handles git operations, merges, and PRs, which require write access and credentials (SSH keys, GitHub tokens). Threats include credential theft, lack of fine-grained authorization, and lack of audit trails for automated merges.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — no mention of multi-agent coordination or marketplace interactions, though as a 'skill' it may be invoked by other agents, introducing cascading trust risks.

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