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git-pushing — agentic threat model

9.0AIVSS 9.0 · Critical

The git-pushing agent presents a high-risk profile due to its direct write access to code repositories and remote push capabilities. Without explicit sandboxing or mandatory human-in-the-loop verification, a compromise could lead to unauthorized code modification and supply chain attacks.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.46Factor sum 3.1/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.30
Self-Modification
0.00
Dynamic Tool Use
0.70
Persistent Memory
0.10
Contextual Awareness
0.40
Dynamic Identity
0.30
Multi-Agent Interactions
0.00
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 underlying LLM is not specified, but threats include prompt injection forcing the model to generate misleading commit messages or misinterpreting code changes to hide backdoor insertions.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — no RAG or vector database is mentioned, but the agent reads local repository files to generate commit messages, risking exposure of sensitive local data or secrets contained within the codebase.

L3 · Agent Frameworks✓ mapped

The agent framework orchestrates git tool execution. Vulnerabilities include insecure tool integration where arbitrary shell commands could be injected via malicious branch names or crafted commit messages, leading to local command execution.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — deployment environment is unspecified, but running git commands requires access to local SSH keys/credentials and the local filesystem, risking host compromise or credential theft if unsandboxed.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no logging, evaluation, or guardrails are described, creating a blind spot where unauthorized commits or pushes could occur without immediate detection or administrative override.

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

Not certain from the listing — there is no mention of access control, authorization policies, or audit logging, which could violate compliance standards regarding code change traceability and segregation of duties.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — this is a standalone engineering-workflow plugin, but if integrated into a multi-agent system, a compromised upstream agent could trigger this agent to push malicious code to remote repositories.

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