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GitWit — agentic threat model

9.0AIVSS 9.0 · Critical

GitWit is a beta-stage code generation agent for full-stack developers, presenting significant supply-chain and local execution risks if compromised, as it directly manipulates codebases without explicit sandboxing or security guardrails mentioned.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.49Factor sum 3.3/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.40
Goal-Driven Planning
0.30
Self-Modification
0.10
Dynamic Tool Use
0.50
Persistent Memory
0.20
Contextual Awareness
0.50
Dynamic Identity
0.10
Multi-Agent Interactions
0.10
Non-Determinism
0.60
Opacity & Reflexivity
0.50

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 — likely relies on commercial or open-source LLMs optimized for code generation. Vulnerable to prompt injection that could trick the model into generating backdoored or insecure code.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — likely ingests local codebase files or repository structures. Vulnerable to data poisoning if malicious code is introduced into the repository, leading to insecure code suggestions.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates code generation and potentially file writes. Vulnerable to insecure tool integration if the framework automatically executes git commands or runs generated code/tests without isolation.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — likely runs locally on the developer's machine or via a cloud IDE extension. If local, a lack of sandboxing could allow generated malicious code to compromise the host system.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — being in beta, it likely lacks robust guardrails, output sanitization, or real-time monitoring to detect when it generates vulnerable or malicious code patterns.

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

Not certain from the listing — no security certifications, access controls, or compliance alignments are mentioned for this beta tool.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — operates primarily as a standalone developer tool with minimal multi-agent or marketplace ecosystem risks described.

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