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go-specialist — agentic threat model

8.9AIVSS 8.9 · High

The go-specialist agent poses a high risk to local developer environments due to its direct write and execution access to Go codebases via the context7 MCP server, lacking explicit sandboxing or built-in security controls.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.2AARS uplift 0.68Factor sum 3.8/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.50
Self-Modification
0.10
Dynamic Tool Use
0.60
Persistent Memory
0.10
Contextual Awareness
0.70
Dynamic Identity
0.10
Multi-Agent Interactions
0.20
Non-Determinism
0.50
Opacity & Reflexivity
0.40

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 — assumes Claude (via Claude Code) as the underlying foundation model. Threats include prompt injection leading to malicious code generation or unauthorized file edits.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — primarily operates on local Go source code files rather than a vector database or RAG pipeline, though context7 MCP server provides context. Risk of poisoning if malicious code is introduced into the codebase.

L3 · Agent Frameworks✓ mapped

The agent uses Claude Code plugin architecture and bundles the context7 MCP server. Threats include tool misuse (e.g., go-tool executing malicious commands) and insecure tool integration.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — runs locally on the developer's machine as a Claude Code plugin. Lack of sandboxing could allow a compromised plugin to escalate privileges or access sensitive local files.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of built-in guardrails, logging, or evaluation frameworks for the plugin's actions.

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

Not certain from the listing — no explicit authentication, authorization, or compliance controls mentioned for the plugin or MCP server.

L7 · Agent Ecosystem✓ mapped

The agent acts as a plugin within the Claude Code ecosystem and uses the Model Context Protocol (MCP). Threats include A2A trust abuse if other MCP servers or plugins interact with it.

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