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automatalabs/mcp-server-playwright — agentic threat model

9.3AIVSS 9.3 · Critical

This agent acts as a high-risk bridge between LLMs and the live web, exposing the model to indirect prompt injection via scraped content while enabling potential server-side request forgery (SSRF) and unauthorized web interactions.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.6AARS uplift 0.69Factor sum 4.5/10Threat ×1.1Mitigation ×1.0
Autonomy of Action
0.80
Goal-Driven Planning
0.40
Self-Modification
0.00
Dynamic Tool Use
0.90
Persistent Memory
0.10
Contextual Awareness
0.70
Dynamic Identity
0.30
Multi-Agent Interactions
0.20
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✓ mapped

The model driving this agent is highly vulnerable to indirect prompt injection and adversarial reprogramming, as untrusted web content scraped via Playwright is returned directly to the model's context window.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — No explicit vector database or RAG pipeline is described, but scraped web data acts as transient input data that lacks provenance verification and can poison the immediate context.

L3 · Agent Frameworks✓ mapped

The MCP tool integration allows direct execution of browser actions (navigation, clicks). Insecure tool integration or lack of strict input validation on target URLs can lead to SSRF or execution of malicious client-side scripts.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — The deployment environment hosting the Playwright browser instance requires robust sandboxing (e.g., containerization) to prevent local file access, network lateral movement, or host compromise via browser exploits.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of built-in logging, run-time guardrails, or anomaly detection to monitor and block malicious navigation paths or injection payloads in scraped text.

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

Not certain from the listing — The tool lacks native authentication, authorization boundaries, or domain whitelisting policies to restrict where the browser can navigate or what actions it can perform.

L7 · Agent Ecosystem✓ mapped

As an MCP server, this agent exposes browser automation capabilities to other orchestrators or agents, creating a risk of cascading failures or delegated authority abuse if a calling agent is compromised.

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