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Skinner — agentic threat model

8.8AIVSS 8.8 · High

Skinner presents a moderate-to-high risk profile due to its autonomous marketing execution and API integrations with CMS and SEO platforms, which could be abused to publish unauthorized content or exfiltrate sensitive API credentials if compromised.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 7.5AARS uplift 1.35Factor sum 5.4/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.70
Goal-Driven Planning
0.80
Self-Modification
0.20
Dynamic Tool Use
0.70
Persistent Memory
0.60
Contextual Awareness
0.80
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⚠ not certain from listing

Not certain from the listing — likely utilizes commercial or open-source LLMs for content generation and SEO analysis. Threats include prompt injection leading to malicious content generation or SEO manipulation.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes website data, SEO metrics, and user content strategies. Threats include data poisoning of SEO data sources or exfiltration of proprietary marketing strategies.

L3 · Agent Frameworks✓ mapped

Skinner orchestrates SEO audits and content execution. Threats include insecure tool integration (e.g., CMS APIs, SEO tools) and prompt injection bypassing content guidelines to publish unauthorized marketing material.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — likely hosted as a SaaS platform or self-hosted (since it is tagged Open Source). Threats include insecure storage of API keys for third-party integrations (CMS, Google Search Console).

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of guardrails or monitoring for generated content. Threats include lack of validation on generated SEO content, leading to brand damage or search engine penalties.

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

Not certain from the listing — no explicit mention of authentication, authorization, or compliance standards (like GDPR for marketing data). Threats include unauthorized access to the API tools or management packages.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — primarily operates as a standalone agent or integrated via APIs. Threats include cascading failures if connected SEO/marketing APIs change or fail.

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

These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.