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Youtube Video Uploader — agentic threat model

8.8AIVSS 8.8 · High

The YouTube Video Uploader presents a moderate-to-high risk profile primarily due to its integration with the YouTube API, which allows write-access (publishing/scheduling) to user channels. A compromise of this agent or its stored OAuth tokens could lead to unauthorized video distribution, brand damage, or account suspension.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.1AARS uplift 0.66Factor sum 3.3/10Threat ×1.05Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.30
Self-Modification
0.00
Dynamic Tool Use
0.70
Persistent Memory
0.20
Contextual Awareness
0.40
Dynamic Identity
0.30
Multi-Agent Interactions
0.00
Non-Determinism
0.50
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 — likely uses a commercial LLM for metadata generation. Threats include prompt injection to generate inappropriate descriptions or bypass content filters.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes uploaded video files and metadata. Threats include data exfiltration of unreleased video content and potential poisoning of SEO optimization templates.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates video processing, AI metadata generation, and API dispatch. Threats include insecure tool integration with the YouTube API and command injection via video filenames or metadata inputs.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — cloud-based processing. Threats include exposure of YouTube API OAuth client secrets, insecure storage of uploaded video files, and container compromise during heavy video transcoding.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of guardrails or monitoring. Threats include lack of detection for AI-generated policy-violating content (e.g., hate speech or spam in descriptions) before publishing.

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

Not certain from the listing — requires YouTube OAuth authentication. Threats include insecure storage of user OAuth tokens, lack of fine-grained scopes (asking for full manage access), and compliance risks with YouTube's API Services Terms of Service.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — operates as a standalone horizontal tool. Threats are minimal here as there is no multi-agent interaction, but potential cascading failures if the YouTube API changes or rate-limits the service.

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