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Text Ape — agentic threat model

6.7AIVSS 6.7 · Medium

Text Ape is a low-risk, browser-based summarization tool with minimal agentic autonomy. Its primary security risks stem from potential indirect prompt injection via untrusted YouTube transcripts or community comments, and browser-extension level data access.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.1AARS uplift 0.59Factor sum 1.5/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.10
Self-Modification
0.00
Dynamic Tool Use
0.20
Persistent Memory
0.10
Contextual Awareness
0.40
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.40
Opacity & Reflexivity
0.20

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 — The specific foundation models used for generating summaries are not disclosed. The primary threat at this layer is indirect prompt injection, where malicious instructions embedded in YouTube transcripts or community comments could manipulate the model's output.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The tool processes real-time YouTube transcripts and comments. It is unclear if any data is cached, stored in a vector database, or used for downstream training, raising potential data privacy and exfiltration concerns.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — The orchestration framework is likely a basic Chrome extension script. Risks include insecure integration with browser APIs and potential vulnerabilities in the upcoming PDF and Google Docs export tools.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — The extension relies on browser-side execution and an undisclosed backend API. Threats include extension-level compromise, insecure API communication, and lack of client-side sandboxing for processed DOM elements.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of content moderation, input filtering, or output guardrails to detect and block toxic or injected content from YouTube comments before summarization.

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

Not certain from the listing — No compliance certifications (e.g., SOC2, ISO) or explicit data governance policies are mentioned. Compliance risks exist regarding how user browsing data and YouTube content are handled.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — The agent operates as a standalone browser extension and does not appear to participate in any multi-agent ecosystems or marketplaces.

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