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Fansloader — agentic threat model

6.9AIVSS 6.9 · Medium

Fansloader is a browser-based media downloader rather than an autonomous AI agent, presenting minimal agentic risk but high client-side security risks due to its execution environment and DRM-bypass capabilities.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.8AARS uplift 0.1Factor sum 0.3/10Threat ×1.05Mitigation ×1.0
Autonomy of Action
0.00
Goal-Driven Planning
0.00
Self-Modification
0.00
Dynamic Tool Use
0.10
Persistent Memory
0.00
Contextual Awareness
0.10
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.00
Opacity & Reflexivity
0.10

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 — Fansloader appears to be a traditional programmatic browser extension for media scraping rather than an LLM-powered agent; there is no evidence of foundation model usage.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The tool processes media streams and session cookies locally to download files, but there is no indication of vector databases, RAG, or training data operations.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — No agentic orchestration framework (like LangChain or AutoGPT) is mentioned. The 'tools' are hardcoded browser automation scripts for bulk downloading and DRM recording.

L4 · Deployment & Infrastructure✓ mapped

Runs as a local Chrome extension. The primary infrastructure threat is client-side extension compromise, which could allow malicious updates to exfiltrate sensitive OnlyFans session cookies or user credentials.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — As a closed-source, client-side browser extension, there is no public evidence of security logging, telemetry, or guardrails to prevent unauthorized distribution of downloaded media.

L6 · Security & Compliance (cross-cutting)✓ mapped

The tool operates in a high-risk compliance area, bypassing platform DRM and terms of service. There are no documented compliance frameworks, access controls, or audit logs.

L7 · Agent Ecosystem✓ mapped

Does not participate in any multi-agent ecosystem or marketplace; it operates strictly as a standalone browser utility.

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 — every score is re-derived by the same automated method as an agent's public evidence changes.