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GenSphere — agentic threat model

9.2AIVSS 9.2 · Critical

GenSphere acts as an open-source orchestrator and community hub for LLM applications, presenting significant supply chain risks if malicious or unvetted workflows and functions are pulled from its public registry.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.8AARS uplift 0.37Factor sum 2.8/10Threat ×1.1Mitigation ×1.0
Autonomy of Action
0.20
Goal-Driven Planning
0.30
Self-Modification
0.10
Dynamic Tool Use
0.40
Persistent Memory
0.20
Contextual Awareness
0.30
Dynamic Identity
0.10
Multi-Agent Interactions
0.50
Non-Determinism
0.40
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 — GenSphere is model-agnostic and functions as an SDK/orchestrator, meaning foundation model vulnerabilities depend entirely on the user's chosen LLM integration.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — While schemas and workflows are defined, the platform's specific handling of vector databases, RAG, or data lineage is not detailed.

L3 · Agent Frameworks✓ mapped

GenSphere uses YAML files to define workflows and nest LLM applications. A key threat is the execution of malicious or poorly structured YAML configurations and functions, potentially leading to arbitrary code execution or tool misuse within the orchestration framework.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — As an open-source SDK, deployment and sandboxing are left to the developer, with no built-in infrastructure security controls specified.

L5 · Evaluation & Observability✓ mapped

GenSphere provides workflow visualization and popularity tracking, but lacks built-in security observability, runtime guardrails, or anomaly detection to identify malicious execution paths.

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

Not certain from the listing — There is no mention of access control, identity management, or compliance frameworks for the SDK or the community hub.

L7 · Agent Ecosystem✓ mapped

The open community hub (akin to Docker Hub or HuggingFace) introduces severe supply chain risks, where users may pull compromised, malicious, or backdoored workflows and functions into their local environments.

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.