Linear — agentic threat model
Linear is primarily a project management and workflow automation platform rather than an autonomous AI agent; its primary security risks stem from its integrations (such as Git) and the sensitive proprietary roadmap and issue data it stores.
OWASP AIVSS score rationale
| Autonomy of Action | 0.20 | |
| Goal-Driven Planning | 0.10 | |
| Self-Modification | 0.00 | |
| Dynamic Tool Use | 0.30 | |
| Persistent Memory | 0.20 | |
| Contextual Awareness | 0.20 | |
| Dynamic Identity | 0.00 | |
| Multi-Agent Interactions | 0.00 | |
| Non-Determinism | 0.10 | |
| 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.
Not certain from the listing — The directory listing does not mention any underlying foundation models or LLMs used by Linear, making model-specific threats like adversarial reprogramming or membership inference unassessable.
Not certain from the listing — While Linear manages extensive project data (issues, roadmaps, sprints), the listing does not specify the use of vector databases, RAG architectures, or training data pipelines.
Not certain from the listing — Linear features 'automated workflows' and 'Git integrations', but there is no evidence of an autonomous agent framework or dynamic tool-calling orchestration that could be vulnerable to prompt injection or tool hijacking.
Not certain from the listing — As a closed-source SaaS tool, the hosting infrastructure, container sandboxing, and secrets management details for integrations are not disclosed in the listing.
Not certain from the listing — The listing does not provide details on LLM-specific evaluation, guardrails, or observability mechanisms, as it functions primarily as a standard software development tool.
Not certain from the listing — Although Linear is a widely used commercial tool, the specific compliance certifications (e.g., SOC2, ISO 27001) and identity/access management controls are not detailed in this brief directory listing.
Not certain from the listing — The listing highlights Git integrations but does not mention any multi-agent ecosystem, marketplace interactions, or agent-to-agent communication protocols.
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.