GptPanda — agentic threat model
GptPanda is a Slack-integrated AI assistant presenting moderate risk, primarily driven by its access to workspace channels and private messages, where a compromise could lead to unauthorized exposure of sensitive organizational conversations.
OWASP AIVSS score rationale
| Autonomy of Action | 0.30 | |
| Goal-Driven Planning | 0.20 | |
| Self-Modification | 0.00 | |
| Dynamic Tool Use | 0.10 | |
| Persistent Memory | 0.40 | |
| Contextual Awareness | 0.50 | |
| Dynamic Identity | 0.10 | |
| Multi-Agent Interactions | 0.10 | |
| Non-Determinism | 0.60 | |
| Opacity & Reflexivity | 0.50 |
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.
Uses the latest OpenAI foundation models. It is susceptible to standard LLM vulnerabilities such as prompt injection, jailbreaking, and adversarial inputs designed to bypass safety guardrails.
Not certain from the listing — The premium tier offers 'context recognition,' implying it processes and potentially stores Slack message history, but the exact data retention, storage, and RAG architecture are unspecified.
Not certain from the listing — The orchestration framework managing the Slack API interactions, session state, and context window is not disclosed.
Not certain from the listing — Hosting infrastructure, containerization, and the security of Slack OAuth token storage are not detailed in the public directory.
Not certain from the listing — There is no mention of input/output filtering, automated guardrails, or logging mechanisms to detect malicious prompt injections or data exfiltration attempts.
Not certain from the listing — While it is tagged as open source, specific compliance certifications (e.g., SOC 2, GDPR) and fine-grained authorization policies within Slack are not documented.
Not certain from the listing — The agent operates within a shared Slack workspace ecosystem, but its ability to interact with or trigger other Slack bots and integrations is not defined.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).