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CoPaw — agentic threat model

8.4AIVSS 8.4 · High

CoPaw presents a moderate-to-high risk profile as a personal agent workstation that combines local execution capabilities (via Ollama) with multi-channel chat integrations. The primary risk stems from potential local host compromise or credential theft if malicious tool plugins are executed or if external messaging channels are hijacked.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 7.3AARS uplift 1.51Factor sum 5.6/10Threat ×1.0Mitigation ×0.95
Autonomy of Action
0.60
Goal-Driven Planning
0.50
Self-Modification
0.30
Dynamic Tool Use
0.70
Persistent Memory
0.80
Contextual Awareness
0.60
Dynamic Identity
0.40
Multi-Agent Interactions
0.50
Non-Determinism
0.70
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.

L1 · Foundation Models✓ mapped

Supports both local LLMs (via Ollama) and cloud-based models. Local deployment mitigates model-stealing and data-privacy risks, but the models remain susceptible to prompt injection and adversarial manipulation that could trigger unauthorized tool execution.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — The platform features 'memory management' and 'full control over memory,' but the underlying storage mechanism (e.g., vector databases, local JSON files) is unspecified. Risks include memory poisoning and unauthorized local data access.

L3 · Agent Frameworks✓ mapped

Features a modular runtime supporting 'tool plugins' and 'skills.' This introduces significant risk of insecure tool integration, where a compromised or poorly written plugin could allow arbitrary code execution on the user's workstation.

L4 · Deployment & Infrastructure✓ mapped

Can be run locally or deployed in the cloud. Local execution via Ollama exposes the host machine to potential sandbox escapes if tool plugins are not isolated, while cloud deployments risk exposing orchestration APIs and integration secrets.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of built-in evaluation, guardrails, or observability logging. Without these, detecting prompt injection or anomalous tool usage relies entirely on the user's manual oversight.

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

Not certain from the listing — While it emphasizes 'user control,' there are no explicit details regarding authentication, access control lists (ACLs) for tools, or compliance certifications.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — Although developed by the AgentScope team (a multi-agent framework), CoPaw is framed as a personal workstation. However, its 'multi-channel chat integrations' create an ecosystem risk where compromised external channels could feed malicious instructions to the agent.

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