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project-artifact — agentic threat model

7.3AIVSS 7.3 · High

This agent presents a moderate risk profile, primarily centered around its ability to read local repository state and publish it to a shared URL, creating potential vectors for data exfiltration or unauthorized content modification if the configuration or repository is poisoned.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.5AARS uplift 0.84Factor sum 2.4/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.40
Goal-Driven Planning
0.20
Self-Modification
0.00
Dynamic Tool Use
0.50
Persistent Memory
0.30
Contextual Awareness
0.50
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.30
Opacity & Reflexivity
0.20

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 — likely utilizes Anthropic's Claude models given it is an official plugin, but the specific model version, alignment guarantees, and resistance to adversarial prompt injection are not detailed.

L2 · Data Operations✓ mapped

Gathers repository and project state based on a per-project configuration file. This introduces risks of data poisoning if malicious actors can modify the repository files or the configuration to exfiltrate sensitive data through the generated status page.

L3 · Agent Frameworks✓ mapped

Uses the 'Surface' command to orchestrate state gathering and delta reporting. Vulnerabilities could arise from insecure execution of this command or parser exploits when reading local repository structures.

L4 · Deployment & Infrastructure✓ mapped

Redeploys the living status page to a static URL on claude.ai. Risks include unauthorized URL hijacking, lack of access controls on the published artifact, and potential sandbox escapes during local repository state gathering.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — there is no mention of logging, auditing, or guardrails to monitor what repository data is being gathered or to detect anomalous delta reports before they are published.

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

Not certain from the listing — the description does not specify the authentication or authorization mechanisms governing who can run the 'Surface' command or modify the per-project configuration.

L7 · Agent Ecosystem✓ mapped

Operates as a plugin within the Claude.ai ecosystem. While it does not explicitly coordinate with other agents, it exposes a shareable artifact that could be consumed or manipulated by other agents operating in the same workspace.

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