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Tencent CloudBase — agentic threat model

9.9AIVSS 9.9 · Critical

The Tencent CloudBase MCP server presents a high-risk profile due to its ability to execute full-stack deployments and manage live databases and cloud functions. A compromise or prompt injection attack could lead to unauthorized cloud resource provisioning, data exfiltration, or complete infrastructure takeover.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 9.8AARS uplift 0.11Factor sum 4.9/10Threat ×1.1Mitigation ×1.0
Autonomy of Action
0.80
Goal-Driven Planning
0.70
Self-Modification
0.10
Dynamic Tool Use
0.90
Persistent Memory
0.20
Contextual Awareness
0.50
Dynamic Identity
0.70
Multi-Agent Interactions
0.10
Non-Determinism
0.50
Opacity & Reflexivity
0.40

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 — The listing describes an MCP server, not the underlying LLM. However, if the orchestrating LLM is susceptible to prompt injection, it could be manipulated into executing unauthorized cloud deployments or database deletions.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — No explicit RAG or vector store is mentioned, but the server manages databases and storage, meaning sensitive application data could be exfiltrated or poisoned via database management tools.

L3 · Agent Frameworks✓ mapped

The MCP server exposes highly sensitive tools (database/function management, deployment). Insecure tool integration or lack of input validation in the orchestrating framework could lead to arbitrary code execution (via cloud functions) or destructive database operations.

L4 · Deployment & Infrastructure✓ mapped

The server operates against a live CloudBase account with real credentials. Compromise of the host running the MCP server exposes these cloud credentials, leading to full cloud environment compromise and potential lateral movement.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — While the server supports environment monitoring, there is no mention of built-in guardrails, LLM security logging, or anomaly detection to prevent malicious deployment commands.

L6 · Security & Compliance (cross-cutting)✓ mapped

The blast radius is gated entirely by the access scope of the provided credentials. There is no evidence of fine-grained access control (RBAC) or policy enforcement within the MCP server itself, relying solely on cloud-level IAM.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — If integrated into a multi-agent system, a compromised or rogue agent could abuse trust to request deployment of malicious code or exfiltrate database contents via this agent.

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