Get GPU shape recommendation based on workload requirements and budget.
AI agents call recommend_gpu_shape to retrieve information from Cloud Cost MCP without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This tool queries cloud pricing data and returns recommendations—a read operation with no side effects. While it informs cost decisions, it does not execute workloads, commit financial obligations, or modify any data. The 'get' verb and recommendation context confirm it is informational only.
From the tool's definition Tool name 'recommend_gpu_shape' and description 'Get GPU shape recommendation based on workload requirements and budget' indicate retrieval and analysis of pricing data to provide recommendations.
Attacks that exploit this kind of access
Get GPU shape recommendation based on workload requirements and budget. It is categorised as a Read tool in the Cloud Cost MCP MCP Server, which means it retrieves data without modifying state.
Register the Cloud Cost MCP server in PolicyLayer and add a rule for recommend_gpu_shape: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Cloud Cost MCP. Nothing to install.
recommend_gpu_shape is a Read tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the recommend_gpu_shape rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.
Set action: deny in the PolicyLayer policy for recommend_gpu_shape. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.
recommend_gpu_shape is provided by the Cloud Cost MCP server (jasonwilbur/cloud-cost-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
recommend_gpu_shape is one line of Cloud Cost's registry record.
The record carries the whole server: verified identity, auth posture, risk grade, every tool classified, recommended policy — re-checked continuously.
Teams ship this data inside their own products. See what a licence covers →