Get the single best-fit LLM for a task, with pricing and reasoning.
AI agents call recommend_model to retrieve information from Whichmodel-mcp without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This tool queries information about LLM models and their pricing to provide advisory recommendations. It does not create, modify, delete, execute code, or commit financial transactions—it merely retrieves and analyzes data to advise the user.
From the tool's definition Tool description states 'Get the single best-fit LLM for a task, with pricing and reasoning.' The verb 'get' and the informational nature of returning recommendations and pricing data indicate a retrieval operation with no state changes or side effects.
Attacks that exploit this kind of access
Get the single best-fit LLM for a task, with pricing and reasoning. It is categorised as a Read tool in the Whichmodel-mcp MCP Server, which means it retrieves data without modifying state.
Register the Whichmodel- MCP server in PolicyLayer and add a rule for recommend_model: 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 Whichmodel-mcp. Nothing to install.
recommend_model 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_model 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_model. 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_model is provided by the Whichmodel- MCP server (which-model/whichmodel-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Every MCP server has a record like this.
Type a name, get the same breakdown: verified identity, auth posture, risk grade, capabilities, recommended policy.
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