Calculate Sharpe ratio of a return series relative to a risk-free rate. Sharpe = (mean - Rf) / std. Higher is better. Example: sharpe_ratio([0.1, 0.2, -0.05, 0.05], 0.01) ≈ 0.53
AI agents call sharpe_ratio to retrieve information from MCP Calc Tools without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This is a pure computational tool that performs financial analysis (reading/analyzing financial data) rather than executing trades, moving money, or modifying financial systems. It returns an analytical metric used in investment decision-making but does not execute transactions or change system state.
From the tool's definition The tool calculates and returns the Sharpe ratio metric from provided return data. The description explicitly states it 'Calculate[s] Sharpe ratio' with a straightforward mathematical formula (mean - Rf) / std.
Documented attack patterns abuse exactly the kind of access sharpe_ratio gives an agent:
PolicyLayer is an MCP gateway — it sits between your AI agents and MCP Calc Tools, and nothing reaches the server without passing your rules. This is the rule we recommend for sharpe_ratio:
{
"version": "1",
"default": "deny",
"tools": {
"sharpe_ratio": {}
}
} sharpe_ratio is read-only, so it stays allowed — but everything else on the server is denied unless you say otherwise.
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Calculate Sharpe ratio of a return series relative to a risk-free rate. Sharpe = (mean - Rf) / std. Higher is better. Example: sharpe_ratio([0.1, 0.2, -0.05, 0.05], 0.01) ≈ 0.53. It is categorised as a Read tool in the MCP Calc Tools MCP Server, which means it retrieves data without modifying state.
Register the MCP Calc Tools MCP server in PolicyLayer and add a rule for sharpe_ratio: 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 MCP Calc Tools. Nothing to install.
sharpe_ratio 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 sharpe_ratio 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 sharpe_ratio. 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.
sharpe_ratio is provided by the MCP Calc Tools MCP server (nbiish/mcp-calc-tools). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Start from MCP Calc Tools, add the rest of your stack, and see everything your agents can call. Then put policy on all of it.
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22 MCP Calc Tools tools catalogued and risk-classified — across an index of 43,000+ MCP servers.