auto_optimize_prompt

A other tool on the GEPA MCP server.

SERVERGEPA MCP Server SOURCEdevelopzir/gepa-mcp

Low RISK CLASS

Category Other

Parameters 00 required

Recommended Rate-limitedsee the rule below

Registry record Grade F, identity unverified Pull the record →

This record as markdown: /tools/developzir-gepa-mcp/auto-optimize-prompt.md

WHAT IT DOES

What auto_optimize_prompt does on GEPA MCP Server

AI agents call auto_optimize_prompt as a supporting operation in GEPA MCP Server workflows.

RISK

Why auto_optimize_prompt is rated Low

Based on the server context (prompt optimization architecture), this tool likely optimizes prompts, which would be a Write or Read operation. However, with an empty description, confidence is very low. Given sibling tools like 'optimize_prompt' and 'quick_prompt_improve', this likely performs prompt text transformation with no persistent side effects beyond returning an optimized prompt.

From the tool's definition Tool name is 'auto_optimize_prompt'; description is empty and uninformative.

Attacks that exploit this kind of access

RECOMMENDED RULE

The rule that runs auto_optimize_prompt safely

PolicyLayer is an MCP gateway: it sits between your AI agents and GEPA MCP Server, and checks every tool call against a rule you set before the call runs. Nothing changes on the server itself. For auto_optimize_prompt, this is the rule to start with:

auto_optimize_prompt Rate-limited

auto_optimize_prompt gets a rate cap, and everything else on the server is denied unless you say otherwise.

View as policy code

policy.json

{
  "version": "1",
  "default": "deny",
  "tools": {
    "auto_optimize_prompt": {
      "limits": [
        {
          "counter": "auto_optimize_prompt_rate",
          "window": "minute",
          "max": 60,
          "scope": "grant"
        }
      ]
    }
  }
}

SET A RULE FOR THIS TOOL → Instant setup, no code required.

The button opens the PolicyLayer dashboard: create your workspace, connect GEPA MCP Server, apply this rule, and every auto_optimize_prompt call is checked against it from then on.

FAQ

Questions about auto_optimize_prompt

What does the auto_optimize_prompt tool do? +

auto_optimize_prompt is a other tool on the GEPA MCP Server MCP server. It is categorised as a Other tool in the GEPA MCP Server MCP Server, which means it performs auxiliary operations.

How do I enforce a policy on auto_optimize_prompt? +

Register the GEPA MCP Server MCP server in PolicyLayer and add a rule for auto_optimize_prompt: 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 GEPA MCP Server. Nothing to install.

What risk level is auto_optimize_prompt? +

auto_optimize_prompt is a Other tool with low risk. Read-only tools are generally safe to allow by default.

Can I rate-limit auto_optimize_prompt? +

Yes. Add a rate_limit block to the auto_optimize_prompt 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.

How do I block auto_optimize_prompt completely? +

Set action: deny in the PolicyLayer policy for auto_optimize_prompt. 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.

What MCP server provides auto_optimize_prompt? +

auto_optimize_prompt is provided by the GEPA MCP Server MCP server (developzir/gepa-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

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