Prompt Auto-Optimizer MCP

12 tools. 4 can modify or destroy data without limits.

4 write tools that can modify data. Rate limits recommended.

Last updated:

4 can modify or destroy data
8 read-only
12 tools total

Community server · catalogue entry verified 29/06/2026

How to control Prompt Auto-Optimizer MCP ↓

What Prompt Auto-Optimizer MCP exposes to your agents

Read (8) Write / Execute (4) Destructive / Financial (0)
High Risk

The most dangerous Prompt Auto-Optimizer MCP tools

4 of Prompt Auto-Optimizer MCP's 12 tools can modify, destroy, or commit something on every call — and an agent calls them with no built-in limits.

How to control Prompt Auto-Optimizer MCP

PolicyLayer is an MCP gateway — it sits between your AI agents and Prompt Auto-Optimizer MCP, and nothing reaches the server without passing your rules. These are the rules we recommend:

Rate limit write operations
{
  "gepa_create_backup": {
    "limits": [
      {
        "counter": "gepa_create_backup_per_hour",
        "window": "hour",
        "max": 30,
        "scope": "grant"
      }
    ]
  }
}

Prevents bulk unintended modifications from agents caught in loops.

Cap read operations
{
  "gepa_evaluate_prompt": {
    "limits": [
      {
        "counter": "gepa_evaluate_prompt_per_minute",
        "window": "minute",
        "max": 60,
        "scope": "grant"
      }
    ]
  }
}

Controls API costs and prevents retry loops from exhausting upstream rate limits.

  1. Create a free account and register Prompt Auto-Optimizer MCP — nothing to install.
  2. Add these rules — paste them, or build them visually. Tune the limits to your setup.
  3. Point your MCP client (Claude, Cursor, anything) at your gateway URL.
ENFORCE POLICY ON PROMPT AUTO-OPTIMIZER →

Instant setup, no code required.

All 12 Prompt Auto-Optimizer MCP tools

Related servers

Other MCP servers with similar tools — same risk classification, starter policies for each.

Questions about Prompt Auto-Optimizer MCP

How do I prevent bulk modifications through Prompt Auto-Optimizer MCP? +

The Prompt Auto-Optimizer MCP server has 3 write tools including gepa_create_backup, gepa_restore_backup, gepa_select_optimal. Set a rate limit in your policy -- for example, 10 calls per hour prevents an agent from making more than 10 modifications per hour. PolicyLayer enforces this at the gateway, before calls reach Prompt Auto-Optimizer MCP.

How many tools does the Prompt Auto-Optimizer MCP server expose? +

12 tools across 3 categories: Execute, Read, Write. 8 are read-only. 4 can modify, create, or delete data.

How do I enforce a policy on Prompt Auto-Optimizer MCP? +

Register the Prompt Auto-Optimizer MCP server in PolicyLayer, apply the suggested rules above (adjust the limits to your use case), and point your AI client at the PolicyLayer proxy URL instead of the server directly. Your agents keep the same tools; PolicyLayer evaluates every call against policy before it executes. Nothing to install, live in minutes.

Enforce policy on every Prompt Auto-Optimizer MCP tool call.

Deterministic rules across all 12 Prompt Auto-Optimizer MCP tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.

Instant setup, no code required.

12 Prompt Auto-Optimizer MCP tools catalogued and risk-classified — across an index of 43,000+ MCP servers.

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