Low Risk

compress_prompt

Compress a prompt to reduce token count before inference, saving cost without losing meaning.

Part of the Octomil server.

compress_prompt is read-only, but an agent in a loop can still rack up calls and cost. PolicyLayer caps every call before it runs. Live in minutes.

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AI agents call compress_prompt to retrieve information from Octomil without modifying any data. This is common in research, monitoring, and reporting workflows where the agent needs context before taking action. Because read operations don't change state, they are generally safe to allow without restrictions -- but you may still want rate limits to control API costs.

Even though compress_prompt only reads data, uncontrolled read access can leak sensitive information or rack up API costs. An agent caught in a retry loop could make thousands of calls per minute. A rate limit gives you a safety net without blocking legitimate use.

Read-only tools are safe to allow by default. No rate limit needed unless you want to control costs.

policy.json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "compress_prompt": {}
  }
}

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These attack patterns abuse exactly the kind of access compress_prompt gives an agent. Each links to the full case and the policy that stops it:

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Every attack above starts with a tool call. PolicyLayer checks each one against your policy first, so compress_prompt only ever does what you allow.

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Other read tools across the catalogue. The same approach applies to each: allow, with a rate cap to control cost.

What does the compress_prompt tool do? +

Compress a prompt to reduce token count before inference, saving cost without losing meaning.. It is categorised as a Read tool in the Octomil MCP Server, which means it retrieves data without modifying state.

How do I enforce a policy on compress_prompt? +

Register the Octomil MCP server in PolicyLayer and add a rule for compress_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 Octomil. Nothing to install.

What risk level is compress_prompt? +

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

Can I rate-limit compress_prompt? +

Yes. Add a rate_limit block to the compress_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 compress_prompt completely? +

Set action: deny in the PolicyLayer policy for compress_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 compress_prompt? +

compress_prompt is provided by the Octomil MCP server (octomil/octomil). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

Enforce policy on every Octomil tool call.

Deterministic rules across all 22 Octomil tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.

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