set_default_seed · Albumentations MCP: Risk & Policy

WHAT IT DOES

What set_default_seed does on Albumentations

AI agents use set_default_seed to create or update resources in Albumentations — usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Albumentations environment.

WHY IT NEEDS A POLICY

Why set_default_seed needs a policy

Setting a default seed is a reversible configuration change that affects the behavior of subsequent operations (likely the random-number generation used in image augmentation transforms). This is a Write operation because it modifies application state.

From the tool's definition Tool name 'set_default_seed' indicates modification of a configuration parameter (default seed value). The description is empty, providing no direct evidence, but the naming pattern and the tool's presence alongside image augmentation functions strongly…

Attacks that exploit this kind of access

Recommended rule Ready

Verdict

set_default_seed Rate-limited

set_default_seed stays usable, but capped — an agent stuck in a loop can't make hundreds of changes a minute. Everything else on the server is denied unless you say otherwise.

View as policy code

policy.json

{
  "version": "1",
  "default": "deny",
  "tools": {
    "set_default_seed": {
      "limits": [
        {
          "counter": "set_default_seed_rate",
          "window": "minute",
          "max": 30,
          "scope": "grant"
        }
      ]
    }
  }
}

LIMIT THIS TOOL →

Instant setup, no code required.

PolicyLayer is an MCP gateway: every tool call is checked against your rule before it reaches Albumentations, so you can run agents against it safely.

FAQ

Questions about set_default_seed

What does the set_default_seed tool do? +

set_default_seed. It is categorised as a Write tool in the Albumentations MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.

How do I enforce a policy on set_default_seed? +

Register the Albumentations MCP server in PolicyLayer and add a rule for set_default_seed: 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 Albumentations. Nothing to install.

What risk level is set_default_seed? +

set_default_seed is a Write tool with medium risk. Write tools should be rate-limited to prevent accidental bulk modifications.

Can I rate-limit set_default_seed? +

Yes. Add a rate_limit block to the set_default_seed 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 set_default_seed completely? +

Set action: deny in the PolicyLayer policy for set_default_seed. 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 set_default_seed? +

set_default_seed is provided by the Albumentations MCP server (ramsi-k/albumentations-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.