Apply a workflow Decision to a user (POST /v3/accounts/{account_id}/users/{user_id}/decisions). Decisions are the modern replacement for Labels — they both classify the entity for Sift
AI agents use apply_decision_to_user to create or update resources in Mcp Ap2 — usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Mcp Ap2 environment.
This tool creates or modifies user classifications/decisions in a payment system context (reversible write operation). While it affects fraud-detection and user classification metadata in a financial system, the action itself is reversible and does not move funds or delete data, ruling out Financial and Destructive categories.
From the tool's definition Tool description specifies 'Apply a workflow Decision to a user' with POST method, indicating modification of user entity classification/metadata.
Documented attack patterns abuse exactly the kind of access apply_decision_to_user gives an agent:
PolicyLayer is an MCP gateway — it sits between your AI agents and Mcp Ap2, and nothing reaches the server without passing your rules. This is the rule we recommend for apply_decision_to_user:
{
"version": "1",
"default": "deny",
"tools": {
"apply_decision_to_user": {
"limits": [
{
"counter": "apply_decision_to_user_rate",
"window": "minute",
"max": 30,
"scope": "grant"
}
]
}
}
} apply_decision_to_user 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.
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Apply a workflow Decision to a user (POST /v3/accounts/{account_id}/users/{user_id}/decisions). Decisions are the modern replacement for Labels — they both classify the entity for Sift. It is categorised as a Write tool in the Mcp Ap2 MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the Mcp Ap2 MCP server in PolicyLayer and add a rule for apply_decision_to_user: 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 Ap2. Nothing to install.
apply_decision_to_user is a Write tool with medium risk. Write tools should be rate-limited to prevent accidental bulk modifications.
Yes. Add a rate_limit block to the apply_decision_to_user 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 apply_decision_to_user. 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.
apply_decision_to_user is provided by the Mcp Ap2 MCP server (@codespar/mcp-ap2). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Start from Mcp Ap2, add the rest of your stack, and see everything your agents can call. Then put policy on all of it.
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