AI agents use meta.custom_audiences.create_lookalike to create or update resources in Ads — usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Ads environment.
This tool creates a new lookalike audience in Meta Ads, which is a reversible write operation (the audience can be deleted later). It does not execute code, destroy data, or move money. The dry-run default lowers the immediate risk, but misuse could result in unintended audience creation affecting ad targeting. Severity is medium given the blast radius is limited to audience configuration within ad accounts.
From the tool's definition Create a lookalike audience from a source audience. Meta builds an audience of users who resemble the source within the chosen country. Dry-run by default.
Attacks that exploit this kind of access
Create a lookalike audience from a source audience. Meta builds an audience of users who resemble the source within the chosen country. Dry-run by default. It is categorised as a Write tool in the Ads MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the Ads MCP server in PolicyLayer and add a rule for meta.custom_audiences.create_lookalike: 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 Ads. Nothing to install.
meta.custom_audiences.create_lookalike 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 meta.custom_audiences.create_lookalike 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 meta.custom_audiences.create_lookalike. 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.
meta.custom_audiences.create_lookalike is provided by the Ads MCP server (manlikemuneeb/ads-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Every MCP server has a record like this.
Type a name, get the same breakdown: verified identity, auth posture, risk grade, capabilities, recommended policy.
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