Permanently delete a learner and cascade to sessions, transcripts, memories, and storage references. Tier-1 destructive action — admin confirms in panel before calling.
AI agents call maker_delete_learner to permanently remove resources in Crow — typically in cleanup and lifecycle workflows. It does its job in a single call, and there is no undo.
This tool irreversibly deletes data (learner records and all associated sessions, transcripts, memories, storage references) with no undo capability. The cascade deletion of dependent entities increases the blast radius. The phrase 'Tier-1 destructive action' confirms the developer's own severity assessment. Permanent deletion is the definition of Destructive category, superseding Write (which is reversible).
From the tool's definition "Permanently delete a learner and cascade to sessions, transcripts, memories, and storage references. Tier-1 destructive action" — explicitly states permanent deletion across multiple data entities with cascade effects.
Risk signalsAdmin/system-level operation
Documented attack patterns abuse exactly the kind of access maker_delete_learner gives an agent:
PolicyLayer is an MCP gateway — it sits between your AI agents and Crow, and nothing reaches the server without passing your rules. This is the rule we recommend for maker_delete_learner:
{
"version": "1",
"default": "deny",
"hide": [
"maker_delete_learner"
]
} maker_delete_learner disappears from the agent's tool list entirely, and any attempt to call it is denied. The rest of the server keeps working.
Free to start. No card required.
Permanently delete a learner and cascade to sessions, transcripts, memories, and storage references. Tier-1 destructive action — admin confirms in panel before calling. It is categorised as a Destructive tool in the Crow MCP Server, which means it can permanently delete or destroy data. Block by default and require explicit approval.
Register the Crow MCP server in PolicyLayer and add a rule for maker_delete_learner: 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 Crow. Nothing to install.
maker_delete_learner is a Destructive tool with critical risk. Critical-risk tools should be blocked by default and only enabled with explicit human approval.
Yes. Add a rate_limit block to the maker_delete_learner 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 maker_delete_learner. 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.
maker_delete_learner is provided by the Crow MCP server (kh0pper/crow). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Start from Crow, add the rest of your stack, and see everything your agents can call. Then put policy on all of it.
Free to start. No card required.
576 Crow tools catalogued and risk-classified — across an index of 43,000+ MCP servers.