ALWAYS call this first when a user connects or asks what this is. Returns a short orientation for StudioMeyer Academy — a free 6-level 'Memory-First AI Operator' curriculum (Levels 1-3 fundamentals, 4-6 memory/MCP/multi-agent), plus playbooks and build recipes. Read it back to the user in their l...
Part of the StudioMeyer Academy server.
Free to start. No card required.
AI agents invoke academy_welcome to trigger processes or run actions in StudioMeyer Academy. Execute operations can have side effects beyond the immediate call -- triggering builds, sending notifications, or starting workflows. Rate limits and argument validation are essential to prevent runaway execution.
academy_welcome can trigger processes with real-world consequences. An uncontrolled agent might start dozens of builds, send mass notifications, or kick off expensive compute jobs. PolicyLayer enforces rate limits and validates arguments to keep execution within safe bounds.
Execute tools trigger processes. Rate-limit and validate arguments to prevent unintended side effects.
{
"version": "1",
"default": "deny",
"tools": {
"academy_welcome": {
"limits": [
{
"counter": "academy_welcome_rate",
"window": "minute",
"max": 10,
"scope": "grant"
}
]
}
}
}See the full StudioMeyer Academy policy for all 12 tools.
These attack patterns abuse exactly the kind of access academy_welcome gives an agent. Each links to the full case and the policy that stops it:
Other execute tools across the catalogue. The same approach applies to each: rate-limit and validate the arguments.
ALWAYS call this first when a user connects or asks what this is. Returns a short orientation for StudioMeyer Academy — a free 6-level 'Memory-First AI Operator' curriculum (Levels 1-3 fundamentals, 4-6 memory/MCP/multi-agent), plus playbooks and build recipes. Read it back to the user in their language and offer to start at their level.. It is categorised as a Execute tool in the StudioMeyer Academy MCP Server, which means it can trigger actions or run processes. Use rate limits and argument validation.
Register the StudioMeyer Academy MCP server in PolicyLayer and add a rule for academy_welcome: 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 StudioMeyer Academy. Nothing to install.
academy_welcome is a Execute tool with high risk. Execute tools should be rate-limited and have argument validation enabled.
Yes. Add a rate_limit block to the academy_welcome 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 academy_welcome. 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.
academy_welcome is provided by the StudioMeyer Academy MCP server (mcp-academy). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Deterministic rules across all 12 StudioMeyer Academy tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.
Free to start. No card required.
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