This record as markdown: /tools/io-github-dreamrec-livepilot/apply-automation-recipe.md
What apply_automation_recipe does on Livepilot
AI agents invoke apply_automation_recipe to trigger actions in Livepilot. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call: builds kicked off, notifications sent, workflows started.
Why apply_automation_recipe is rated High
The name suggests applying (executing) an automation recipe, which likely triggers changes to automation data in Ableton Live. In the context of music production tools that include automation analysis siblings, this likely writes or executes automation changes. With no description, confidence is low, but 'apply' implies execution of a recipe (a set of operations), which could modify multiple parameters irreversibly.
From the tool's definition Tool name 'apply_automation_recipe' and server context of Ableton Live automation; description is empty and uninformative.
Attacks that exploit this kind of access
The rule that runs apply_automation_recipe safely
PolicyLayer is an MCP gateway: it sits between your AI agents and Livepilot, and checks every tool call against a rule you set before the call runs. Nothing changes on the server itself. For apply_automation_recipe, this is the rule to start with:
apply_automation_recipe stays usable, but rate-capped: a runaway agent can't fire it dozens of times a minute. Everything else on the server is denied unless you say otherwise.
The button opens the PolicyLayer dashboard: create your workspace, connect Livepilot, apply this rule, and every apply_automation_recipe call is checked against it from then on.
Questions about apply_automation_recipe
apply_automation_recipe is a execute tool on the Livepilot MCP server. It is categorised as a Execute tool in the Livepilot MCP Server, which means it can trigger actions or run processes. Use rate limits and argument validation.
Register the Livepilot MCP server in PolicyLayer and add a rule for apply_automation_recipe: 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 Livepilot. Nothing to install.
apply_automation_recipe 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 apply_automation_recipe 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_automation_recipe. 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_automation_recipe is provided by the Livepilot MCP server (livepilot). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
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