This record as markdown: /tools/io-github-dreamrec-livepilot/apply-automation-shape.md
What apply_automation_shape does on Livepilot
AI agents use apply_automation_shape to create or update resources in Livepilot, usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Livepilot environment.
Why apply_automation_shape is rated Medium
The tool appears to modify automation curves/shapes in Ableton Live, which is a reversible data modification operation typical of Write category. Without an explicit description, confidence is reduced. It does not execute arbitrary code (Execute), delete data (Destructive), or move money (Financial). The context of music production tools and sibling operations suggests automation adjustments rather than side effects.
From the tool's definition Tool name 'apply_automation_shape' suggests modifying automation parameters in Ableton Live. Sibling tools like 'add_warp_marker', 'add_notes', and 'add_rack_macro' all perform Write operations (creating or modifying reversible track/arrangement state).
Attacks that exploit this kind of access
The rule that runs apply_automation_shape 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_shape, this is the rule to start with:
apply_automation_shape 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.
The button opens the PolicyLayer dashboard: create your workspace, connect Livepilot, apply this rule, and every apply_automation_shape call is checked against it from then on.
Questions about apply_automation_shape
apply_automation_shape is a write tool on the Livepilot MCP server. It is categorised as a Write tool in the Livepilot MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the Livepilot MCP server in PolicyLayer and add a rule for apply_automation_shape: 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_shape 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_automation_shape 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_shape. 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_shape 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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