This record as markdown: /tools/io-github-dreamrec-livepilot/search-samples.md
What search_samples does on Livepilot
AI agents call search_samples to retrieve information from Livepilot without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
Why search_samples is rated Low
Search operations are inherently read-only—they retrieve or query data with no side effects. Even within a music production context where Ableton samples could be part of the project state, a search function merely locates and returns sample metadata or references without creating, modifying, deleting, or executing anything. The low severity reflects minimal blast radius if an AI agent performs unnecessary searches.
From the tool's definition Tool name 'search_samples' indicates a query/retrieval operation. The description is empty, limiting direct evidence, but the name strongly suggests searching through a sample library without modification.
Attacks that exploit this kind of access
The rule that runs search_samples 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 search_samples, this is the rule to start with:
search_samples is read-only, so it stays allowed. 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 search_samples call is checked against it from then on.
Questions about search_samples
search_samples is a read tool on the Livepilot MCP server. It is categorised as a Read tool in the Livepilot MCP Server, which means it retrieves data without modifying state.
Register the Livepilot MCP server in PolicyLayer and add a rule for search_samples: 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.
search_samples is a Read tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the search_samples 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 search_samples. 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.
search_samples 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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