record_positive_preference

A write tool on the Livepilot MCP server.

SERVERLivepilot SOURCElivepilot

Medium RISK CLASS

Category Write

Parameters 00 required

Recommended Rate-limitedsee the rule below

Registry record Grade F, identity unverified Pull the record →

This record as markdown: /tools/io-github-dreamrec-livepilot/record-positive-preference.md

WHAT IT DOES

What record_positive_preference does on Livepilot

AI agents use record_positive_preference 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.

RISK

Why record_positive_preference is rated Medium

The name implies recording or saving a positive preference (likely user feedback or a favorited setting), which is a Write operation. However, with no description, the actual behavior is unknown. Given the music production context and sibling tools, it likely saves a user preference or annotation. Confidence is low due to the empty description.

From the tool's definition Tool name 'record_positive_preference' suggests writing/storing a preference, but the description is empty and uninformative.

Attacks that exploit this kind of access

RECOMMENDED RULE

The rule that runs record_positive_preference 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 record_positive_preference, this is the rule to start with:

record_positive_preference Rate-limited

record_positive_preference 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.

View as policy code

policy.json

{
  "version": "1",
  "default": "deny",
  "tools": {
    "record_positive_preference": {
      "limits": [
        {
          "counter": "record_positive_preference_rate",
          "window": "minute",
          "max": 30,
          "scope": "grant"
        }
      ]
    }
  }
}

LIMIT THIS TOOL → Instant setup, no code required.

The button opens the PolicyLayer dashboard: create your workspace, connect Livepilot, apply this rule, and every record_positive_preference call is checked against it from then on.

FAQ

Questions about record_positive_preference

What does the record_positive_preference tool do? +

record_positive_preference 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.

How do I enforce a policy on record_positive_preference? +

Register the Livepilot MCP server in PolicyLayer and add a rule for record_positive_preference: 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.

What risk level is record_positive_preference? +

record_positive_preference is a Write tool with medium risk. Write tools should be rate-limited to prevent accidental bulk modifications.

Can I rate-limit record_positive_preference? +

Yes. Add a rate_limit block to the record_positive_preference 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.

How do I block record_positive_preference completely? +

Set action: deny in the PolicyLayer policy for record_positive_preference. 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.

What MCP server provides record_positive_preference? +

record_positive_preference 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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