AI agents use add_model to create or update resources in Llauncher — usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Llauncher environment.
This tool creates or registers a new model configuration, which is a reversible write operation. It does not execute code or delete data, nor does it involve financial transactions. The severity is medium because misconfiguration could impact inference server availability or resource consumption, but the action itself is reversible—configurations can be updated or removed.
From the tool's definition Tool name 'add_model' and description 'Add a new model configuration' indicate creation of new data. The server manages llama.cpp instances, and adding a model configuration creates a new reversible entry in the system's model registry.
Attacks that exploit this kind of access
Add a new model configuration. It is categorised as a Write tool in the Llauncher MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the Llauncher MCP server in PolicyLayer and add a rule for add_model: 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 Llauncher. Nothing to install.
add_model 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 add_model 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 add_model. 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.
add_model is provided by the Llauncher MCP server (shanevcantwell/llauncher). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Every MCP server has a record like this.
Type a name, get the same breakdown: verified identity, auth posture, risk grade, capabilities, recommended policy.
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