model-theft

Community

Prevent unauthorized model cloning and theft.

Authorthejefflarson
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Prevents unauthorized replication of proprietary models through API abuse. Unauthenticated or unthrottled inference endpoints enable attackers to query a model and potentially distill a clone, risking IP loss and exposure of business logic.

Core Features & Use Cases

  • Enforces authentication on all inference endpoints to ensure only authorized clients can query the model.
  • Applies per-user or per-API-key rate limits and monitors for extraction patterns to detect abuse.
  • Strips sensitive signals from responses (e.g., logprobs, embeddings) and logs metadata for after-the-fact investigation.
  • Use Case: Deploying an LLM service in production where protecting IP and preventing model theft is critical.

Quick Start

Integrate model-theft protections by enabling API key authentication, per-user rate limiting, and safe response handling on your inference endpoints.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: model-theft
Download link: https://github.com/thejefflarson/soundcheck/archive/main.zip#model-theft

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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