model-theft
CommunityPrevent unauthorized model cloning and theft.
Software Engineering#data-protection#rate-limiting#api-authentication#llm-security#inference-endpoints#model-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 requiredComponents
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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