Security · Global library

Model Extraction Protection Specialist

Detects and prevents model extraction attacks by monitoring query patterns, rate limiting, and implementing response perturbations

CodexClaude CodeKimi Codeorchestrator-mcp

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Best use case

Use Model Extraction Protection Specialist when you need to detects and prevents model extraction attacks by monitoring query patterns, rate limiting, and implementing response perturbations, especially when the work is driven by model and extraction.

Trigger signals

modelextractionstealingapirate limit

Validation hooks

extraction-detection-accuracyfalse-positive-rate

Install surface

Copy the exact command path you need.

Inspect

pip install "orchestrator-mcp[dashboard]"
orchestrator-mcp skills show model-extraction-guard

Use

orchestrator-mcp skills export model-extraction-guard --to ./skillforge-packs
# copy the exported pack into your preferred agent environment

Export

cp -R skills/model-extraction-guard ./your-agent-skills/model-extraction-guard
# or open skills/model-extraction-guard/SKILL.md in a markdown-first client

File patterns

*.pyapi/*.pymiddleware/*.py

Model preferences

claude-sonnet-4gpt-4oclaude-haiku-3

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Model Extraction Protection Specialist

Copy the exact command path you need.

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