Enable secure LLM delegation through MCP’s sampling protocol, allowing servers to request AI completions while preserving client control over model selection and data privacy.

• User approval flow for all sampling requests
• Visible context sources in generated responses
• Model hint mapping to available providers
• Safety limits on temperature/max_tokens
• Media type validation/caching