"""Vision MCP Server.

Provides computer vision and image understanding capabilities.
"""

from typing import Any


class VisionServer:
    """MCP server for vision capabilities.

    Provides tools for:
    - Image description and understanding
    - Object detection and recognition
    - Scene analysis
    """

    def __init__(self) -> None:
        """Initialize vision server."""
        pass

    async def describe_image(self, image_data: str, detail_level: str = "medium") -> dict[str, Any]:
        """Generate description of an image.

        Args:
            image_data: Base64-encoded image data
            detail_level: Level of detail (low, medium, high)

        Returns:
            Image description and analysis
        """
        raise NotImplementedError

    async def detect_objects(self, image_data: str) -> dict[str, Any]:
        """Detect and identify objects in an image.

        Args:
            image_data: Base64-encoded image data

        Returns:
            Detected objects with bounding boxes and confidence scores
        """
        raise NotImplementedError

    async def analyze_scene(self, image_data: str) -> dict[str, Any]:
        """Analyze scene composition and context.

        Args:
            image_data: Base64-encoded image data

        Returns:
            Scene analysis including setting, mood, and key elements
        """
        raise NotImplementedError


def main() -> None:
    """Run the Vision MCP server."""
    # MCP server initialization will be implemented
    print("Vision MCP Server starting...")
    raise NotImplementedError


if __name__ == "__main__":
    main()
