mcp-openvision

# Active Context ## Current Development Focus The project is currently focusing on **enhanced flexibility and usability** while maintaining strict MCP compliance. We're implementing practical features that make the service more useful in real-world scenarios. ## Recent Changes 1. **Enhanced Image Input Support**: - Added support for image URLs - Added support for local file paths - Implemented automatic detection and conversion - Created robust error handling for various input types 2. **Improved Testing**: - Added comprehensive tests for all input formats - Implemented test fixtures for consistent testing - Added mocked API responses - Ensured all code is formatted with black 3. **Documentation Updates**: - Enhanced README with more detailed examples - Added examples for different image input methods - Updated memory bank documentation ## Current Implementation Status - ✅ Core MCP server implemented with FastMCP - ✅ `image_analysis` tool with flexible input handling - ✅ Robust error handling and input validation - ✅ Comprehensive tests for functionality - ✅ Configuration via environment variables ## Active Decisions 1. **Input Flexibility**: Added support for multiple image input formats to make the service more practical and user-friendly 2. **Configuration**: Using primarily environment variables for simple configuration 3. **Error Handling**: Implemented a comprehensive exception hierarchy for different error cases 4. **Testing**: Focused on thorough testing with mocks to ensure reliability without requiring actual API calls ## Next Steps The immediate next steps are: 1. **Performance Optimization**: Consider optimizing handling of large images 2. **Documentation Expansion**: Add more examples covering different use cases and models 3. **Specialized Tools**: Consider adding more specialized vision analysis tools 4. **Deployment Guidance**: Enhance deployment documentation for production use ## Implementation Principles 1. **Practical Usability**: Implement features that make the service more useful in real-world scenarios 2. **Robust Error Handling**: Provide clear error messages and graceful failure 3. **MCP Compatibility**: Ensure all tools work correctly with standard MCP clients 4. **Comprehensive Testing**: Maintain high test coverage to ensure reliability