microsoft/OmniParser
OmniParser
OmniParser is a multimodal interaction engine designed to function as a desktop automation agent. It interprets visual screen information to execute complex, multi-step tasks across operating system environments by bridging visual interface perception with language models. Through a continuous cycle of observation and command execution, the system grounds high-level natural language instructions into precise, coordinate-based actions.
The project distinguishes itself by utilizing vision-based parsing to interact with software interfaces without requiring access to underlying application programming interfaces or platform-specific accessibility frameworks. It decomposes complex screenshots into structured semantic elements and maps raw pixel data to labeled interactive components. This approach enables consistent automated workflows across varying display resolutions by normalizing coordinate spaces and relying on visual recognition rather than code-level hooks.
The software provides a comprehensive framework for autonomous agent development, allowing for the transformation of static interface captures into structured data representations. This capability facilitates accurate element identification and interaction for vision-based models during repetitive desktop tasks.