Capman: Making AI Agent Execution Transparent and Efficient Without UI Navigation

Capman solves a critical pain point in AI automation: instead of forcing agents to navigate UIs inefficiently, it provides machine-readable capability manifests for direct API access. By surfacing complete execution traces, it makes AI decision-making transparent and debuggable—transforming what was once a black box into code developers can inspect and improve like any other backend system.