PinVari blog
Engineering
How PinVari works under the hood: the Accessibility API, on-device speech, local MCP.
Engineering
MCP Server for AI Agent Screen Context
A local MCP server for AI agent screen context resolves the named UI element on-device, so Claude Code gets confidence and provenance, not raw pixels.
Engineering
What Is the macOS Accessibility API Used For?
What the macOS Accessibility API is used for beyond screen readers — reading any app's UI as named AXUIElement roles, labels, and frames.