The PinVari blog
Giving AI coding agents the exact element you mean — the honest technical details of point-and-speak.
Give your AI coding agent eyes: hand Claude Code the exact element
Screenshots make your agent guess. Point-and-speak resolves the exact named UI element you circled and hands it to Claude Code over local MCP.
Read →AX tree vs screenshots: why your agent keeps editing the wrong button
Screenshots make coding agents guess coordinates and pick the wrong button. The fix is the named accessibility element, with confidence and provenance.
Read →The hidden token cost of giving an agent context — and how pointing cuts it
An agent's discovery phase — screenshots and accessibility-tree walks to figure out which element you meant — burns most of the tokens on a UI fix. The real math, and how a resolved named element skips it.
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