Cq vs ProofShot

“Agents sharing solutions with other agents — this is how agent ecosystems should work. The Mozilla backing gives it credibility and staying power.”

“Clean integration — just point it at your dev server and it handles screenshot capture and context injection. The token cost of sending screenshots is non-trivial though, so you want to be selective about when you trigger it. Works best as a verification step, not continuous monitoring.”

“This is the emergence of collective agent intelligence. Individual agents learning from the swarm. Mozilla is building infrastructure for the agentic web.”

“Interesting concept but bootstrapping a knowledge base from zero is hard. Stack Overflow took years to become useful. Agent queries are even more varied.”

“Vision models still struggle with subtle layout issues — off-by-one pixel gaps, wrong font weights, slightly misaligned elements. ProofShot catches the obvious breaks but do not expect pixel-perfect QA. You still need human eyes for production UI.”

“As someone who has watched AI agents confidently ship broken layouts, this is a godsend. The visual feedback loop means agents can actually catch that the button is overlapping the nav bar. Design quality from AI coding just leveled up.”