// BLOG

Notes from the deep.

Ad intelligence, competitive research, and building for AI agents.

Jul 3, 2026
Mantaray is live: the ad-intelligence MCP
Why we built an MCP server that gives AI assistants eyes on every ad your competitors run — and how to add it to yours in 30 seconds.