We built an open-source browser automation MCP because we wanted something simple:
Observe a webpage once, let an LLM interact with it, then export a Playwright script that actually works.
That sounds straightforward.
It wasn't.
While benchmarking against Playwright MCP, we discovered something we hadn't considered: observation quality isn't the biggest contributor to cost. Iteration is.






