Pomerado turns any website into an agent-callable MCP: one exploratory run, then deterministic calls
Synopsis
Pomerado released a self-serve platform that turns websites lacking APIs or MCPs into deterministic, self-healing interfaces that AI agents can call. Previously agents reached such sites only through browser automation or computer use, which is slow, expensive and unreliable, and many companies have banned computer use over security and compliance concerns. The platform has an agent perform a task on the site once and record it, then builds a repeatable API from that run; later calls usually return results in 5 to 30 seconds.
Interpretation
Pomerado launched a self-serve platform where developers can create APIs for any website, even ones they do not own, so AI agents reach airlines, banks, e-commerce, insurance, government and legacy portals that lack APIs or MCPs through deterministic interfaces rather than browser operation. Such sites previously had no API or MCP, leaving agents dependent on browser automation or computer use, which is slow, expensive and unreliable, and most companies have banned computer use for security and compliance reasons. The stated contrast is runtime determinism: unlike computer use, the generated MCPs are deterministic at runtime and therefore much faster and cheaper, with a slightly longer first run paying off in later calls.
The platform first has an agent actually perform the requested task on the target website, then turns that example run and the data it recorded into a generalizable, repeatable API. A coding agent writes HTTP requests or a Playwright script, where Playwright is a browser-automation tool that drives page interactions, and the example run establishes how to navigate the site, operate the relevant controls and obtain the result. A separate Guardian model reviews the coding agent's calls against a set of guardrails, a battery of tests with synthetic inputs checks that the API generalizes rather than overfits one input, and a final publication agent sets a reasonable input/output schema.
Perspective
The platform targets developers and AI builders who need agents to repeatedly access sites without APIs, and is aimed at repeated, high-volume tasks; the first task takes longer, with the benefit appearing in later calls.
The material says later calls usually return results in 5 to 30 seconds and that the maintenance job can fix broken steps, add functionality or add guardrails, but does not say how many sites or tasks these mechanisms were validated on.