
Uou need to test what your users see in the browser: page loads, interactions, navigation flows, visual rendering, and cross-browser compatibility.
You use AI coding agents to write backend code and want automated behavioral validation against your real local infrastructure before code hits CI.
you want full-stack coverage. Playwright handles the browser layer, and Kerno handles the backend layer. Together, they cover both sides of your stack.


Cypress can make HTTP calls and validate responses, but it doesn't manage backend infrastructure, generate integration tests from your codebase, or maintain regression baselines. Kerno automates that entire API testing lifecycle.
Cypress AI generates browser tests from natural language and recorded interactions. Backend API coverage still requires you to decide what to test and when to update. Kerno indexes your codebase, discovers endpoints, and generates integration test scenarios automatically.
They test different layers. Cypress tests browser behavior. Kerno tests backend APIs: do your endpoints return the right data, handle errors correctly, and maintain their contracts when code changes. Good E2E coverage doesn't tell you whether a backend refactor broke an API contract that no UI test exercises.
No. Kerno handles backend API testing and regression detection against real backend infrastructure. For frontend, component, and E2E browser testing, use Cypress.
Yes. Both expose MCP servers. Use Kerno's MCP for backend API testing and Cypress Cloud MCP for test run insights, failure details, flaky test reports, and UI coverage data. They serve different purposes in the same workflow.