General-purpose, compute-optimized, or GPU/TPU-accelerated. Built to your exact specs.
Live migration and automatic failover keep workloads online through maintenance. One free e2-micro VM every month.
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MongoDB Atlas runs apps anywhere
Deploy in 115+ regions with the modern database for every enterprise.
MongoDB Atlas gives you the freedom to build and run modern applications anywhere—across AWS, Azure, and Google Cloud. With global availability in over 115 regions, Atlas lets you deploy close to your users, meet compliance needs, and scale with confidence across any geography.
Vision-enabled AI steps for Playwright tests. Bring your own LLM.
ai-wright adds AI steps to any Playwright test. ai.act carries out UI actions from a plain-language objective, ai.verify makes vision-driven assertions that fail the step when the model is not confident enough, and ai.extract pulls structured data from the page. Screenshots are annotated with Set-of-Marks overlays and combined with DOM element maps, so the model can work through complex UIs. Keep most of each test as deterministic Playwright code and use AI only on the brittle steps.
It...
Step CI is an open-source API Quality Assurance framework. Language-agnostic. Configure easily using YAML, JSON or JavaScript. REST, GraphQL, gRPC, tRPC, SOAP. Test different API types in one workflow. Self-hosted. Test services on your network, locally or with CI/CD. Integrated. Play nicely with others.