Search Results for "key windows"

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...

semantic-graph finds duplicate and related tests in your test suite. It scans Playwright-style test files written with test() and test.describe(), embeds each test, groups similar tests with DBSCAN clustering and names each cluster with an LLM. The results open in a local web UI with a folder tree and a 2D similarity graph laid out with UMAP, so overlapping tests are easy to spot. It is for developers and QA engineers who want to keep a growing suite lean and find tests that cover the...