Dzone iconDzoneSep 22, 2026

Using Graph RAG and Specialized Agents to Repair Playwright Tests

End-to-end tests are crucial components of modern CI/CD pipelines, helping to ensure that changes do not cause regressions before deployment. Playwright offers network inspection, automatic waiting, browser isolation, tracing and cross-browser execution.

Using Graph RAG and Specialized Agents to Repair Playwright Tests

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End-to-end tests are crucial components of modern CI/CD pipelines, helping to ensure that changes do not cause regressions before deployment.

Requirements, source code, page structure, APIs, selectors, authentication rules, test data can all change at the same time in a sprint.

Playwright offers network inspection, automatic waiting, browser isolation, tracing and cross-browser execution.

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The useful part

End-to-end tests are crucial components of modern CI/CD pipelines, helping to ensure that changes do not cause regressions before deployment. Playwright offers network inspection, automatic waiting, browser isolation, tracing and cross-browser execution. While useful for improving automation, these features cannot replace the engineering work needed to develop, identify and monitor effective tests.

How it works

  • Requirements, source code, page structure, APIs, selectors, authentication rules, test data can all change at the same time in a sprint.
  • The reason for a Playwright test failure can include any of the following: regression in the application, the application's outdated locator, outdated test data, inability to reach the application, or...

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