Building a Custom MCP Server for Playwright Test Data (2026 Guide)
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If you have spent any real time running Playwright suites at scale, you already know that test code was never the hard part. The hard part was always test data. Flaky fixtures, stale seed files, hand-rolled faker scripts scattered across a dozen repos,…
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From Manual QA to AI Quality Engineer: An Honest Transition Roadmap
If you have spent years running manual test cycles, writing test cases in Excel or TestRail, and reporting bugs in Jira, you have probably noticed the ground shifting under your feet. Job postings that used to say “Manual Tester” now say…
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Self-Healing Tests in Playwright: How They Work & How to Implement Them
Honest disclaimer before we start: I have spent a genuinely embarrassing number of hours debugging test failures that had absolutely nothing to do with the application under test. The button was right there on the screen. The user could click it. My…
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