How to Automate Failed Test Triage With Allure TestOps and AI

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Hi, I'm Oleg. In the previous article I covered how we generate autotests from Swagger and test cases using OpenAPI Generator plus Cursor AI / Claude Code, and how we measure coverage automatically with Swagger Coverage.

This one is about the other end of the pipeline: how we triage failed autotests using Allure TestOps integrated with an issue tracker, an MCP server for TestOps, an MCP server for the tracker, and Cursor AI / Claude Code.

But I won't start with AI. First the process itself: why we need defects in TestOps, how we triage a run by hand, why it quickly becomes drudgery without matcher rules, and what exactly we automated afterwards.

Two notes for readers outside our stack: Allure TestOps is a test management system that ties manual test cases to automated tests, CI runs, and reporting. Yandex Trackeris an issue tracker, roughly analogous to Jira; TestOps...

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