Show HN: QAI Agent – Cluster CI failures and get a merge verdict on every PR

Category: devtools

Tags: ci-cd, test-analysis, failure-clustering, github-actions, devops-automation

Score: 7.0/10 (Innovation: 7, Technical: 6, Documentation: 5, Utility: 8)

QAI Agent is a CI/CD analysis tool that clusters test failures by normalizing error messages, scores PR risk based on failure patterns, and classifies failures via trace analysis. It's interesting because it tackles the noisy CI problem by providing actionable merge verdicts and root-cause clustering instead of just showing long failure lists.

Target audience: devops, backend devs, full-stack devs, quality engineers

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