failure-triage

Local-first maintainer automation: explain CI failures, queue agent work, and ship safer OSS releases.

On this task an LLM did not beat free deterministic clustering. Clustering is worth +60.6 macro F1 over the majority floor at zero cost; adding claude-opus-5 cost 11.9 macro F1 and $0.31. Measured against a published corpus. Project 1 of an AI-in-QA portfolio.

GitHub Action: classify failed CI logs locally and link the PatchRail /fix remediation guide. Read-only, no PR/comment.

Read-only GitHub Action that turns one failed job log into a compact, line-cited JSON and Markdown evidence packet. Deterministic by default; optional OpenAI analysis is CLI-only.

The-QA-Skill — the AI-native QA operating system for coding agents. 28 skills + deterministic execution platform: risk engine, impact selection, 12-category triage, tiered self-healing, evidence bundles, quality graph, MCP server. Sponsored by xShredo.dev