Local-first maintainer automation: explain CI failures, queue agent work, and ship safer OSS releases.
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Updated
Jul 23, 2026 - Python
Local-first maintainer automation: explain CI failures, queue agent work, and ship safer OSS releases.
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.
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.
To associate your repository with the failure-triage topic, visit your repo's landing page and select "manage topics."