Ci log fixing at its best !
Your red build hands you 10k lines. The actual cause is line 4; everything after it is consequence.
ci-whisper reads a failed CI log and ranks signals so the cause outranks its own consequences, then prints the first real error, the causal chain, and a suggested fix.
Three ways to use it:
gh run view --log-failed | ci-whisper ci-whisper --file build.log ci-whisper --gh <run-id> --json # for a bot or agent skill Exit code 1 when no error signal is found, so you can gate on it in scripts.
Install: pipx install ci-whisper
原文：https://www.a8q9.cn/en/article/ci-log-fixing-at-its-best-547933.html