The idea is simple: pipe your command through logifai, and Claude Code can search your logs directly. npm run dev 2>&1 | logifai Hit an error → just ask Claude "what went wrong?" It captures everything into structured NDJSON, has a Web UI with live streaming, and includes a Claude Code Skill so Claude can search your logs. It also has a Log Reference feature — select lines in the Web UI, click "Copy Ref", paste a compact logifai:// URI into Claude instead of hundreds of log lines.