How Qalibr works
Every report runs the same short pipeline before it reaches you. Qalibr does the busywork; you make the call.
Read
Qalibr reads the entire thread, not just the last line, and extracts the real signal.
Judge
It classifies the report (bug, question, feature request, user error, incident, operational support, or ambiguous) so only real, actionable bugs move forward. See Judgment & classification.
Deduplicate
It compares against everything it has seen and surfaces matches with a Match score.
Enrich
It drafts a clean, structured Report: title, severity, repro steps, context.
Score
It assigns a Signal score (0–100) so priority is obvious.
Route on approval
When you approve, it opens the ticket or links the duplicate. Nothing routes automatically.
The gate is deliberate. Qalibr prepares everything; a human approves before anything reaches the tracker. See The approval gate.