Label Doctor for Jira label cleanup
Label Doctor groups duplicate and near-match labels, previews affected issues, lets admins choose canonical labels, and keeps cleanup jobs reviewable with audit and undo state.
Trials, purchase, billing, and exact pricing are handled on Atlassian Marketplace.
Built for Jira admins and reporting owners cleaning labels before dashboards, automation, and JQL standards drift further.
Last updated: 2026-06-18
Label sprawl breaks search, automation, reports, and dashboards because one concept becomes five labels. The risky part is not spotting the mess; it is bulk-changing labels without a preview or recovery path.
The buyer-facing output is a merge preview with candidate groups, canonical selections, affected issue counts, similarity grouping, applied job state, and undo availability.
Sample - synthetic data
A synthetic label cleanup preview showing duplicate groups, canonical choices, affected issue counts, job state, and short-term undo availability.
Best for: Jira admins, reporting owners, and teams whose labels have become inconsistent across projects.
Not for: Custom colored-label fields, dashboard gadgets, or broad reporting beyond label cleanup and lightweight management.
Use Label Doctor when labels are fragmenting search, automation, dashboards, and reports, but admins need to preview affected issues before applying a merge or replace job.
Build a label inventory across selected projects or the accessible Jira scope.
Inspect exact, casing, punctuation, near-match, and numeric variants with affected issue counts.
Pick the label that should remain after cleanup.
Review the proposed merge or replace change set before writing.
Apply the cleanup job, track progress, and retain audit and undo records.
Yes. Admins can preview affected issue counts before running merge or replace actions.
Recent supported merge or replace operations can be undone while the stored undo snapshot is still available. Treat undo as short-term recovery after a recent job, not permanent label version history.
No. Label Doctor focuses on Jira label cleanup and lightweight label management.
Label Doctor cleans labels on issues. Filter Hygiene governs saved-filter cleanup need, supported impact, guarded changes, and evidence.
Install from Marketplace
Install Label Doctor, scan for duplicate or near-match labels, and review affected issues before running a supported merge or replace job.
Saved-filter cleanup and impact review
See which saved filters need cleanup, what supported relationships they affect, and the safest next action before changing them.
Notion to Jira handoff
Create Jira issues from Notion pages and databases with preview-first control.
Solution
Jira admin work often fails in small places: over-shared filters, owner drift, label sprawl, and silent board changes. ArdSaor apps focus on these concrete cleanup and governance jobs with previews, audit records, and Forge-first architecture.