Live operator-maturity scan

Generated by labelwatch

Live operator-maturity scan

Generated at
2026-06-24T23:00:34Z (UTC)
Source DB / window
labelwatch.db, events_30d = last 30 days as of generation
Definitions source
latest labeler service record from discovery_events (or snapshot fallback per Bundle F)
Rows scanned
162
Caveat
maturity_class is a heuristic, NOT a normative judgment about any specific labeler (D-002 in the frozen finding)

Doctrine triad — current evidence

Property observed Does not imply Current evidence (this scan)
Label emission Declared consumer semantics 15 high-volume emitters publish zero definitions (F-007 cohort: events_30d > 1000 with no labelValueDefinitions)
Declared consumer semantics Operational liveness 75 abandoned labelers; 33 retain substantial declared scope (≥6 definitions) despite zero recent emissions (F-008 cohort)
Operational liveness Moderation authority 0/7 sampled production Bluesky clients hardcode any third-party labeler as a default (consumer-conversion census; point-in-time, not regenerated here)

Maturity class histogram

Heuristic categories (D-002 caveat above).

maturity_classcount
abandoned75
experimental27
unknown26
community-service13
moderation-infrastructure10
personal/reputational10
platform-root1

Top 20 by events_30d (live)

maturity_classhandleevents_30d defsservice_record_revisions
platform-rootmoderation.bsky.app2,098,500181
unknownantiantiai.bsky.social2,098,50000
moderation-infrastructurelabel.haus2,093,30021
experimentalxblock.aendra.dev1,907,938132
unknownlabeler.plural.host1,637,92800
moderation-infrastructurepds.labeler.tny.im1,084,370102163
moderation-infrastructurefucks.supply971,53014
moderation-infrastructuresnubstack.boo657,08631
unknownuspol-labeler.bsky.social393,19300
unknownoracle.posters.rip382,06600
moderation-infrastructurestechlab-labels.bsky.social379,7702633
moderation-infrastructurelabeler.antisubstack.fyi187,000110
moderation-infrastructureskywatch.blue107,224354
unknownmoderation.plyr.fm67,13600
unknowniraqwarmongers.com67,08800
experimentalrecordcollector.edavis.dev65,3007217
unknownfacelabels.bsky.social53,78800
moderation-infrastructureatls.city52,060499519
moderation-infrastructurekys.makersfield.co50,15511
unknownlabeler.nunnybabbit.com48,77400

Frozen historical finding (2026-06-08 snapshot, with full receipts + regression): findings/operator-maturity/