ops classify

Classify a ticket description as bug, feature, chore, or docs. Uses AI to determine ticket type and suggest routing. Outputs a classification with confidence and a suggested ADO work item type.

Synopsis

Classify a ticket as bug, feature, chore, or docs

Terminal

$ops classify "<TEXT>"

Arguments

Argument	Description
TEXT	Ticket text to classify (required)

Flags

Flag	Type	Description	Default
--json	flag	Output as JSON for scripts and AI agents	—

Examples

Expected classification: bug → Issue

Terminal

$ops classify "Sling timeout on large tables"

Expected classification: feature → Issue

Terminal

$ops classify "Add Teams notification for failed Prefect flows"

Expected classification: docs → Task (JSON output)

Terminal

$ops classify "Update CLAUDE.md for wdp-import" --json

ADO Work Item Mapping

The Wasteology ADO project uses the Basic process template, so classifications map to a limited set of work item types:

Classification	ADO Work Item Type
bug	Issue
feature	Issue
chore	Task
docs	Task

Pair With route

ops classify answers "what kind of work is this?". Use ops route to then decide who owns it.