Rank listing photos with one click.

Upload a gallery, run the ranker, review the sequence, and capture results.

Other paths

API & CLI

Stateless mode ranks everything in one request and keeps review edits client-side.

APICLI

API

One-shot multipart ranking without persisted jobs or result pages.

POST /api/v1/rankings/sync
Content-Type: multipart/form-data

Send images as repeated files parts plus ranking options in the same multipart request.

CLI

One-shot CLI flow that returns the final ranking immediately.

node packages/cli/bin/listing-photo-ranker.js rank \
  ./photos --sync --method llm_judge --top 8

node packages/cli/bin/listing-photo-ranker.js rank \
  ./photos --sync --json > ranking.json

In stateless mode, use --sync. The status and feedback commands remain stateful-only.