Rank listing photos with one click.

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

Other paths

API & CLI

The same upload, ranking, and feedback flow is available for automation and batch work.

APICLI

API

Programmatic access to the ranking lifecycle.

POST /api/v1/uploads
POST /api/v1/rankings
GET  /api/v1/rankings/:id

External API and CLI clients should send x-api-key when API_KEY is configured.

CLI

Thin HTTP client for local batches and operator workflows.

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

node packages/cli/bin/listing-photo-ranker.js status <id>

Optional flags: --api-base-url and --api-key.