What you need

You need only three inputs.

1. An embedding matrix in .npy format.

2. A query vector in .npy format with the same dimension.

3. Optional metadata in JSONL format if you want readable identifiers or exact-match filters.

You do not need a heavy atlas bundle shipped inside the repository. That is intentionally excluded to keep the package small.