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  3. Vector similarity explorer
Your files stay on your device

Vector similarity explorer

Rank embeddings against a query by cosine, dot product, or distance, with dimension and normalization checks.

This tool is in beta

Still being tested. If a result looks wrong, tell us.

Report a problem

Paste a query vector and some candidates, then press Rank candidates.

All four metrics are computed for every candidate no matter which one ranks, so you can see where the orders disagree. Cosine and dot product rank higher-is-closer; the two distances rank lower-is-closer. Everything runs in this tab and nothing is uploaded.

Comparison

One vector. Any of the shapes below.
Up to 2,000 vectors, 8,192 dimensions
JSON, JSONL, or CSV, dropped or opened
Rank by

Every field accepts a single vector, an array of vectors, records with an embedding array, an id-to-vector mapping, an embeddings API response, JSONL, or one label-plus-numbers line per vector. Fields hold up to 5 million characters each.

Runs on this device. Nothing is uploaded.

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