mivia

mivia / docs / models

Models

The models mivia ships: small single-purpose artifacts behind strict JSON APIs. One model ships today.

mivia-small-json

Any text in, strictly valid JSON out. Give it a raw string - a log dump, a ticket in German, a chat message - plus an output schema, and it returns a complete, valid record or a typed clarification, never a refusal and never invalid JSON.

  • Twelve built-in schema classes plus your own, selected zero-shot
  • Nine languages served end to end
  • ~650 MB of int8 artifacts, CPU only, under 2 GB of RAM
  • REST API and MCP server in one non-root container
  • No request logs, no retention: nothing you send is kept

model card: benchmarks, guarantees, and the interface reference

the deep dive (pdf): the story, the numbers, the limits