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Tool profile · Embedding Models

Nomic Embed

Top pick

The sovereign default — Apache-2.0, one command in Ollama, up to 8k context with rotary scaling.

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sovereignty

nomic-embed-text-v1.5 is the open model that made local embeddings boring: Apache-2.0 with the training recipe published, Matryoshka dimensions to trade size for speed, and one-command serving through Ollama on hardware you already own. Its context is 2,048 tokens by default and scales to 8,192 with dynamic rotary scaling switched on — Ollama's build stops at 2K, so chunk to fit.

OPEN SOURCEApache-2.0SELF-HOSTLOCAL-FIRST
LicenseApache-2.0
PricingFree — runs locally via Ollama or sentence-transformers; your hardware is the cost
Open sourceYes
Self-hostableYes
Local-first dataYes

What it does well

  • +Truly open: Apache-2.0 including the training recipe
  • +Up to 8,192 tokens with rotary scaling — 2,048 by default
  • +One-command local serving through Ollama, CPU-friendly

Where it falls short

  • −English-focused — the multilingual variant is weaker
  • −You own the serving and monitoring
  • −Benchmark ceiling sits below the premium hosted models

Nomic Embed as an alternative to

Where Nomic Embed shows up in our comparisons, and how it ranked.

Nomic Embed head-to-head

Straight comparisons against the tools people weigh it against.

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