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FastEmbed

Qdrant's lightweight ONNX-based Python library for generating dense, sparse and late-interaction embeddings.

  • Qdrant
  • Local only
  • Free, open source

Official site · Source code

Where it ranks

Tools without a benchmark of their own inherit the tier of the best model they offer.

Facts

Vendor
Qdrant
Approach
Vector databases & engines
Where it runs
Runs only on your own hardware
Interface
API
Skill level
Intermediate: some setup or configuration
Price
Free, open source
Pricing notes
Open-source Python library.
Source code
Open source (Apache-2.0)
GitHub stars
3.2k (19 Oct 2026)
Last verified
19 Oct 2026

Price from github.com, 19 Oct 2026.

Models it gives you

No models recorded yet.

Sources