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fastembed

v5.17.2 Stable

Library for generating vector embeddings, reranking locally.

Apache-2.0 Edition 2021

Quick Verdict

  • โœ“Actively maintained (updated 28d ago)
  • โœ“Stable API (5.x for 2+ years)
  • โœ“Massive adoption (3.3K crates depend on it)
  • โœ“Permissive license (Apache-2.0)

Security

Checking security advisories...
Downloads
2.0M
Dependents
3.3K
Releases
102
Size
448KB

Deep Insights

๐Ÿ“ˆ
Strong growth momentum

560.2K downloads in the last 30 days (18.7K/day), up 52% from the previous period.

๐Ÿ”—
Widely adopted

3.3K crates depend on fastembed. Strong ecosystem adoption means battle-tested code and long-term stability.

โš ๏ธ
Single maintainer risk

fastembed has only 1 owner despite 3.3K dependents. This is a bus-factor concern โ€” consider the implications for long-term support.

โœ…
Stable for 2+ years

The API has been stable (1.x) for over 2 years with 102 releases. This level of maturity means you can depend on it without worrying about breaking changes.

๐ŸŒŸ
Used by top crates

Notable dependents include langchain-rust, swiftide-integrations, bkmr, rig-fastembed, dragon_db. When high-quality crates choose fastembed, it's a strong quality signal.

Health Breakdown

Maintenance 17/25

Recency, release consistency, active ratio

Quality 20/25

Yanked ratio, deps, size, maturity, features

Community 10/20

Reverse deps, ownership, ecosystem

Popularity 8/15

Downloads, momentum, growth trend

Documentation 13/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
12K/day avg+43%
010K20K30K4/265/146/16/197/77/24

Top Dependents

Version Adoption

v5.13.3
34%
v5.17.2
29%
v5.13.4
25%
v5.16.0
7%
v5.15.0
6%

Release Timeline

10 releasessince 2026
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2026
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Feature Flags

default =["ort-download-binaries-native-tls", "hf-hub-native-tls", "image-models"]

mklcudacudnnmetalqwen3hf-hubonlinedirectmlaccelerateoptimum-cliimage-models*nomic-v2-moeort-load-dynamichf-hub-native-tls*hf-hub-rustls-tlsort-download-binariesort-download-binaries-native-tls*ort-download-binaries-rustls-tls

README

Loading README...

Maintainers

Dependencies
13
direct dependencies
Dependents
3.3K
crates depend on fastembed