PyRank
qdrant

fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding
PyPI GitHub

Shared Repository

This package shares its GitHub repository (qdrant/fastembed) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
416.4K
Week
2.8M
Month
13.3M
Stars
3.0K
Forks
199
Issues
111
Version
0.8.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
71
Adoption
60
Community
50
How the maintenance status was determined
Last commit
31 days ago
Monthly downloads
13,292,563
Active
Activity within 30 days
• Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
13,292,563
Stars
2,953
Stars per 1k downloads
0.22
• Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
394,964
Month daily avg
443,085
Momentum
-10.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.10.0
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache License
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
60 days ago
Total releases
44
Releases/year
15.4
• Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
40
Monthly downloads
13,292,563
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
68
 
Issue Burden
37.6
per 1k stars
Discussions
7.1
per 1k stars
Fork Ratio
20.1%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 342.1K
Windows 2.6K
macOS 2.0K

Python Versions

3.12
82.0% 283.1K
3.13
11.6% 40.1K
3.11
4.1% 14.3K
3.14
1.2% 4.3K
3.10
1.0% 3.4K

Top Countries

1. US US
297.3K
2. FI FI
31.1K
3. FR FR
6.5K
4. IN IN
2.2K
5. DE DE
1.4K
6. CN CN
1.0K
7. NL NL
680
8. SG SG
657
9. ID ID
513
10. CA CA
456

GitHub Topics

Tags from the package's GitHub repository describing what it does.

Package Information

License
Apache License
First Release
July 17, 2023
Last Release
2 months ago
Last Commit
1 month ago
Latest Version
0.8.0
Total Releases
44
Contributors
40
Open PRs
15
Archived
No
Author
Qdrant Team
Python Versions
3 3.10 3.11 3.12 3.13 3.14
Wheels
py3
Keywords
vector embedding neural search qdrant sentence-transformers
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links