PyRank
huggingface

sentence-transformers

State-of-the-Art Embeddings, Retrieval, and Reranking
PyPI GitHub
More links
Download Stats
Monthly downloads
22.5M
Weekly downloads
5.1M
GitHub stars
19.2K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
6.1.0
Requires Python
>=3.10
Licence
Apache-2.0
Last Release
4 weeks ago
First Release
July 25, 2019
Total Releases
84
Python Versions
3.10 3.11 3.12 3.13
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
89
Adoption
70
Community
80
Provenance
0
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
22,478,825
• 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
22,478,825
Stars
19,160
Stars per 1k downloads
0.85
• 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
726,392
Month daily avg
749,294
Momentum
-3.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
• Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache-2.0
• 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
28 days ago
Total releases
84
Releases/year
11.6
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
327
Monthly downloads
22,478,825
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
70
 
Issue Burden
66.8
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
11.1%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 469.8K
Windows 21.2K
macOS 11.9K

Python Versions

3.12
32.9% 153.1K
3.9
20.5% 95.4K
3.13
19.8% 91.9K
3.11
17.6% 81.9K
3.10
9.2% 42.6K

Top Countries

1. US US
401.3K
2. DE DE
13.5K
3. IN IN
10.1K
4. IE IE
8.4K
5. SG SG
7.4K
6. NL NL
6.2K
7. GB GB
5.4K
8. FR FR
5.2K
9. CA CA
4.4K
10. JP JP
4.2K

Weekly Downloads

GitHub Stars

Dependencies

9
18 optional dependencies

Used By

3010
View all 3010 dependents

Repository details

Forks
2.9K
Issues
1.3K
Last Commit
1 week ago
Contributors
327
Open PRs
65
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
Transformer Networks BERT XLNet sentence embedding PyTorch NLP deep learning
Sources and methodology