PyPI Stats
recommenders-team

recommenders

Best Practices on Recommendation Systems
PyPI GitHub
Downloads
Day
909
Week
5.2K
Month
24.3K
Stars
21.7K
Forks
3.3K
Issues
165
Version
1.2.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
90
Adoption
53
Community
80
How the maintenance status was determined
Last commit
27 days ago
Monthly downloads
24,295
• 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
24,295
Stars
21,666
Stars per 1k downloads
891.79
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
750
Month daily avg
810
Momentum
-7.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.6
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
MIT 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
498 days ago
Total releases
13
Releases/year
2.4
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
118
Monthly downloads
24,295
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
83
 
Issue Burden
7.6
per 1k stars
Discussions
0.8
per 1k stars
Fork Ratio
3.6%
contrib / forks
Stale Release
471d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 585
Windows 7

Python Versions

3.11
80.7% 477
3.9
14.4% 85
3.10
1.9% 11
3.12
1.9% 11
3.8
1.2% 7

Top Countries

1. IE IE
476
2. JP JP
47
3. US US
30
4. KR KR
18
5. IN IN
6
6. BR BR
4
7. VN VN
3
8. BE BE
2
9. CA CA
2
10. CL CL
2

Dependencies

17
31 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT License
First Release
November 11, 2020
Last Release
1 year ago
Last Commit
3 weeks ago
Latest Version
1.2.1
Total Releases
13
Contributors
118
Open PRs
13
Archived
No
Author
Recommenders contributors
Python Versions
3.8 3.9 3.10 3.11
Wheels
py3
Keywords
recommendations recommendation recommenders recommender system engine machine learning python spark gpu
Topics
machine-learning recommender ranking deep-learning python jupyter-notebook recommendation-algorithm rating operationalization kubernetes recommendation-system recommendation-engine recommendation data-science tutorial artificial-intelligence ai
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links