PyRank
scverse

scanpy

Single-cell analysis in Python. Scales to >100M cells.
PyPI GitHub
Downloads
Day
33.1K
Week
207.9K
Month
827.6K
Stars
2.5K
Forks
742
Issues
484
Version
1.12.1

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
76
Adoption
79
Community
100
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
827,608
• 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
827,608
Stars
2,457
Stars per 1k downloads
2.97
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
29,694
Month daily avg
27,587
Momentum
+7.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.12
• 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
BSD-3-Clause
• 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
42 days ago
Total releases
92
Releases/year
10.4
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
176
Monthly downloads
827,608
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
80
 
Issue Burden
197.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
23.7%
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 19.6K
macOS 577
Windows 563

Python Versions

3.12
48.0% 9.0K
3.11
28.0% 5.2K
3.13
9.9% 1.9K
3.10
9.7% 1.8K
3.8
4.3% 815

Top Countries

1. US US
15.2K
2. IE IE
2.8K
3. CN CN
826
4. AE AE
555
5. SG SG
360
6. HK HK
213
7. NL NL
180
8. DE DE
153
9. CH CH
116
10. TW TW
100

GitHub Topics

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

Package Information

License
BSD-3-Clause
First Release
July 24, 2017
Last Release
1 month ago
Last Commit
1 week ago
Latest Version
1.12.1
Total Releases
92
Contributors
176
Open PRs
87
Archived
No
Author
Adam Gayoso, Alex Wolf, Andrés R. Muñoz-Rojas, Davide Cittaro, Fidel Ramirez, Giovanni Palla, Gokcen Eraslan, Ilan Gold, Isaac Virshup, Lukas Heumos, Malte Luecken, Marius Lange, Philipp Angerer, Sergei Rybakov, Tobias Callies, Tom White
Python Versions
3.12 3.13 3.14
Wheels
cp35 cp36 py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links