PyRank
pymc-devs

pymc-extras

Powerful add-ons for PyMC
PyPI GitHub
Downloads
Day
15.9K
Week
99.9K
Month
381.5K
Stars
137
Forks
82
Issues
103
Version
0.11.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
49
Adoption
85
Community
90
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
381,508
• 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
381,508
Stars
137
Stars per 1k downloads
0.36
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
14,270
Month daily avg
12,717
Momentum
+12.2%
((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
Apache License 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
8 days ago
Total releases
21
Releases/year
14.6
• 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
73
Monthly downloads
381,508
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
88
 
Issue Burden
751.8
per 1k stars
Discussions
87.6
per 1k stars
Fork Ratio
89.0%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 12.2K
macOS 45
Windows 18

Python Versions

3.12
95.3% 11.7K
3.11
1.7% 210
3.14
1.7% 203
3.13
1.3% 156
3.10
0.0% 2

Top Countries

1. IE IE
10.0K
2. US US
2.0K
3. DE DE
135
4. SG SG
39
5. GB GB
36
6. JP JP
24
7. IN IN
22
8. RU RU
10
9. BE BE
9
10. AU AU
8

Dependencies

5
12 optional dependencies

Used By

4

GitHub Topics

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

Package Information

License
Apache License 2.0
First Release
December 14, 2024
Last Release
1 week ago
Last Commit
1 week ago
Latest Version
0.11.0
Total Releases
21
Contributors
73
Open PRs
40
Archived
No
Python Versions
3 3.12 3.13 3.14
Wheels
py3
Keywords
bayesian machine learning mcmc probability sampling statistics
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links