PyRank
pymc-devs

pymc

Bayesian Modeling and Probabilistic Programming in Python
PyPI GitHub

Shared Repository

This package shares its GitHub repository (pymc-devs/pymc) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
49.3K
Week
265.4K
Month
1.1M
Stars
9.6K
Forks
2.3K
Issues
305
Version
6.0.1

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
85
Adoption
80
Community
90
How the maintenance status was determined
Last commit
2 days ago
Monthly downloads
1,125,082
• 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
1,125,082
Stars
9,619
Stars per 1k downloads
8.55
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
37,917
Month daily avg
37,503
Momentum
+1.1%
((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, Version 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
1 days ago
Total releases
99
Releases/year
5.7
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
477
Monthly downloads
1,125,082
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
98
 
Issue Burden
31.7
per 1k stars
Discussions
11.4
per 1k stars
Fork Ratio
21.2%
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 18.0K
Windows 550
macOS 507

Python Versions

3.12
46.6% 8.5K
3.11
25.9% 4.7K
3.13
10.5% 1.9K
3.10
9.4% 1.7K
3.9
7.6% 1.4K

Top Countries

1. US US
12.7K
2. IE IE
2.3K
3. SG SG
1.5K
4. HK HK
643
5. CN CN
424
6. BE BE
423
7. DE DE
334
8. NL NL
175
9. GB GB
152
10. JP JP
102

GitHub Topics

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

Package Information

License
Apache License, Version 2.0
First Release
January 5, 2009
Last Release
2 days ago
Last Commit
2 days ago
Latest Version
6.0.1
Total Releases
99
Contributors
477
Open PRs
187
Archived
No
Python Versions
3 3.12 3.13 3.14
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links