PyPI Stats
criticaldata

shortkit-ml

A unified framework to detect, benchmark, and mitigate shortcut learning in machine learning models across medical imaging and beyond.
PyPI GitHub
Downloads
Day
18
Week
31
Month
120
Stars
8
Forks
1
Issues
0
Version
0.1.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
50
Popularity
16
Adoption
20
Community
40
How the maintenance status was determined
Last commit
29 days ago
Monthly downloads
120
• 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
120
Stars
8
Stars per 1k downloads
66.67
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
4
Month daily avg
4
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
<3.13,>=3.10
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
• 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
40 days ago
Total releases
1
Releases/year
9.1
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
24
Monthly downloads
120
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
24
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
2400.0%
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 4

Python Versions

3.11
100.0% 4

Top Countries

1. US US
4
2. CA CA
1

Dependencies

16
50 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
March 27, 2026
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
0.1.0
Total Releases
1
Contributors
24
Open PRs
0
Archived
No
Author
Sebastian Cajas, Aldo Marzullo, Sahil Kapadia, Qingpeng Kong, Filipe Santos, Alessandro Quarta, Leo Celi
Python Versions
3.10 3.11 3.12
Wheels
py3
Keywords
machine-learning bias-detection embeddings fairness shortcuts
Topics
machine-learning shortcuts
Tracking Since
March 29, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links