PyPI Stats
aimat-lab

kgcnn

Graph convolutions in Keras with TensorFlow, PyTorch or Jax.
PyPI GitHub
Downloads
Day
99
Week
194
Month
1.4K
Stars
119
Forks
30
Issues
13
Version
4.0.2

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
44
Adoption
31
Community
40
How the maintenance status was determined
Last commit
486 days ago
Monthly downloads
1,356
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
1,356
Stars
119
Stars per 1k downloads
87.76
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
28
Month daily avg
45
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
Not specified
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
Package does not declare a minimum Python version.
License categories
License
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
483 days ago
Total releases
29
Releases/year
5.6
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
13
Monthly downloads
1,356
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
49
 
Issue Burden
109.2
per 1k stars
Discussions
16.8
per 1k stars
Fork Ratio
43.3%
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 10

Python Versions

3.11
50.0% 5
3.12
50.0% 5

Top Countries

1. US US
10
2. CN CN
2
3. CA CA
1

Dependencies

18
1 optional dependencies

Used By

1

Package Information

License
Unknown
First Release
February 23, 2021
Last Release
1 year ago
Last Commit
1 year ago
Latest Version
4.0.2
Total Releases
29
Contributors
13
Open PRs
0
Archived
No
Author
Patrick Reiser
Python Versions
3
Wheels
py3
Keywords
materials science machine learning deep graph networks neural
Topics
graph-convolution ragged-tensors graph-networks graph-algorithms graphs molecules networks machine-learning neural-networks
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links