PyRank
ACEsuit

mace-torch

MACE - Fast and accurate machine learning interatomic potentials with higher order equivariant message passing.
PyPI GitHub
Downloads
Day
2.8K
Week
18.3K
Month
73.2K
Stars
1.2K
Forks
428
Issues
102
Version
0.3.16

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
69
Adoption
68
Community
90
How the maintenance status was determined
Last commit
12 days ago
Monthly downloads
73,155
• 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
73,155
Stars
1,179
Stars per 1k downloads
16.12
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
2,616
Month daily avg
2,438
Momentum
+7.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.9
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 License
• 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
12 days ago
Total releases
14
Releases/year
5.9
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
54
Monthly downloads
73,155
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
95
 
Issue Burden
86.5
per 1k stars
Discussions
352.8
per 1k stars
Fork Ratio
12.6%
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 1.2K
macOS 32
Windows 28

Python Versions

3.12
46.6% 595
3.11
39.3% 501
3.10
9.4% 120
3.13
4.3% 55
3.14
0.4% 5

Top Countries

1. US US
1.0K
2. HK HK
94
3. SG SG
78
4. CN CN
61
5. FR FR
36
6. GB GB
20
7. DE DE
17
8. CA CA
15
9. BE BE
14
10. KR KR
12

Package Information

License
MIT License
First Release
January 8, 2024
Last Release
1 week ago
Last Commit
1 week ago
Latest Version
0.3.16
Total Releases
14
Contributors
54
Open PRs
52
Archived
No
Python Versions
3 3.9 3.10 3.11 3.12 3.13
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links