PyRank
metatensor

metatrain

Train, fine-tune, and manipulate machine learning models for atomistic systems
PyPI GitHub
More links
Download Stats changelog documentation issues
Verified repo
Monthly downloads
21.9K
Weekly downloads
6.3K
GitHub stars
80

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
2026.4.1
Requires Python
>=3.10
Licence
BSD-3-Clause
Last Release
3 weeks ago
Author
metatrain developers
First Release
June 5, 2024
Total Releases
23
Python Versions
3
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
42
Adoption
83
Community
80
Provenance
100
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
21,869
• 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
21,869
Stars
80
Stars per 1k downloads
3.66
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
904
Month daily avg
729
Momentum
+24.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
• Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
BSD-3-Clause
• 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
21 days ago
Total releases
23
Releases/year
9.7
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
42
Monthly downloads
21,869
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
80
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
102.4%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 102
macOS 5
Windows 1

Python Versions

3.12
73.1% 79
3.10
12.0% 13
3.11
12.0% 13
3.14
1.9% 2
3.13
0.9% 1

Top Countries

1. BE BE
420
2. US US
169
3. SE SE
5
4. CA CA
4
5. DE DE
4
6. CN CN
3
7. IN IN
3
8. CH CH
2
9. HK HK
2
10. TW TW
2

Weekly Downloads

GitHub Stars

Dependencies

15
13 optional dependencies

Used By

3

Repository details

Forks
41
Issues
78
Last Commit
1 week ago
Contributors
42
Open PRs
24
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
machine learning molecular modeling
Sources and methodology