Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
74
Adoption
85
Community
80
Provenance
100
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
37,116
•
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
37,116
Stars
2,292
Stars per 1k downloads
61.75
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
1,788
Month daily avg
1,237
Momentum
+44.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
<3.15,>=3.11
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
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
21 days ago
Total releases
43
Releases/year
17.7
•
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
76
Monthly downloads
37,116
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
91
Issue Burden
4.8
per 1k stars
Discussions
16.1
per 1k stars
Fork Ratio
14.7%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
491
macOS
65
Windows
3
Python Versions
3.12
59.0%
328
3.11
28.4%
158
3.13
9.0%
50
3.10
2.2%
12
3.14
1.4%
8
Top Countries
1.
US
678
US
2.
BE
433
BE
3.
HK
78
HK
4.
JP
27
JP
5.
DE
23
DE
6.
GB
19
GB
7.
CN
11
CN
8.
BR
9
BR
9.
NL
8
NL
10.
KR
7
KR
Weekly Downloads
GitHub Stars *
Dependencies
23
- ase >=3.26.0
- ase-db-backends >=0.10.0
- backoff
- clusterscope ==0.0.18
- e3nn >=0.5
- huggingface-hub >=0.27.1
- hydra-core >=1.3
- lmdb <=1.7.3,>=1.6.2
- monty >=2026.2.18
- numba >=0.62.0
- numpy <2.5,>=2.0
- nvalchemi-toolkit-ops >=0.4.1
- orjson
- pyyaml
- requests
- scipy >=1.15.0
- setuptools <81.0.0
- submitit >=1.5.4
- torch ~=2.13.0
- torchtnt
- tqdm
- wandb
- websockets
25 optional dependencies
-
astroid<4[docs]extra == "docs"
-
coverage[dev]extra == "dev"
-
dscribe[adsorbml]extra == "adsorbml"
-
ipywidgets[docs]extra == "docs"
-
jupyter-book[docs]extra == "docs"
-
jupytext[docs]extra == "docs"
-
pandas[extras]extra == "extras"
-
pre-commit[dev]extra == "dev"
-
pyarrow[extras]extra == "extras"
-
pymatgen>=2025.1.9[extras]extra == "extras"
-
pytest[dev]extra == "dev"
-
pytest-cov[dev]extra == "dev"
-
quacc>=0.15.3[extras]extra == "extras"
-
ray>=2.56.1[dev]extra == "dev"
-
ray>=2.56.1[ray]extra == "ray"
-
ruff==0.5.1[dev]extra == "dev"
-
scikit-image[adsorbml]extra == "adsorbml"
-
sphinx[docs]extra == "docs"
-
sphinx-autoapi==3.3.3[docs]extra == "docs"
-
syrupy[dev]extra == "dev"
-
torch-dftd[docs]extra == "docs"
-
torch-sim-atomistic>=0.6.0[torchsim]python_version >= "3.12" and extra == "torchsim"
-
umap-learn[docs]extra == "docs"
-
vdict[docs]extra == "docs"
-
x3dase[adsorbml]extra == "adsorbml"
Used By
13
- macer 3.2K/mo
- pdb2reaction 1.9K/mo
- mlmm-toolkit 1.5K/mo
- fairchem-applications-cattsunami 947/mo
- gpuma 789/mo
- uma-ase 394/mo
- chemreporter 250/mo
- equflash 219/mo
- fairchem-lammps 210/mo
- equiformer-v3 184/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh