Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
68
Adoption
47
Community
60
How the maintenance status was determined
Last commit
176 days ago
Monthly downloads
53,779
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
53,779
Stars
1,876
Stars per 1k downloads
34.88
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
895
Month daily avg
1,793
Momentum
-50.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python 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
Apache Software 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
176 days ago
Total releases
140
Releases/year
37.0
•
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
20
Monthly downloads
53,779
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
53
Issue Burden
20.8
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
10.2%
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
646
Windows
22
macOS
15
Python Versions
3.11
43.9%
291
3.12
43.6%
289
3.14
5.3%
35
3.10
3.6%
24
3.13
3.6%
24
Top Countries
1.
US
514
US
2.
IE
86
IE
3.
IN
42
IN
4.
FI
16
FI
5.
SG
16
SG
6.
MA
13
MA
7.
ET
10
ET
8.
FR
6
FR
9.
CN
4
CN
10.
CA
3
CA
Dependencies
14
- click
- filetype <2,>=1.2.0
- jsonlines
- jsonschema <5,>=4.23.0
- loguru
- numpy
- pandas
- pillow
- pyarrow
- pydantic <3,>=2
- pyjwt
- requests
- rich
- tqdm
21 optional dependencies
- black[dev]
- boto3[aws]
- cairosvg[dev]
- coverage[dev]
- gpt4all[local]
- isort[dev]
- mkautodoc[dev]
- mkdocs-jupyter[dev]
- mkdocs-material[dev]
- mkdocstrings[dev]
- myst-parser[dev]
- nomic[dev]
- nomic[all]
- pandas[dev]
- pillow[dev]
- pylint[dev]
- pyright[dev]
- pytest[dev]
- pytorch-lightning[dev]
- sagemaker[aws]
- twine[dev]
Package Information
License
Apache Software License
First Release
July 26, 2022
Last Release
5 months ago
Last Commit
5 months ago
Latest Version
3.9.0
Total Releases
140
Contributors
20
Open PRs
11
Archived
No
Author
nomic.ai
Python Versions
3
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh