Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
16
Adoption
31
Community
30
How the maintenance status was determined
Last commit
26 days ago
Monthly downloads
1,353
•
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
1,353
Stars
5
Stars per 1k downloads
3.70
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
6
Month daily avg
45
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
<3.13,>=3.12
•
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
CC BY-ND 4.0
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
163 days ago
Total releases
38
Releases/year
42.8
•
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
2
Monthly downloads
1,353
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
8
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
66.7%
contrib / forks
Stale Release
137d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Windows
2
Python Versions
3.12
100.0%
2
Top Countries
1.
CN
2
CN
2.
CA
1
CA
Dependencies
19
- aiohttp <4.0.0,>=3.8.0
- anyio <5.0.0,>=4.0.0
- cachetools <6.0.0,>=5.3.0
- click <9.0.0,>=8.0.0
- fastapi <1.0.0,>=0.100.0
- fastmcp >=2.12.0
- huggingface-hub >=0.33.4
- imas-data-dictionaries >=4.1.0
- nest-asyncio <2.0.0,>=1.5.0
- networkx <4.0,>=3.0
- numpy >=2.3.1
- pint <0.25.0,>=0.24.4
- psutil >=6.1.1
- pydantic <3.0.0,>=2.11.4
- python-dotenv >=1.0.0
- pyyaml <7.0,>=6.0
- scikit-learn >=1.7.2
- starlette <1.0.0,>=0.37.0
- uvicorn <1.0.0,>=0.30.0
9 optional dependencies
- asv[bench]
- coverage[test]
- pytest[test]
- pytest-asyncio[test]
- pytest-benchmark[test]
- pytest-cov[test]
- pytest-timeout[test]
- pytest-xdist[test]
- sentence-transformers[transformers]
Used By
0
Not used by any tracked packages
Package Information
License
CC BY-ND 4.0
First Release
June 16, 2025
Last Release
5 months ago
Last Commit
3 weeks ago
Latest Version
3.2.0
Total Releases
38
Contributors
2
Open PRs
0
Archived
No
Python Versions
3
3.12
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh