Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
87
Adoption
80
Community
80
How the maintenance status was determined
Last commit
71 days ago
Monthly downloads
1,316,828
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
1,316,828
Stars
13,756
Stars per 1k downloads
10.45
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
44,311
Month daily avg
43,894
Momentum
+0.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python 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
Apache License 2.0
•
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
113 days ago
Total releases
88
Releases/year
29.5
•
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
274
Monthly downloads
1,316,828
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
65
Issue Burden
22.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
19.7%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
20.9K
Windows
835
macOS
559
Python Versions
3.12
55.1%
11.9K
3.11
23.1%
5.0K
3.13
14.6%
3.2K
3.10
5.2%
1.1K
3.14
2.0%
437
Top Countries
1.
US
16.6K
US
2.
NL
1.1K
NL
3.
AU
712
AU
4.
IN
681
IN
5.
IE
639
IE
6.
DE
538
DE
7.
SG
393
SG
8.
JP
281
JP
9.
FR
151
FR
10.
VN
130
VN
Dependencies
19
- appdirs
- datasets >=4.0.0
- diskcache >=5.6.3
- instructor
- langchain
- langchain-community
- langchain-core
- langchain-openai
- nest-asyncio
- networkx
- numpy <3.0.0,>=1.21.0
- openai >=1.0.0
- pillow >=10.4.0
- pydantic >=2.0.0
- rich
- scikit-network
- tiktoken
- tqdm
- typer
31 optional dependencies
- ag-ui-protocol[ag-ui]
- build[dev-minimal]
- datacompy[all]
- dspy-ai[dspy]
- gitpython[all]
- gitpython[git]
- google-api-python-client[gdrive]
- google-auth[gdrive]
- google-auth-oauthlib[gdrive]
- haystack-ai[ai-frameworks]
- httpx[ag-ui]
- langfuse[tracing]
- llama-index[all]
- mlflow[tracing]
- nbmake[dev-minimal]
- nltk[all]
- oci[oci]
- pandas[all]
- pre-commit[dev-minimal]
- pyright[dev-minimal]
- pytest[dev-minimal]
- pytest-asyncio[dev-minimal]
- pytest-xdist[dev-minimal]
- r2r[all]
- rapidfuzz[all]
- rouge-score[all]
- ruff[dev-minimal]
- sacrebleu[all]
- scipy[test]
- sentence-transformers[all]
- transformers[all]
Package Information
License
Apache License 2.0
First Release
May 14, 2023
Last Release
3 months ago
Last Commit
2 months ago
Latest Version
0.4.3
Total Releases
88
Contributors
274
Open PRs
69
Archived
No
Wheels
py3
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh