Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
87
Adoption
80
Community
90
How the maintenance status was determined
Last commit
1 days ago
Monthly downloads
1,386,316
•
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
1,386,316
Stars
12,427
Stars per 1k downloads
8.96
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
47,121
Month daily avg
46,211
Momentum
+2.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
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
MIT
•
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
81 days ago
Total releases
16
Releases/year
3.4
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
443
Monthly downloads
1,386,316
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
45.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
13.6%
contrib / forks
Stale Release
79d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
24.6K
macOS
171
Windows
150
Python Versions
3.12
55.4%
13.8K
3.10
26.0%
6.5K
3.11
12.6%
3.1K
3.13
5.5%
1.4K
3.14
0.6%
138
Top Countries
1.
US
20.4K
US
2.
KR
798
KR
3.
FI
630
FI
4.
NO
452
NO
5.
IL
387
IL
6.
DE
271
DE
7.
NL
264
NL
8.
SG
263
SG
9.
CL
230
CL
10.
PT
166
PT
Dependencies
15
- datasets >=2.16.0
- dill
- evaluate >=0.4.0
- jinja2
- jsonlines
- more-itertools
- numpy
- pytablewriter
- rouge-score >=0.0.4
- sacrebleu >=1.5.0
- scikit-learn >=0.24.1
- sqlitedict
- typing-extensions
- word2number
- zstandard
63 optional dependencies
- accelerate[hf]
- aiohttp[api]
- aiohttp[dev]
- antlr4-python3-runtime[math]
- auto-gptq[gptq]
- emoji[japanese-leaderboard]
- fugashi[japanese-leaderboard]
- fuzzywuzzy[longbench]
- gptqmodel[gptqmodel]
- ibm-watsonx-ai[ibm-watsonx-ai]
- immutabledict[ifeval]
- jieba[multilingual]
- jieba[longbench]
- kstar-planner[acpbench]
- langdetect[ifeval]
- lark[acpbench]
- librosa[audiolm-qwen]
- lm-eval[tasks]
- math-verify[math]
- nagisa[multilingual]
- neologdn[japanese-leaderboard]
- nltk[ruler]
- nltk[ifeval]
- numpy[wandb]
- optimum[optimum]
- optimum-intel[ipex]
- pandas[zeno]
- pandas[wandb]
- pddl[acpbench]
- peft[hf]
- pre-commit[dev]
- pycountry[multilingual]
- pymorphy2[libra]
- pytest[dev]
- pytest-cov[dev]
- pytest-xdist[dev]
- python-dotenv[ibm-watsonx-ai]
- requests[dev]
- requests[api]
- rouge[longbench]
- rouge-score[japanese-leaderboard]
- ruff[dev]
- scipy[ruler]
- sentencepiece[dev]
- sentencepiece[sentencepiece]
- soundfile[audiolm-qwen]
- sparsify[sparsify]
- statsmodels[discrim-eval]
- sympy[math]
- tarski[acpbench]
- tenacity[dev]
- tenacity[api]
- tiktoken[dev]
- tiktoken[api]
- torch[hf]
- tqdm[api]
- tqdm[dev]
- transformers[hf]
- unitxt[unitxt]
- vllm[vllm]
- wandb[wandb]
- wonderwords[ruler]
- zeno-client[zeno]
Package Information
License
MIT
First Release
September 2, 2021
Last Release
2 months ago
Last Commit
2 days ago
Latest Version
0.4.11
Total Releases
16
Contributors
443
Open PRs
248
Archived
No
Python Versions
3
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh