No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
seqeval has 367K monthly downloads and 1K GitHub stars. Version 1.2.2, first published in 2018.
It is showing limited recent maintenance under a permissive license, last released in Oct 2020.
It is used by 94 tracked packages, including autogluon-multimodal, tf-models-nightly and simpletransformers.
GitHub topics include sequence-labeling, natural-language-processing and deep-learning.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
40
Popularity
64
Adoption
65
Community
50
Provenance
0
How the maintenance status was determined
Last commit
677 days ago
Monthly downloads
366,871
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
366,871
Stars
1,186
Stars per 1k downloads
3.23
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
11,682
Month daily avg
12,229
Momentum
-4.5%
((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
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
2081 days ago
Total releases
24
Releases/year
2.9
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
10
Monthly downloads
366,871
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
49
Issue Burden
18.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
7.7%
contrib / forks
Stale Release
1404d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
6.6K
Windows
364
macOS
231
Python Versions
3.10
27.5%
1.7K
3.12
24.5%
1.5K
3.9
18.7%
1.1K
3.11
17.1%
1.0K
3.13
12.3%
752
Top Countries
1.
US
5.6K
US
2.
CN
471
CN
3.
SG
271
SG
4.
NL
196
NL
5.
JP
148
JP
6.
DE
93
DE
7.
IN
62
IN
8.
IE
43
IE
9.
TW
42
TW
10.
GB
36
GB
Dependencies
0
No dependencies
Used By
94
- autogluon-multimodal
- tf-models-nightly
- simpletransformers
- tf-models-official
- autotrain-advanced
- glirel
- clarinpl-embeddings
- pyabsa
- span-marker
- fast-bert
- doccano
- scandeval
- domino-code-assist
- dataquality
- euroeval
- azureml-acft-contrib-hf-nlp
- aitraining
- azureml-automl-dnn-nlp
- cnlp-transformers
- azureml-acft-contrib-hf-diffusion
- autotransformers
- deberta
- sinatools
- dragon-eval
- accord-nlp
- bilbystats
- bent
- nlp-architect
- tf-models-no-deps
- fast-token-classifier
- general-text-classifier
- fancy-nlp
- dragon-baseline
- fandom-scraper
- sciassist
- named-entity-recognition-bert-multilingual-library-lux
- anchinsegmenter
- chrisbase
- hubnlp
- tasknet
- text-machina
- aigpt52
- winml-cli
- delta-nlp
- koai
- transformers-crf
- zshot
- dnallm
- anago
- musket-text
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
MIT
First Release
February 15, 2018
Last Release
5 years ago
Last Commit
1 year ago
Latest Version
1.2.2
Total Releases
24
Contributors
10
Open PRs
12
Archived
No
Author
Hironsan
Python Versions
2.6
2.7
3
3.3
3.4
3.5
3.6
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh