PyRank
Unstructured-IO

unstructured-inference

A library for performing inference using trained models.
PyPI GitHub Verified repo
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

unstructured-inference has 1.1M monthly downloads and 211 GitHub stars. Version 1.6.13 supports Python <3.14,>=3.11, first published in 2022.

It is actively maintained under a permissive license, last released in Jun 2026.

It is built on top of accelerate, huggingface-hub and matplotlib. It is used by 11 tracked packages, including janus-llm, indoxminer and wisup-e2m.

Downloads
Day
31.6K
Week
219.4K
Month
1.1M
Stars
211
Forks
73
Issues
25
Version
1.6.13

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
51
Adoption
60
Community
80
Provenance
100
How the maintenance status was determined
Last commit
25 days ago
Monthly downloads
1,051,078
• 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
1,051,078
Stars
211
Stars per 1k downloads
0.20
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
31,346
Month daily avg
35,036
Momentum
-10.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
<3.14,>=3.11
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-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
25 days ago
Total releases
127
Releases/year
35.9
• 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
39
Monthly downloads
1,051,078
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
73
 
Issue Burden
118.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
53.4%
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 20.3K
Windows 539
macOS 473

Python Versions

3.12
58.9% 12.1K
3.11
23.9% 4.9K
3.13
7.7% 1.6K
3.10
6.1% 1.3K
3.7
3.3% 684

Top Countries

1. US US
16.5K
2. IN IN
925
3. SG SG
572
4. NL NL
533
5. DE DE
516
6. JP JP
360
7. IE IE
332
8. FR FR
233
9. SE SE
169
10. CN CN
166

Dependencies

15

Used By

11

Package Information

License
Apache-2.0
First Release
December 21, 2022
Last Release
3 weeks ago
Last Commit
3 weeks ago
Latest Version
1.6.13
Total Releases
127
Contributors
39
Open PRs
23
Archived
No
Python Versions
3 3.11 3.12 3.13
Wheels
py3
Keywords
CV HTML NLP PDF XML parsing preprocessing
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links