PyPI Stats
Trusted-AI

adversarial-robustness-toolbox

Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams
PyPI GitHub
Downloads
Day
2.4K
Week
8.2K
Month
30.7K
Stars
6.0K
Forks
1.3K
Issues
4
Version
1.20.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
82
Adoption
74
Community
90
How the maintenance status was determined
Last commit
174 days ago
Monthly downloads
30,683
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
30,683
Stars
5,962
Stars per 1k downloads
194.31
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
1,178
Month daily avg
1,023
Momentum
+15.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python 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
302 days ago
Total releases
66
Releases/year
8.2
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
113
Monthly downloads
30,683
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
97
 
Issue Burden
0.7
per 1k stars
Discussions
37.9
per 1k stars
Fork Ratio
8.6%
contrib / forks
Stale Release
128d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 466
Windows 16
macOS 6

Python Versions

3.12
78.0% 361
3.11
12.3% 57
3.13
3.9% 18
3.8
3.9% 18
3.10
1.9% 9

Top Countries

1. CN CN
265
2. US US
223
3. LA LA
131
4. DE DE
46
5. NL NL
33
6. SG SG
30
7. TW TW
20
8. IN IN
15
9. BE BE
12
10. FI FI
4

Dependencies

6
81 optional dependencies

Used By

10

Package Information

License
MIT
First Release
April 25, 2018
Last Release
10 months ago
Last Commit
5 months ago
Latest Version
1.20.1
Total Releases
66
Contributors
113
Open PRs
12
Archived
No
Author
Irina Nicolae
Python Versions
3.10 3.11 3.12
Wheels
py2 py3
Topics
python attack adversarial-machine-learning poisoning trusted-ai artificial-intelligence extraction adversarial-attacks adversarial-examples evasion inference privacy ai trustworthy-ai red-team blue-team machine-learning
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links