PyRank
scikit-fingerprints

scikit-fingerprints

Scikit-learn compatible library for molecular fingerprints and chemoinformatics
PyPI GitHub
More links
Download Stats Bug Tracker documentation
Monthly downloads
50.1K
Weekly downloads
14.2K
GitHub stars
395

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
2.1.0
Requires Python
<3.14,>=3.10
Licence
MIT
Last Release
1 month ago
Author
Jakub Adamczyk, AGH ML & Chemoinformatics Group
First Release
December 8, 2023
Total Releases
24
Python Versions
3.10 3.11 3.12 3.13
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
51
Adoption
86
Community
50
Provenance
0
How the maintenance status was determined
Last commit
9 days ago
Monthly downloads
50,060
• 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
50,060
Stars
395
Stars per 1k downloads
7.89
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
2,034
Month daily avg
1,669
Momentum
+21.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
<3.14,>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
• Legacy
Supports 3.10 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
50 days ago
Total releases
24
Releases/year
8.4
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
26
Monthly downloads
50,060
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
58
 
Issue Burden
25.3
per 1k stars
Discussions
5.1
per 1k stars
Fork Ratio
78.8%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 789
Windows 4
macOS 2

Python Versions

3.12
91.9% 728
3.13
4.4% 35
3.14
2.0% 16
3.11
1.0% 8
3.10
0.6% 5

Top Countries

1. US US
764
2. CA CA
6
3. MX MX
6
4. HK HK
5
5. SG SG
4
6. TW TW
4
7. CN CN
3
8. IE IE
3
9. JP JP
3
10. NL NL
3

Weekly Downloads

GitHub Stars

Dependencies

11
1 optional dependencies
  • torch>=2.0.0[neural]
    extra == "neural"

Used By

5

Repository details

Forks
33
Issues
10
Last Commit
1 week ago
Contributors
26
Open PRs
13
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
molecular fingerprints molecular descriptors chemoinformatics chemistry machine learning
Sources and methodology