PyRank
chemprop

chemprop

Message Passing Neural Networks for Molecule Property Prediction
PyPI GitHub
More links
Download Stats documentation
Monthly downloads
79.1K
Weekly downloads
25.7K
GitHub stars
2.5K

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

Package Information

Latest Version
2.3.1
Requires Python
<3.15,>=3.11
Licence
MIT
Last Release
2 months ago
First Release
July 25, 2020
Total Releases
35
Python Versions
3.11 3.12 3.13 3.14
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
80
Popularity
76
Adoption
88
Community
90
Provenance
0
How the maintenance status was determined
Last commit
44 days ago
Monthly downloads
79,118
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
79,118
Stars
2,490
Stars per 1k downloads
31.47
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
3,665
Month daily avg
2,637
Momentum
+39.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
<3.15,>=3.11
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
72 days ago
Total releases
35
Releases/year
5.6
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
62
Monthly downloads
79,118
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
93
 
Issue Burden
4.4
per 1k stars
Discussions
20.9
per 1k stars
Fork Ratio
8.2%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 2.5K
Windows 28
macOS 26

Python Versions

3.12
40.8% 1.0K
3.11
36.5% 911
3.10
18.1% 453
3.13
2.8% 69
3.14
1.8% 46

Top Countries

1. US US
1.4K
2. SG SG
1.2K
3. IN IN
26
4. CN CN
19
5. BE BE
14
6. KR KR
13
7. HK HK
12
8. NL NL
11
9. JP JP
10
10. CA CA
9

Weekly Downloads

GitHub Stars

Dependencies

13
28 optional dependencies

Used By

8

Repository details

Forks
760
Issues
11
Last Commit
1 month ago
Contributors
62
Open PRs
10
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
chemistry machine learning property prediction message passing neural network graph neural network drug discovery
Sources and methodology