PyRank
mahmoud

glom

☄️ Python's nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it! ☄️
PyPI GitHub
Downloads
Day
687.1K
Week
4.1M
Month
17.2M
Stars
2.1K
Forks
72
Issues
98
Version
25.12.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
65
Adoption
80
Community
40
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
17,230,610
• 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
17,230,610
Stars
2,148
Stars per 1k downloads
0.12
• 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
590,715
Month daily avg
574,354
Momentum
+2.8%
((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
BSD License
• 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
144 days ago
Total releases
28
Releases/year
3.5
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
19
Monthly downloads
17,230,610
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
46
 
Issue Burden
45.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
26.4%
contrib / forks
Stale Release
137d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 321.0K
Windows 1.7K
macOS 1.6K

Python Versions

3.12
39.1% 122.6K
3.10
30.8% 96.5K
3.13
10.6% 33.2K
3.11
10.4% 32.5K
3.14
9.1% 28.5K

Top Countries

1. US US
300.6K
2. DE DE
6.0K
3. IE IE
3.3K
4. GB GB
1.7K
5. SG SG
1.6K
6. IN IN
1.4K
7. JP JP
1.4K
8. NL NL
1.3K
9. SE SE
680
10. ZA ZA
625

GitHub Topics

Tags from the package's GitHub repository describing what it does.

Package Information

License
BSD License
First Release
April 18, 2018
Last Release
4 months ago
Last Commit
1 week ago
Latest Version
25.12.0
Total Releases
28
Contributors
19
Open PRs
21
Archived
No
Author
Mahmoud Hashemi and Kurt Rose
Python Versions
3.7 3.8 3.9 3.10 3.11 3.12 3.13 3.14
Wheels
py2 py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links