PyRank
sjdv1982

seamless-suite

Wrap Python functions and shell commands as content-addressed transformations. Cache results, run them locally or on a cluster, and share them by checksum.
PyPI GitHub

Shared Repository

This package shares its GitHub repository (sjdv1982/seamless) with 2 other packages. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
10
Week
140
Month
1.9K
Stars
23
Forks
7
Issues
92
Version
1.3.3

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
28
Adoption
32
Community
30
How the maintenance status was determined
Last commit
4 days ago
Monthly downloads
1,853
• 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
1,853
Stars
23
Stars per 1k downloads
12.41
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
20
Month daily avg
62
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.10
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
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
16 days ago
Total releases
13
Releases/year
80.4
• 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
3
Monthly downloads
1,853
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
38
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
42.9%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. US US
5
2. DE DE
2

Dependencies

10

Used By

0
Not used by any tracked packages

GitHub Topics

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

Package Information

License
MIT
First Release
March 25, 2026
Last Release
2 weeks ago
Last Commit
5 days ago
Latest Version
1.3.3
Total Releases
13
Contributors
3
Open PRs
0
Archived
No
Author
Sjoerd de Vries
Python Versions
3
Wheels
py3
Keywords
seamless suite workflow reproducibility caching pipeline HPC deterministic content-addressed
Tracking Since
March 29, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links