PyRank
materialsproject

jobflow

jobflow is a library for writing computational workflows.
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

jobflow has 1.1M monthly downloads and 121 GitHub stars. Version 0.3.1 supports Python 3.10+, first published in 2021.

It is actively maintained under a permissive license, last released in Feb 2026.

It is built on top of maggma, monty and networkx. It is used by 8 tracked packages, including atomate2, reaction-network and dara-xrd.

GitHub topics include workflows.

Downloads
Day
4.5K
Week
53.6K
Month
1.1M
Stars
121
Forks
38
Issues
34
Version
0.3.1

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
45
Adoption
60
Community
75
Provenance
0
How the maintenance status was determined
Last commit
14 days ago
Monthly downloads
1,096,040
• 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
1,096,040
Stars
121
Stars per 1k downloads
0.11
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
7,653
Month daily avg
36,535
Momentum
-79.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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
modified BSD
• 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
151 days ago
Total releases
26
Releases/year
5.1
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
25
Monthly downloads
1,096,040
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
75
 
Issue Burden
281.0
per 1k stars
Discussions
33.1
per 1k stars
Fork Ratio
65.8%
contrib / forks
Stale Release
137d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 3.7K
Windows 23
macOS 20

Python Versions

3.12
94.0% 3.6K
3.11
3.3% 126
3.13
1.4% 54
3.14
0.7% 28
3.10
0.5% 18

Top Countries

1. US US
3.7K
2. BE BE
203
3. IE IE
60
4. IN IN
11
5. SG SG
11
6. CN CN
9
7. GB GB
8
8. DE DE
5
9. CA CA
4
10. HK HK
4

Dependencies

7
29 optional dependencies

Used By

8
GitHub Topics
Tags from the package's GitHub repository describing what it does.

Package Information

License
modified BSD
First Release
June 3, 2021
Last Release
5 months ago
Last Commit
2 weeks ago
Latest Version
0.3.1
Total Releases
26
Contributors
25
Open PRs
8
Archived
No
Python Versions
3 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
high-throughput workflow
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links