PyRank
kyegomez

swarms

The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework. Website: https://swarms.ai
PyPI GitHub
Downloads
Day
1.6K
Week
9.0K
Month
40.3K
Stars
6.7K
Forks
923
Issues
31
Version
12.0.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
83
Adoption
56
Community
60
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
40,281
• 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
40,281
Stars
6,692
Stars per 1k downloads
166.13
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
1,289
Month daily avg
1,343
Momentum
-4.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
<4.0,>=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
Apache-2.0
• 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
17 days ago
Total releases
611
Releases/year
210.8
• 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
47
Monthly downloads
40,281
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
77
 
Issue Burden
4.6
per 1k stars
Discussions
3.4
per 1k stars
Fork Ratio
5.1%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 505
Windows 240
macOS 145

Python Versions

3.12
45.2% 402
3.10
24.2% 215
3.11
18.7% 166
3.14
11.6% 103
3.13
0.4% 4

Top Countries

1. US US
1.7K
2. CN CN
213
3. VN VN
143
4. IN IN
14
5. SG SG
11
6. CA CA
4
7. TW TW
4
8. AU AU
2
9. DE DE
2
10. DK DK
2

Package Information

License
Apache-2.0
First Release
June 29, 2023
Last Release
2 weeks ago
Last Commit
1 week ago
Latest Version
12.0.0
Total Releases
611
Contributors
47
Open PRs
55
Archived
No
Author
Kye Gomez
Python Versions
3 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
artificial intelligence deep learning optimizers Prompt Engineering swarms agents llms transformers multi-agent swarms of agents Enterprise-Grade Agents Production-Grade Agents Multi-Grade-Agents Generative Agents Generative AI Agent Marketplace Agent Store quant finance algorithmic trading portfolio optimization risk management financial modeling machine learning for finance natural language processing for finance
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links