PyRank
swarmauri

swarmauri-community

Modular Python SDK and monorepo for AI agents, LLM integrations, tools, parsers, embeddings, vector stores, and extensible application workflows.
PyPI GitHub
More links
Download Stats Repository
Monthly downloads
2.3K
Weekly downloads
929
GitHub stars *
104

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

Package Information

Latest Version
0.6.0.54
Requires Python
<3.13,>=3.10
Licence
Apache-2.0
Last Release
1 year ago
Author
Jacob Stewart
First Release
September 21, 2024
Total Releases
134
Python Versions
3 3.10 3.11 3.12
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
45
Adoption
33
Community
70
Provenance
0
How the maintenance status was determined
Last commit
65 days ago
Monthly downloads
2,343
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
2,343
Stars
104
Stars per 1k downloads
44.39
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
133
Month daily avg
78
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.
More insights and metrics
Python version support tiers
requires_python
<3.13,>=3.10
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
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
657 days ago
Total releases
134
Releases/year
64.9
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
18
Monthly downloads
2,343
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
81
 
Issue Burden
1317.3
per 1k stars
Discussions
240.4
per 1k stars
Fork Ratio
35.3%
contrib / forks
Stale Release
592d
 
PR Velocity
Active
 
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
22
2. TW TW
3
3. CN CN
1
4. FR FR
1

Weekly Downloads

GitHub Stars *

Dependencies

6
24 optional dependencies
  • annoy<2.0.0,>=1.17.3[ml-toolkits]
    extra == "ml-toolkits" or extra == "full"
  • chromadb<0.6.0,>=0.5.17[storage]
    extra == "storage" or extra == "full"
  • duckdb<2.0.0,>=1.1.1[storage]
    extra == "storage" or extra == "full"
  • folium<0.19.0,>=0.18.0[visualization]
    extra == "visualization" or extra == "full"
  • gensim<5.0.0,>=4.3.3[nlp]
    extra == "nlp" or extra == "full"
  • leptonai<0.23.0,>=0.22.0[model-clients]
    extra == "model-clients" or extra == "full"
  • neo4j<6.0.0,>=5.25.0[storage]
    extra == "storage" or extra == "full"
  • nltk<4.0.0,>=3.9.1[nlp]
    extra == "nlp" or extra == "full"
  • pinecone-client<6.0.0,>=5.0.1[storage]
    extra == "storage" or extra == "full"
  • psutil<7.0.0,>=6.1.0[cloud-integration]
    extra == "cloud-integration" or extra == "full"
  • pygithub<3.0.0,>=2.4.0[cloud-integration]
    extra == "cloud-integration" or extra == "full"
  • pymupdf<2.0.0,>=1.24.12[document-processing]
    extra == "document-processing" or extra == "full"
  • pypdf<6.0.0,>=5.0.1[document-processing]
    extra == "document-processing" or extra == "full"
  • pypdftk<0.6,>=0.5[document-processing]
    extra == "document-processing" or extra == "full"
  • qdrant-client<2.0.0,>=1.12.0[storage]
    extra == "storage" or extra == "full"
  • qrcode<9.0,>=8.0[cloud-integration]
    extra == "cloud-integration" or extra == "full"
  • redis<5.0,>=4.0[storage]
    extra == "storage" or extra == "full"
  • scikit-learn<2.0.0,>=1.5.2[nlp]
    extra == "nlp" or extra == "full"
  • textblob<0.19.0,>=0.18.0[nlp]
    extra == "nlp" or extra == "full"
  • textstat<0.8.0,>=0.7.4[nlp]
    extra == "nlp" or extra == "full"
  • tiktoken<0.9.0,>=0.8.0[tiktoken]
    extra == "tiktoken" or extra == "full"
  • torch<3.0.0,>=2.4.1[nlp]
    extra == "nlp" or extra == "full"
  • transformers>=4.45.0[ml-toolkits]
    extra == "ml-toolkits" or extra == "full"
  • weaviate-client<5.0.0,>=4.9.2[storage]
    extra == "storage" or extra == "full"

Used By

0
Not used by any tracked packages

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Sources and methodology