PyPI Stats
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jaf-py

Functional Python agent framework with MCP support, enterprise security, immutable state, and production-ready observability for building scalable AI systems.
PyPI GitHub
Downloads
Day
49
Week
183
Month
2.5K
Stars
8
Forks
4
Issues
0
Version
2.6.10

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
20
Adoption
33
Community
55
How the maintenance status was determined
Last commit
28 days ago
Monthly downloads
2,510
• 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
2,510
Stars
8
Stars per 1k downloads
3.19
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
26
Month daily avg
84
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
28 days ago
Total releases
44
Releases/year
62.2
• 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
9
Monthly downloads
2,510
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
37
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
225.0%
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

No OS data available

Python Versions

No Python version data available

Top Countries

1. KR KR
3
2. US US
2
3. CA CA
1

Dependencies

18
25 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
August 21, 2025
Last Release
4 weeks ago
Last Commit
4 weeks ago
Latest Version
2.6.10
Total Releases
44
Contributors
9
Open PRs
9
Archived
No
Author
JAF Contributors
Python Versions
3 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
ai agents functional python llm mcp model-context-protocol agent-framework functional-programming
Topics
agent-framework agent-orchestration ai artificial-intelligence fastapi functional-programming immutable-state llm mcp model-context-protocol observability pydantic python
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links