PyPI Stats
Kayba-ai

ace-framework

🧠 Make your agents learn from experience. Now available as a hosted solution at kayba.ai
PyPI GitHub

Shared Repository

This package shares its GitHub repository (Kayba-ai/agentic-context-engine) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
300
Week
1.2K
Month
7.1K
Stars
2.2K
Forks
270
Issues
7
Version
0.10.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
71
Adoption
38
Community
40
How the maintenance status was determined
Last commit
9 days ago
Monthly downloads
7,063
• 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
7,063
Stars
2,186
Stars per 1k downloads
309.50
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
169
Month daily avg
235
Momentum
-28.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.12
• 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
22 days ago
Total releases
29
Releases/year
52.4
• 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
14
Monthly downloads
7,063
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
53
 
Issue Burden
3.2
per 1k stars
Discussions
2.7
per 1k stars
Fork Ratio
5.2%
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

Linux 18
Windows 2

Python Versions

3.12
80.0% 16
3.11
10.0% 2
3.13
10.0% 2

Top Countries

1. CN CN
58
2. LA LA
58
3. SG SG
24
4. US US
18
5. HK HK
2
6. CA CA
1
7. DE DE
1

Dependencies

6
40 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
October 15, 2025
Last Release
3 weeks ago
Last Commit
1 week ago
Latest Version
0.10.0
Total Releases
29
Contributors
14
Open PRs
3
Archived
No
Python Versions
3 3.12
Wheels
py3
Keywords
ai llm agents machine-learning self-improvement context-engineering ace openai anthropic claude gpt
Topics
ai-agents ai-tools context-engineering llm python agent-memory agents ai memory agent-learning machine-learning
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links