PyPI Stats
humblemat810

kogwistar

Graph-native AI substrate for HyperGraphRAG. Knowledge, Workflow orchestration, conversation memory and wisdom are modeled as hypergraphs. Support strong event sourced provenance and replay.
PyPI GitHub
Downloads
Day
58
Week
354
Month
1.9K
Stars
18
Forks
1
Issues
1
Version
0.2.4

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
70
Popularity
20
Adoption
32
Community
0
How the maintenance status was determined
Last commit
11 days ago
Monthly downloads
1,922
• 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
1,922
Stars
18
Stars per 1k downloads
9.37
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
51
Month daily avg
64
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
>=3.12
• 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 License
• 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
12 days ago
Total releases
6
Releases/year
59.2
• 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
1
Monthly downloads
1,922
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
10
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
100.0%
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 6

Python Versions

3.12
100.0% 6

Top Countries

1. US US
16
2. CA CA
1

Dependencies

14
42 optional dependencies

Used By

2

Package Information

License
MIT License
First Release
March 30, 2026
Last Release
1 week ago
Last Commit
1 week ago
Latest Version
0.2.4
Total Releases
6
Contributors
1
Open PRs
0
Archived
No
Python Versions
3 3.12 3.13
Wheels
py3
Keywords
agent harness agent substrate graph-native knowledge graph memory workflow mcp
Topics
agent harness-engineering substrate hypergraph-rag kogwistar ai-operating-system agent-substrate ai-cdc-observability ai-conversation-workflow ai-execution-runtime ai-governance-foundation ai-graph-observability ai-hypergraph-longterm-memory ai-hypergraph-memory
Tracking Since
April 5, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links