PyPI Stats
NPC-Worldwide

npcpy

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
PyPI GitHub
Downloads
Day
346
Week
1.5K
Month
13.5K
Stars
1.3K
Forks
95
Issues
10
Version
1.4.22

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
63
Adoption
41
Community
30
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
13,500
• 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
13,500
Stars
1,315
Stars per 1k downloads
97.41
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
216
Month daily avg
450
Momentum
-52.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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 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
3 days ago
Total releases
179
Releases/year
172.4
• 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
12
Monthly downloads
13,500
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
35
 
Issue Burden
7.6
per 1k stars
Discussions
0.8
per 1k stars
Fork Ratio
12.6%
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 42
Windows 3

Python Versions

3.11
84.4% 38
3.14
11.1% 5
3.12
4.4% 2

Top Countries

1. US US
43
2. SG SG
5
3. BR BR
3
4. CA CA
1

Package Information

License
MIT License
First Release
April 22, 2025
Last Release
4 days ago
Last Commit
5 days ago
Latest Version
1.4.22
Total Releases
179
Contributors
12
Open PRs
1
Archived
No
Author
Christopher Agostino
Python Versions
3
Wheels
py3
Topics
agents ai llm python sql yaml ollama perplexity mcp mcp-client mcp-server
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links