PyPI Stats
johnnichev

selectools

Production-ready Python framework for AI agents with built-in guardrails, audit logging, cost tracking, and hybrid RAG. Supports OpenAI, Anthropic, Gemini, Ollama. By NichevLabs.
PyPI GitHub
Downloads
Day
128
Week
564
Month
5.5K
Stars
9
Forks
1
Issues
4
Version
0.23.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
17
Adoption
37
Community
10
How the maintenance status was determined
Last commit
10 days ago
Monthly downloads
5,520
• 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
5,520
Stars
9
Stars per 1k downloads
1.63
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
81
Month daily avg
184
Momentum
-56.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.9
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
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
17 days ago
Total releases
45
Releases/year
109.5
• 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
4
Monthly downloads
5,520
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
15
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
400.0%
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 2
Windows 2

Python Versions

3.13
100.0% 4

Top Countries

1. US US
4
2. CA CA
3
3. EE EE
2

Dependencies

4
28 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache-2.0
First Release
December 7, 2025
Last Release
2 weeks ago
Last Commit
1 week ago
Latest Version
0.23.0
Total Releases
45
Contributors
4
Open PRs
0
Archived
No
Python Versions
3 3.9 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
llm ai agent agents multi-agent agent-framework tool-calling openai anthropic gemini ollama rag hybrid-search vector-search embeddings guardrails evals evaluators visual-builder structured-output observability fallback langchain-alternative
Topics
ai-agents ai-safety anthropic enterprise-ai gemini guardrails llm ollama openai python rag tool-calling langchain-alternative multi-agent agent-framework evals multi-agent-orchestration visual-builder
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links