PyPI Stats
lyonzin

knowledge-rag

Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.
PyPI GitHub
Downloads
Day
213
Week
1.1K
Month
6.4K
Stars
67
Forks
14
Issues
0
Version
3.7.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
37
Adoption
38
Community
30
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
6,428
• 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
6,428
Stars
67
Stars per 1k downloads
10.42
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
155
Month daily avg
214
Momentum
-27.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.11
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
5 days ago
Total releases
21
Releases/year
163.1
• 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
2
Monthly downloads
6,428
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
38
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
14.3%
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

Linux 11
macOS 6
Windows 4

Python Versions

3.13
52.4% 11
3.12
28.6% 6
3.11
9.5% 2
3.14
9.5% 2

Top Countries

1. US US
21
2. FR FR
12
3. CN CN
4
4. DE DE
2
5. IT IT
2
6. JP JP
2
7. KR KR
2
8. SE SE
2
9. SG SG
2
10. CA CA
1

Dependencies

12
1 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
March 19, 2026
Last Release
5 days ago
Last Commit
5 days ago
Latest Version
3.7.0
Total Releases
21
Contributors
2
Open PRs
2
Archived
No
Python Versions
3.11 3.12
Wheels
py3
Keywords
bm25 chromadb claude-code embeddings fastembed hybrid-search knowledge-base local-ai mcp rag reranking retrieval-augmented-generation semantic-search
Topics
chromadb claude claude-code local-ai mcp privacy python rag retrieval-augmented-generation semantic-search vector-database bm25 fastembed knowledge-base reranking document-search embeddings hybrid-search mcp-server onnx
Tracking Since
March 22, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links