PyPI Stats
martin-papy

qdrant-loader-mcp-server

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server for seamless AI assistant integration.
PyPI GitHub

Shared Repository

This package shares its GitHub repository (martin-papy/qdrant-loader) with 2 other packages. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
283
Week
388
Month
2.2K
Stars
39
Forks
24
Issues
13
Version
1.0.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
36
Adoption
33
Community
65
How the maintenance status was determined
Last commit
19 days ago
Monthly downloads
2,188
• 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
2,188
Stars
39
Stars per 1k downloads
17.82
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
55
Month daily avg
73
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
GPL-3.0
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
1 days ago
Total releases
29
Releases/year
30.9
• 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
13
Monthly downloads
2,188
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
67
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
54.2%
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 6

Python Versions

3.12
100.0% 6

Top Countries

1. US US
18
2. CA CA
1
3. CN CN
1

Dependencies

19

Used By

0
Not used by any tracked packages

Package Information

License
GPL-3.0
First Release
May 28, 2025
Last Release
Yesterday
Last Commit
2 weeks ago
Latest Version
1.0.1
Total Releases
29
Contributors
13
Open PRs
7
Archived
No
Python Versions
3 3.12
Wheels
py3
Keywords
qdrant vector-database mcp cursor rag embeddings multi-project semantic-search
Topics
cli-tool cursor-ide developer-tools document-processing embbedings enterprise-ready file-conversion git-integration jira-integration knowledge-base llm-integration mcp-server multi-project openai python rag semantic-search confluence-integration
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links