QDrant Loader
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources
QDrant Loader Core
Comprehensive data ingestion toolkit supporting Git, Confluence, JIRA, and local files with intelligent file conversion.
View DocumentationMCP Server
Model Context Protocol server providing RAG capabilities for Cursor IDE and other AI development tools.
View DocumentationMulti-Project Support
Manage multiple projects with a single configuration, one QDrant server, and unified search capabilities.
View ConfigurationFile Conversion
Automatic conversion of 20+ file formats including PDF, Office documents, images, and audio files.
View GuideTest Coverage
Comprehensive test coverage reports for both packages with detailed analysis.
View Coverage ReportsQuick Start
Get started with QDrant Loader in minutes with our comprehensive installation and setup guide.
Get StartedKey Features
Everything you need for enterprise-grade vector database management
Multiple Data Sources
Git, Confluence, JIRA, Local Files, Public Docs
File Conversion
PDF, Office, Images, Audio, Archives
Multi-Project
Single config, multiple projects
Semantic Search
AI-powered document retrieval
MCP Integration
Cursor IDE and AI tools
Enterprise Ready
Scalable, secure, monitored
Quick Installation
Get started in seconds with pip
Join the Community
Help us build the future of vector database tooling
Contribute to QDrant Loader
Join our community of developers! Whether you're fixing bugs, adding features, or improving documentation, every contribution makes a difference.