Qdrant Loader visual

Qdrant Loader

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources

Multi-Project Support

Semantic Search

File Conversion

MCP Server

Enterprise Ready

Getting started

Comprehensive documentation for Qdrant Loader
and MCP Server.

Explore Now
Getting started illustration

Key Features

Startup Framework contains components and complex blocks which can easily be integrated into almost any design. All of the components are made in the same style, and can easily be integrated into projects, allowing you to create hundreds of solutions.

Feature showcase artwork

Multiple Data Sources

Git, Confluence, JIRA, Local Files, Public Docs

File Conversion

PDF, Office, Images, Audio, Archives

Multi-Project

Git, Confluence, JIRA, Local Files, Public Docs

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

Core library

Lifetime license. Build unlimited sites at no additional cost!

pip install qdrant-loader-core
View on PyPI

MCP Server

Lifetime license. Build unlimited sites at no additional cost!

pip install qdrant-loader-mcp-server
View on PyPI
View Full Documentation

Join The Community

Help us build the future of vector database tooling

Join our community of developers! Whether you're fixing bugs, adding features, or improving documentation, every contribution makes a difference.

Contribute to Qdrant Loader

Join our community of developers! Whether you're fixing bugs, adding features, or improving documentation, every contribution makes a difference.

Code , Documentation, Bug Reports, Ideas

Start Contributing