qdrant-loader

by cbtw-apac · Productivity · ★ 56

qdrant-loader is an MCP server by cbtw-apac. 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 assi. It has 56 GitHub stars and ranks #334 of 1809 in Productivity by stars.

Category: Productivity
Author: cbtw-apac
GitHub stars: 56
This week: Tracking since 18 Oct 2026
Language: Python
License: Apache-2.0 (open source)
Last update: 2026-10-01 (23 days ago)
Links: Source Website

cli-tool
confluence-integration
cursor-ide
developer-tools
document-processing
embbedings
enterprise-ready
file-conversion
git-integration
jira-integration
knowledge-base
llm-integration
+6 more

How to install qdrant-loader

Install steps differ per project, so follow the README in the qdrant-loader repository. Most MCP servers start with a single command (npx -y <package>, uvx <package> or a Docker image) that you add to your client's config. The install guide shows where that goes in Claude Code, Claude Desktop, Cursor and VS Code.

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Frequently asked questions

What is qdrant-loader?

qdrant-loader is an MCP server by cbtw-apac in the Productivity category. 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 assi. It has 56 GitHub stars and ranks #334 of 1809 in Productivity by stars.

Is qdrant-loader free and open source?

Yes. qdrant-loader is published under the Apache-2.0 license, so you can run, modify and self-host it at no cost. If it connects to a paid service, that service's own pricing and API terms still apply. Check the repository for the exact license text before using it commercially.

What are the alternatives to qdrant-loader?

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Data last updated 25 October 2026. Stars and downloads are refreshed every day from GitHub and npm.