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qdrant-loader

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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.

Code-only MCP server: no hosted endpoint, so you install and run it yourself. It is not probed, graded or counted in our reachability statistics.

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Repository
github.com/cbtw-apac/qdrant-loader
License
Apache-2.0
Last update
2026-10-01
GitHub stars
★ 57
Homepage
qdrant-loader.net

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Run this server as a hosted endpoint? Submit the endpoint and it moves to the remote directory, where it is probed and graded.