qdrant-loader
qdrant-loader is an MCP server, listed under project & docs. It reaches confluence, jira, openai and qdrant. It needs OPENAI_API_KEY to authenticate. Its repository has 56 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-10-27.
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.
Install
Read from qdrant-loader’s own README, close to verbatim -- not written by us, and not guessed.
mcp-qdrant-loader --env /path/tp/your/.env
What it reaches, and what it needs
Maintenance
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.
qdrant-loader compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| qdrant-loader (this page) | confluence, jira, openai, qdrant | OPENAI_API_KEY | 56 | 2026-10-01 | Apache-2.0 |
| mcp-server-atlassian-jira | atlassian, jira(1 shared) | ATLASSIAN_API_TOKEN | 77 | 2026-03-06 | — |
| mcp-server-atlassian-confluence | atlassian, confluence(1 shared) | ATLASSIAN_API_TOKEN | 62 | 2026-02-22 | — |
| mcp-jira | jira, project(1 shared) | JIRA_API_TOKEN, PROJECT_KEY | 10 | 2026-04-03 | MIT |
| atlassian-confluence-mcp-server | confluence(1 shared) | CONFLUENCE_PASSWORD | 5 | 2026-10-21 | MIT |
| jira-service-management-mcp-server-by-cdata | jira(1 shared) | None listed | 1 | 2025-10-18 | MIT |
Ranked by services in common with qdrant-loader, then by stars. Figures are from each repository when we last read it.
Common questions about qdrant-loader
- What does qdrant-loader do?
- 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.
- How do I install qdrant-loader?
- Its own README gives this command: mcp-qdrant-loader --env /path/tp/your/.env. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
- What does qdrant-loader connect to, and what does it need?
- It reaches confluence, jira, openai and qdrant. The credentials we found in its source are OPENAI_API_KEY.
- Is qdrant-loader official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 56 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-01.
- What licence does qdrant-loader use?
- The repository declares the Apache-2.0 licence.
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