qdrant-loader

by martin-papy · MCP Server · ★ 40

About qdrant-loader

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.

cli-toolconfluence-integrationcursor-idedeveloper-toolsdocument-processingembbedingsenterprise-readyfile-conversiongit-integrationjira-integration

Quick Facts

Stars40
Forks24
LanguagePython
CategoryMCP Server
LicenseGPL-3.0
Quality Score36.3/100
Open Issues20
Last Updated2026-05-14
Created2025-04-06
Platformscli, mcp, python
Est. Tokens~2215k

Compatible Skills

These tools work well together with qdrant-loader for enhanced workflows:

  • compdf-skills — semantic(0.17)+complementary+rare_topics+same_lang+similar_pop+shared_platform (55%)
  • mfs — semantic(0.24)+complementary+same_lang+similar_pop+shared_platform (53%)
  • atlasclaw — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (52%)
  • llm_intents — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (51%)

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Frequently Asked Questions

What is qdrant-loader?

qdrant-loader is Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligen. It is categorized as a MCP Server with 40 GitHub stars.

What programming language is qdrant-loader written in?

qdrant-loader is primarily written in Python. It covers topics such as cli-tool, confluence-integration, cursor-ide.

How do I install or use qdrant-loader?

You can find installation instructions and usage details in the qdrant-loader GitHub repository at github.com/martin-papy/qdrant-loader. The project has 40 stars and 24 forks, indicating an active community.

What license does qdrant-loader use?

qdrant-loader is released under the GPL-3.0 license, making it free to use and modify according to the license terms.

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