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confluence-integration

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martin-papy / 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.

python openai developer-tools knowledge-base file-conversion enterprise-ready semantic-search multi-project cli-tool document-processing embbedings git-integration rag jira-integration cursor-ide llm-integration mcp-server confluence-integration
  • Updated Sep 11, 2025
  • Python

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