qdrant-loader MCP Server
cbtw-apac/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.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
cbtw-apac/qdrant-loader is a Python MCP server licensed under Apache-2.0. 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.
Ranked #3575 out of 24850 indexed tools.
Actively maintained with commits in the last week.
Ecosystem
Score Breakdown
54 stars → early stage
Last commit 6d ago → actively maintained
0/26 issues closed → many open issues
0 contributors → solo project
No dependents → no downstream usage
113 weekly installs → early adoption
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
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