qdrant-loader MCP Server
cbtw-apac/qdrant-loader
[](https://agentrank-ai.com/tool/cbtw-apac--qdrant-loader/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) 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 #2899 out of 24846 indexed tools.
Has 21 contributors.
Ecosystem
Score Breakdown
56 stars → early stage
Last commit 1mo ago → moderate activity
52/81 issues closed → decent issue management
21 contributors → active community
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
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