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qdrant-loader MCP Server

cbtw-apac/qdrant-loader

Score: 53.0 Rank #3575 Agent Framework
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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.

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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

Python Apache-2.0 113 pypi/wk

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 54

54 stars → early stage

Freshness 25% 6d ago

Last commit 6d ago → actively maintained

Issue Health 25% 0%

0/26 issues closed → many open issues

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 113/wk

113 weekly installs → early adoption

Forks 30
Description Detailed
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Issue Health high impact

You have 26 open vs 0 closed issues — triaging stale issues improves health

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for cbtw-apac/qdrant-loader
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Matched Queries

"mcp server""mcp-server"

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