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qdrant-loader MCP Server

martin-papy/qdrant-loader

Score: 45.5 ↑ 2.3% Rank #3946 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

martin-papy/qdrant-loader is a Python MCP server licensed under GPL-3.0. 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 #3946 out of 25022 indexed tools.

Ecosystem

Python GPL-3.0

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 32

32 stars → early stage

Freshness 25% 6mo ago

Last commit 6mo ago → stale

Issue Health 25% 0%

0/22 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 N/A
Forks 20
Description Detailed
License GPL-3.0

Weights: Freshness 25% · Issue Health 25% · Dependents 25% · Stars 15% · Contributors 10% · How we score →

How to Improve

Freshness high impact

Last commit was 184 days ago — a recent commit would boost your freshness score

Issue Health high impact

You have 22 open vs 0 closed issues — triaging stale issues improves health

Contributors medium impact

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

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AgentRank score for martin-papy/qdrant-loader
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Matched Queries

"mcp server""mcp-server"

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