martin-papy/qdrant-loader

Score: 33.5 Rank #4770

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.

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 #4770 out of 25632 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python GPL-3.0

Signal Breakdown

Stars 32

Freshness 3d ago

Issue Health 0%

Contributors 0

Dependents 0

Forks 20

Description Detailed

License GPL-3.0

How to Improve

Issue Health high impact

You have 21 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 martin-papy/qdrant-loader

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Details

Stars: 32
Forks: 20
Open Issues: 21
Closed Issues: 0
Contributors: 0
Dependents: —
Language: Python
License: GPL-3.0
Last Commit: 3d ago

Matched Queries

"mcp server""mcp-server"

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