SERVER

Qdrant RAG MCP Server

Rank #16412

glama/ancoleman/qdrant-rag-mcp

Enables context-aware semantic search across codebases using Qdrant vector database with intelligent GitHub issue resolution, Projects V2 management, and progressive context retrieval for 95%+ token reduction in AI-assisted development.

First listed
Dec 31, 2025
Last publish date
OVERVIEW

Qdrant RAG MCP Server is a Model Context Protocol (MCP) server published by ancoleman. It ranks #16412 of 58,832 servers tracked on MCP Toplist, and its repository has 9 GitHub stars. Qdrant RAG MCP Server is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Dec 31, 2025.

STANDING
#16,412of 58,832 tracked serversTop 50%

Ranks ahead of 42,420 of 58,832 servers on MCP Toplist.

REGISTRIES

Listed on 1 registry

ORGANIZATION

ancoleman

Organization
Total servers
1
Total versions
0
VERSIONS

Not versioned

This server is published through a registry that does not expose explicit version metadata. The listing tracks a single rolling release.

FAQ

Frequently asked questions

What is Qdrant RAG MCP Server?
Enables context-aware semantic search across codebases using Qdrant vector database with intelligent GitHub issue resolution, Projects V2 management, and progressive context retrieval for 95%+ token reduction in AI-assisted development.
Who maintains Qdrant RAG MCP Server?
Qdrant RAG MCP Server is maintained by ancoleman, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
Is Qdrant RAG MCP Server an official MCP server?
Qdrant RAG MCP Server is not on the Official MCP Registry. It is listed on Glama.
How many versions does Qdrant RAG MCP Server have?
Qdrant RAG MCP Server ships as a single rolling release with no explicit version metadata.
Where can I find the source code for Qdrant RAG MCP Server?
The source code for Qdrant RAG MCP Server is hosted at github.com/ancoleman/qdrant-rag-mcp.
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