SERVER

MCP Qdrant Codebase Embeddings

Rank #71,073

glama/steiner385/mcp-qdrant-codebase-embeddings

A Model Context Protocol server that provides semantic understanding of codebases using Qdrant vector database, enabling AI assistants to search files by purpose, discover relationships between files, analyze architecture, and identify refactoring opportunities.

First listed
Jun 21, 2025
Last publish date
OVERVIEW

MCP Qdrant Codebase Embeddings is a Model Context Protocol (MCP) server published by steiner385. It ranks #71,073 of 115,460 servers tracked on MCP Toplist. MCP Qdrant Codebase Embeddings is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Jun 21, 2025.

STANDING
#71,073of 115,460 tracked servers

Ranks ahead of 44,387 of 115,460 servers on MCP Toplist.

CONNECT

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No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

This server doesn't publish a machine-readable install config — see the repository README for install instructions.

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MCP Toplist: #71,073 of 115,460
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REGISTRIES

Listed on 1 registry

ORGANIZATION

steiner385

Organization
Servers in org
3
Versions across org
5
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VERSIONS

Not versioned

This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.

FAQ

Frequently asked questions

Who maintains MCP Qdrant Codebase Embeddings?
MCP Qdrant Codebase Embeddings is maintained by steiner385, which publishes 3 MCP servers (5 total versions) tracked on MCP Toplist.
Is MCP Qdrant Codebase Embeddings listed on the Official MCP Registry?
MCP Qdrant Codebase Embeddings is not on the Official MCP Registry. It is listed on Glama.
How many versions does MCP Qdrant Codebase Embeddings have?
MCP Qdrant Codebase Embeddings ships as a single rolling release with no explicit version metadata.
Where can I find the source code for MCP Qdrant Codebase Embeddings?
The source code for MCP Qdrant Codebase Embeddings is hosted at github.com/steiner385/mcp-qdrant-codebase-embeddings.
EXPLORE
MCP Qdrant Codebase Embeddings - MCP Server #71,073 | MCP Toplist