SERVER

MCP Qdrant Codebase Embeddings

Rank #40544

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 #40544 of 58,832 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
#40,544of 58,832 tracked servers

Ranks ahead of 18,288 of 58,832 servers on MCP Toplist.

CONNECT

Use MCP Qdrant Codebase Embeddings

MCP Qdrant Codebase Embeddings doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.

REGISTRIES

Listed on 1 registry

ORGANIZATION

steiner385

Organization
Total servers
3
Total versions
0
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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 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.
Who maintains MCP Qdrant Codebase Embeddings?
MCP Qdrant Codebase Embeddings is maintained by steiner385, which publishes 3 MCP servers (0 total versions) tracked on MCP Toplist.
Is MCP Qdrant Codebase Embeddings an official MCP server?
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 #40544 | MCP Toplist