MCPs › Dev tools › 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.
Not monetized yet
Turn MCP Qdrant Codebase Embeddings’s tool calls into revenue: one disclosed sponsored slot, 70% revenue share, fail-open by design.
Install MCP Qdrant Codebase Embeddings
For anyone using MCP Qdrant Codebase Embeddings — no Lulu account needed# stdio server — install per the repository README: https://github.com/steiner385/mcp-qdrant-codebase-embeddings
9 field-tested tactics as a designed playbook plus skills your coding agent can run. Free.
Get the Kit →FAQ
MCP Qdrant Codebase Embeddings installs from source — follow the repository README.
Unrated out of 100, computed from cross-registry traction signals (installs, stars, registry presence) — never influenced by sponsorship.
Similar servers
Works well together
Your server?
This is for the person who owns MCP Qdrant Codebase Embeddings — adds Lulu Ads to your own code. Not the install steps above, those are for your users.
Copies a ready prompt: your coding agent installs the lulu-ads SDK, wires the slot, and applies the widget design guide.
or set up manually at getlulu.dev/publishers
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Managed hosting with monetization built in — waitlist.
[](https://getlulu.dev/mcps/mcp-qdrant-codebase-embeddings)