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Explorer/MCP/steiner385/mcp-qdrant-codebase-embeddings

MCP Qdrant Codebase Embeddings

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.

↗steiner385/mcp-qdrant-codebase-embeddingsExternal link; availability not verified
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Checked Apr 18, 2026
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First indexed Apr 18, 2026
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↗steiner385/mcp-qdrant-codebase-embeddingsExternal link; availability not verified
Environment variables (2)
QDRANT_URLstringOPTIONALdefault: http://localhost:6333
URL of the Qdrant vector database instance
OPENAI_API_KEYstringOPTIONAL
OpenAI API key for using text-embedding-ada-002 model (recommended for best results)

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