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Explorer/MCP/muhammedehab35/MCP-qdrant-semantic-search
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MCP Qdrant Semantic Search

muhammedehab35/MCP-qdrant-semantic-search

Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations, code, and documentation.

↗muhammedehab35/MCP-qdrant-semantic-searchExternal link; availability not verifiedLicenseMIT LicenseHybrid hosting
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Hasn't been around long. Nothing caught our attention, but there isn't much history to go on yet.
Time indexed (4mo)
0toolsHybrid4moindexed
Checked May 29, 2026
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First indexed May 29, 2026
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Can run locally or remotely depending on deployment. Review the source repository.
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Source repository is available for review.
↗muhammedehab35/MCP-qdrant-semantic-searchExternal link; availability not verified
Environment variables (6)
QDRANT_URLstringOPTIONALdefault: http://localhost:6333
Qdrant server URL
OPENAI_API_KEYstringREQUIRED
OpenAI API Key
QDRANT_API_KEYstringOPTIONAL
Qdrant Cloud API Key (optional)
EMBEDDING_MODELstringOPTIONALdefault: text-embedding-3-large
OpenAI model
QDRANT_COLLECTIONstringOPTIONALdefault: semantic_memory
Collection name
EMBEDDING_DIMENSIONSstringOPTIONALdefault: 1536
Vector dimensions

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