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Qdrant MCP server provides semantic memory via vector search, enabling storage and retrieval of information using natural language queries.
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Qdrant MCP server provides semantic memory via vector search, enabling storage and retrieval of information using natural language queries.
This server is relatively safe for read and write operations to a vector database. The primary risks involve exposure of the Qdrant API key and potential network vulnerabilities. Using a local Qdrant instance mitigates network risks, but proper key management is still crucial.
Performance depends on the Qdrant server's resources and the size of the vector database. Embedding model choice also impacts performance.
Cost depends on Qdrant hosting (cloud vs. local) and embedding model usage. Cloud-based Qdrant may incur costs based on storage, compute, and network usage.
npx @smithery/cli install mcp-server-qdrant --client claude{
"qdrant": {
"command": "uvx",
"args": ["mcp-server-qdrant"],
"env": {
"QDRANT_URL": "https://xyz-example.eu-central.aws.cloud.qdrant.io:6333",
"QDRANT_API_KEY": "your_api_key",
"COLLECTION_NAME": "your-collection-name",
"EMBEDDING_MODEL": "sentence-transformers/all-MiniLM-L6-v2"
}
}
}QDRANT_URLCOLLECTION_NAMEEMBEDDING_MODELFASTMCP_PORTQDRANT_API_KEYTOOL_STORE_DESCRIPTIONTOOL_FIND_DESCRIPTIONqdrant-storeStores information with optional metadata in the Qdrant database.
Writes data to the Qdrant database, potentially overwriting existing information.
qdrant-findRetrieves relevant information from the Qdrant database based on a query.
Read-only operation; retrieves data but does not modify it.
API Key
hybrid
This server is relatively safe for read and write operations to a vector database. The primary risks involve exposure of the Qdrant API key and potential network vulnerabilities. Using a local Qdrant instance mitigates network risks, but proper key management is still crucial.
The server's autonomy is limited by the permissions granted to the Qdrant API key. It can only perform actions that the key allows.
Production Tip
Monitor Qdrant server performance and resource usage to ensure optimal performance of the MCP server.
Currently, only FastEmbed models are supported, with `sentence-transformers/all-MiniLM-L6-v2` as the default.
Set the `QDRANT_URL` environment variable to the URL of your Qdrant server. Alternatively, use `QDRANT_LOCAL_PATH` for a local instance.
Store the API key in a secure environment variable and avoid hardcoding it in your application.
Yes, configure the MCP server in Cursor's settings using the SSE transport protocol.
Set the `COLLECTION_NAME` environment variable to the desired collection name.
The server supports `stdio`, `sse`, and `streamable-http` transport protocols.
Set the `FASTMCP_DEBUG` environment variable to `true`.