MCP server for Qdrant vector database with local embedding support
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# mcp-server-qdrant [](https://github.com/vaporif/mcp-server-qdrant/actions/workflows/ci.yml) Rust MCP server for Qdrant with local BERT embeddings. Single binary, no Python. ## Why not the [official Python one](https://github.com/qdrant/mcp-server-qdrant)? ONNX Python wheels are painful to package in Nix (especially aarch64-linux). This is a Rust rewrite with Nix-native packaging and a pure-Rust default backend (Candle) that has zero native dependencies. ## Usage ### Claude Desktop / Claude Code **With [uvx](https://docs.astral.sh/uv/) (recommended):** ```json { "mcpServers": { "qdrant": { "command": "uvx", "args": ["mcp-server-qdrant-rs"], "env": { "QDRANT_URL": "http://localhost:6334", "COLLECTION_NAME": "my-collection" } } } } ``` **With [rvx](https://github.com/vaporif/rvx):** ```json { "mcpServers": { "qdrant": { "command": "rvx", "args": ["mcp-server-qdrant"], "env": { "QDRANT_URL": "http://localhost:6334", "COLLECTION_NAME": "my-collection" } } } } ``` <details> <summary>Other installation methods</summary> **With Nix:** ```sh nix run github:vaporif/mcp-server-qdrant # ONNX backend nix run github:vaporif/mcp-server-qdrant#onnx ``` As a flake input: ```nix { inputs.mcp-server-qdrant.url = "github:vaporif/mcp-server-qdrant"; nixpkgs.overlays = [ mcp-server-qdrant.overlays.default ]; } ``` **With cargo:** ```sh cargo install mcp-server-qdrant ``` **From releases:** Download a prebuilt binary from [GitHub Releases](https://github.com/vaporif/mcp-server-qdrant/releases). **With Docker:** ```sh docker build -t mcp-server-qdrant . docker run -p 8000:8000 -e QDRANT_URL=http://host.docker.internal:6334 -e COLLECTION_NAME=my-collection mcp-server-qdrant ``` </details> ### HTTP Transport ```sh mcp-server-qdrant --transport streamable-http --port 8000 ``…
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