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⚡ 1-Click Agent & Developer Install

Zero Auth · Ready for Grok Bot, Claude Code & Cursor

### Server Architecture & Capability Summary **Qdrant Vector Database Semantic Memory & Hybrid Search MCP** (`qdrant-mcp`) is a verified **STDIO** Model Context Protocol (MCP) server curated with **@swyx** for Grok Bot, Claude Code, and Cursor. Official Qdrant vector search MCP server: store and retrieve semantic agent memories, code snippets, and filtered document chunks with sub-10ms latency. ### 1-Click CLI Installation Run the command below to register `qdrant-mcp` in Claude Code or your MCP client: ```bash claude mcp add qdrant -- uvx mcp-server-qdrant ``` ### Standard `mcpServers` JSON Configuration (`.cursor/mcp.json` / `claude_desktop_config.json`) ```json { "mcpServers": { "qdrant-mcp": { "command": "uvx", "args": [ "mcp-server-qdrant" ], "env": { "QDRANT_URL": "https://xyz.cloud.qdrant.io", "QDRANT_API_KEY": "your_qdrant_key" } } } } ``` ### Exposed MCP Tools - `qdrant_store_memory` — Deterministic JSON-RPC 2.0 tool exposed by `qdrant-mcp`. - `qdrant_find_similar` — Deterministic JSON-RPC 2.0 tool exposed by `qdrant-mcp`. - `qdrant_list_collections` — Deterministic JSON-RPC 2.0 tool exposed by `qdrant-mcp`. - `qdrant_filter_payload` — Deterministic JSON-RPC 2.0 tool exposed by `qdrant-mcp`. ### Authentication & Environment Variables - **Transport Protocol:** `stdio` - **Auth Mechanism:** `api_key` - `QDRANT_URL`: `https://xyz.cloud.qdrant.io` - `QDRANT_API_KEY`: `your_qdrant_key` - **Documentation / Source:** [https://github.com/qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant)

Tags: #qdrant-mcp#stdio#research#mcp-server#qdrant-store-memory#qdrant-find-similar

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