MCP Qdrant Memory

Name: MCP Qdrant Memory
Author: delorenj

delorenj

开始使用源码仓库

Knowledge graph memory with semantic search backed by the Qdrant vector database and OpenAI embeddings.

接入配置

选择客户端，复制配置，再按项目文档补齐环境变量。

一键添加到 Cursor 一键添加到 VS Code

claude mcp add qdrant-memory --env OPENAI_API_KEY='<OPENAI_API_KEY>' --env QDRANT_API_KEY='<QDRANT_API_KEY>' --env QDRANT_COLLECTION_NAME='<QDRANT_COLLECTION_NAME>' --env QDRANT_URL='<QDRANT_URL>' -- docker build -t mcp-qdrant-memory .

~/.codex/config.toml

[mcp_servers.qdrant-memory]
command = "docker"
args = ["build", "-t", "mcp-qdrant-memory", "."]
env = { OPENAI_API_KEY = "<OPENAI_API_KEY>", QDRANT_API_KEY = "<QDRANT_API_KEY>", QDRANT_COLLECTION_NAME = "<QDRANT_COLLECTION_NAME>", QDRANT_URL = "<QDRANT_URL>" }

# codex mcp add qdrant-memory --env OPENAI_API_KEY='<OPENAI_API_KEY>' --env QDRANT_API_KEY='<QDRANT_API_KEY>' --env QDRANT_COLLECTION_NAME='<QDRANT_COLLECTION_NAME>' --env QDRANT_URL='<QDRANT_URL>' -- docker build -t mcp-qdrant-memory .

~/.cursor/mcp.json

{
  "mcpServers": {
    "qdrant-memory": {
      "command": "docker",
      "args": [
        "build",
        "-t",
        "mcp-qdrant-memory",
        "."
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_COLLECTION_NAME": "<QDRANT_COLLECTION_NAME>",
        "QDRANT_URL": "<QDRANT_URL>"
      }
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "qdrant-memory": {
      "type": "stdio",
      "command": "docker",
      "args": [
        "build",
        "-t",
        "mcp-qdrant-memory",
        "."
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_COLLECTION_NAME": "<QDRANT_COLLECTION_NAME>",
        "QDRANT_URL": "<QDRANT_URL>"
      }
    }
  }
}

~/.gemini/settings.json

{
  "mcpServers": {
    "qdrant-memory": {
      "command": "docker",
      "args": [
        "build",
        "-t",
        "mcp-qdrant-memory",
        "."
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_COLLECTION_NAME": "<QDRANT_COLLECTION_NAME>",
        "QDRANT_URL": "<QDRANT_URL>"
      }
    }
  }
}

claude_desktop_config.json

{
  "mcpServers": {
    "qdrant-memory": {
      "command": "docker",
      "args": [
        "build",
        "-t",
        "mcp-qdrant-memory",
        "."
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_COLLECTION_NAME": "<QDRANT_COLLECTION_NAME>",
        "QDRANT_URL": "<QDRANT_URL>"
      }
    }
  }
}

.trae/mcp.json

{
  "mcpServers": {
    "qdrant-memory": {
      "command": "docker",
      "args": [
        "build",
        "-t",
        "mcp-qdrant-memory",
        "."
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_COLLECTION_NAME": "<QDRANT_COLLECTION_NAME>",
        "QDRANT_URL": "<QDRANT_URL>"
      }
    }
  }
}

需要的环境变量

OPENAI_API_KEY
QDRANT_API_KEY
QDRANT_COLLECTION_NAME
QDRANT_URL

把占位值换成你自己的密钥；不要把密钥提交到代码仓库。

接入配置

需要的环境变量

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