How do I install the openai mcp server?

Use a recorded configuration for your client, replace example credential values and paths, and verify the documented runtime. Restart or reconnect the client, then inspect the available tools.

What credentials does it need?

It reads `OPENAI_API_KEY`, `QDRANT_URL`, `QDRANT_COLLECTION_NAME`, `QDRANT_API_KEY`, `OPENAI_BASE_URL` from the environment. Store these in your client's env block or a secrets manager — never commit them to a repository — and grant the narrowest scope that still covers your use case.

SSyncDev

Start a project

Openai MCP Server

Qdrant MCP server with OpenAI Compatible API embedding support

Local serverstdioPython

What is the Openai MCP Server?

Qdrant MCP server with OpenAI Compatible API embedding support

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

Tool	What it does
qdrant-store	情報とメタデータを保存
qdrant-find	意味検索による関連情報の取得

How to install the Openai MCP Server

{
  "mcpServers": {
    "qdrant": {
      "command": "npx",
      "args": ["-y", "@rocklerson/openai-mcp-qdrant"],
      "env": {
        "OPENAI_API_KEY": "your-api-key",
        "QDRANT_URL": "http://localhost:6333",
        "QDRANT_COLLECTION_NAME": "claude_memories"
      }
    }
  }
}

Configuration as documented by the project. Restart the client after saving.

Configuration

Variable	Description	Required
OPENAI_API_KEY	Credential the server authenticates with.	Yes
QDRANT_URL	Endpoint or connection string the server talks to.	Yes
QDRANT_COLLECTION_NAME	Configuration value read at startup.	Optional
QDRANT_API_KEY	Credential the server authenticates with.	Yes
OPENAI_BASE_URL	Endpoint or connection string the server talks to.	Yes

Example prompts to try

“Use Openai to qdrant-store.”
“Use Openai to qdrant-find.”
“Use Openai to OPENAI API KEY.”

Frequently asked questions

Qdrant MCP server with OpenAI Compatible API embedding support Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.