qdrant
npxVerifiedMCP server for semantic search using local Qdrant vector database and OpenAI embeddings. Exposes tools for vector similarity search, upsert, and delete operations. Connects to Qdrant's HTTP API and OpenAI's embedding models. Useful for developers building AI applications requiring semantic search capabilities.
2110637/weekUpdated 2 weeks ago
Overview
MCP server for semantic search using local Qdrant vector database and OpenAI embeddings. Exposes tools for vector similarity search, upsert, and delete operations. Connects to Qdrant's HTTP API and OpenAI's embedding models. Useful for developers building AI applications requiring semantic search capabilities.
Installation
1Install the package
npx
npx -y @mhalder/qdrant-mcp-server2Add to Claude
Add this configuration to your claude_desktop_config.json:
claude_desktop_config.json
{
"mcpServers": {
"mhalder-qdrant-mcp-server-github": {
"command": "npx",
"args": [
"-y",
"npx -y @mhalder/qdrant-mcp-server"
]
}
}
}3Verify installation
Restart Claude Desktop, then ask:
"What tools do you have available from qdrant?"
Prerequisites
- Node.js 18 or higher
- npm or npx available
- Claude Desktop or Claude API access
- API key for qdrant
Configuration
API Key Required
This server requires an API key from qdrant. Add it to your environment or config.
| Variable | Required | Description |
|---|---|---|
| QDRANT_API_KEY | Yes | Your qdrant API key |
Usage Examples
List Resources
"What resources are available in qdrant?"
Claude will query available resources and return a list of what you can access.
Get Details
"Show me details about [specific item] in qdrant"
Claude will fetch and display detailed information about the requested item.
Create New
"Create a new [item] in qdrant with [details]"
Claude will use the appropriate tool to create the resource and confirm success.
Works with qdrant
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