qdrant-api-mcp
npxVerifiedThe qdrant-api-mcp server exposes Qdrant's Collections and Points APIs to AI agents. It provides tools for vector similarity search, filtering, and batch operations. It connects directly to Qdrant's vector search engine. Developers use it to integrate vector search capabilities into AI applications, enabling efficient similarity search and filtering over high-dimensional data.
00241/weekUpdated 5 days ago
Overview
The qdrant-api-mcp server exposes Qdrant's Collections and Points APIs to AI agents. It provides tools for vector similarity search, filtering, and batch operations. It connects directly to Qdrant's vector search engine. Developers use it to integrate vector search capabilities into AI applications, enabling efficient similarity search and filtering over high-dimensional data.
Installation
1Install the package
npx
npx -y qdrant-api-mcp2Add to Claude
Add this configuration to your claude_desktop_config.json:
claude_desktop_config.json
{
"mcpServers": {
"qdrant-api-mcp-npm": {
"command": "npx",
"args": [
"-y",
"npx -y qdrant-api-mcp"
]
}
}
}3Verify installation
Restart Claude Desktop, then ask:
"What tools do you have available from qdrant-api-mcp?"
Prerequisites
- Node.js 18 or higher
- npm or npx available
- Claude Desktop or Claude API access
- API key for qdrant-api-mcp
Configuration
API Key Required
This server requires an API key from qdrant-api-mcp. Add it to your environment or config.
| Variable | Required | Description |
|---|---|---|
| QDRANT-API-MCP_API_KEY | Yes | Your qdrant-api-mcp API key |
Usage Examples
List Resources
"What resources are available in qdrant-api-mcp?"
Claude will query available resources and return a list of what you can access.
Get Details
"Show me details about [specific item] in qdrant-api-mcp"
Claude will fetch and display detailed information about the requested item.
Create New
"Create a new [item] in qdrant-api-mcp with [details]"
Claude will use the appropriate tool to create the resource and confirm success.
Works with qdrant-api-mcp
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