A Model Context Protocol (MCP) server for enhanced Qdrant vector database functionality with tools for managing collections, adding documents, and performing semantic searches.
qdrantvector-databaseembeddingsearchmcptypescriptsemantic-searchdocument-processingdatabase
Installation & Configuration
{
"better-qdrant": {
"command": "npx",
"args": [
"better-qdrant-mcp-server"
],
"env": {
"QDRANT_URL": "http://localhost:6333",
"QDRANT_API_KEY": "your_api_key_if_needed",
"DEFAULT_EMBEDDING_SERVICE": "ollama",
"OPENAI_API_KEY": "your_openai_api_key",
"OPENAI_ENDPOINT": "https://api.openai.com/v1",
"OPENROUTER_API_KEY": "your_openrouter_api_key",
"OPENROUTER_ENDPOINT": "https://api.openrouter.com/v1",
"OLLAMA_ENDPOINT": "http://localhost:11434",
"OLLAMA_MODEL": "nomic-embed-text"
}
}
}Information
Transport
stdio
Language
TypeScript
Created
2026/6/14
Updated
2026/6/15