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💡 Description
A Model Context Protocol (MCP) server that enhances the capabilities of the Qdrant vector database, providing tools for managing Qdrant collections, adding documents, and performing semantic searches.
📝 JSON Entries
{
"mcpServers": [
{
"better-qdrant": {
"env": {
"QDRANT_URL": "http://localhost:6333",
"OLLAMA_MODEL": "nomic-embed-text",
"OPENAI_API_KEY": "your_openai_api_key",
"QDRANT_API_KEY": "your_api_key_if_needed",
"OLLAMA_ENDPOINT": "http://localhost:11434",
"OPENAI_ENDPOINT": "https://api.openai.com/v1",
"OPENROUTER_API_KEY": "your_openrouter_api_key",
"OPENROUTER_ENDPOINT": "https://api.openrouter.com/v1",
"DEFAULT_EMBEDDING_SERVICE": "ollama"
},
"args": [
"better-qdrant-mcp-server"
],
"command": "npx"
}
}
]
}🛠️ Tools
QdrantOpenAIOpenRouterOllama
⚡ Features
- List collections
- Add documents using various embedding services
- Perform semantic searches
- Delete collections from Qdrant
💬 Example Queries
- List collections
- Add document
- Search for related documents
- Delete a collection