{
  "type": "mcp-server",
  "packageName": "better-qdrant-mcp-server",
  "description": "Connects AI systems to Qdrant vector database for semantic search capabilities through multiple embedding services, enabling efficient document management and similarity searches without leaving the conversation interface.",
  "url": "https://github.com/wrediam/better-qdrant-mcp-server",
  "runtime": "node",
  "license": "unknown",
  "env": {
    "QDRANT_URL": {
      "description": "http://localhost:6333",
      "required": true
    },
    "QDRANT_API_KEY": {
      "description": "your_api_key_if_needed",
      "required": true
    },
    "DEFAULT_EMBEDDING_SERVICE": {
      "description": "ollama",
      "required": true
    },
    "OPENAI_API_KEY": {
      "description": "your_openai_api_key",
      "required": true
    },
    "OPENAI_ENDPOINT": {
      "description": "https://api.openai.com/v1",
      "required": true
    },
    "OPENROUTER_API_KEY": {
      "description": "your_openrouter_api_key",
      "required": true
    },
    "OPENROUTER_ENDPOINT": {
      "description": "https://api.openrouter.com/v1",
      "required": true
    },
    "OLLAMA_ENDPOINT": {
      "description": "http://localhost:11434",
      "required": true
    },
    "OLLAMA_MODEL": {
      "description": "nomic-embed-text",
      "required": true
    }
  },
  "name": "Better Qdrant MCP Server"
}