qdrant.tech
Qdrant is a vector database and similarity search engine used to store, index, and query dense and sparse vector data for search, recommendation, and retrieval workloads. It is available as open-source software and as managed cloud offerings.
Qdrant exposes a REST API for its vector database, an official Qdrant Cloud CLI, and an official MCP server package for connecting LLM clients to Qdrant-backed memory.
- Qdrant MCP Serverdiscovered
- Qdrant REST APIdiscovered
- Qdrant Cloud CLIdiscovered
For Qdrant Cloud, sign in to the Qdrant Cloud Console, open your cluster, and create or copy a Database API key from the cluster's API key/authentication settings as described in Qdrant Cloud Authentication. For self-hosted Qdrant, enable API-key authentication in your server configuration as described in Security, then use that key in clients as api_key/QDRANT_API_KEY.
Sign in to the Qdrant Cloud UI, create a management API key, and note your account ID. The official qcloud README says to create a management API key and use it with your account ID before using the CLI.
conventions · 1/8 published
- integrations.json✗
/.well-known/integrations.json - llms.txt✓https://qdrant.tech/llms.txt
- API catalog✗
/.well-known/api-catalog - OpenAPI document✗
/api/schema/, /openapi.json, /swagger.json, /api/openapi.json, or /v1/openapi.json - MCP server card✗
/.well-known/mcp/server-card.json - OAuth protected resource✗
/.well-known/oauth-protected-resource - Agent card✗
/.well-known/agent-card.json - Agent skills✗
/.well-known/agent-skills/index.json
Publish these signals → /publishing