{"id":"qdrant-cloud","name":"Qdrant Cloud","category":"databases","summary":"Maintain a hosted vector index for retrieval and agent memory.","description":"Store vectors and metadata in managed Qdrant collections, query related records through APIs or SDKs, and connect the official MCP adapter for semantic storage and retrieval.","url":"https://aiagentstore.ai/services-for-ai-agents/qdrant-cloud","website":"https://qdrant.tech?utm_source=aiagentstore.ai","docs":"https://qdrant.tech/documentation/cloud-quickstart/?utm_source=aiagentstore.ai","interfaces":["api","sdk","mcp"],"capabilities":["vector-search","retrieval","databases"],"humanSetup":"Create a managed cluster, choose its region and capacity, define the collection and embedding model, and supply a database API key scoped to the intended collections.","authentication":"Database API keys authenticate cluster requests. The MCP adapter uses QDRANT_URL and QDRANT_API_KEY; read-only adapter mode should be paired with database-level read permissions.","billing":"A limited free cluster is available for prototypes. Managed production pricing depends on cluster resources and selected features; check capacity and inference costs separately.","firstTask":"Store a small authorized test corpus in a development collection and verify that a known query retrieves the expected record.","limitations":"The free cluster lacks high availability. Retrieval quality depends on embeddings, indexed content and filters. The MCP adapter is a separate process; managed database hosting does not automatically host that adapter.","readiness":"autonomous-after-setup","paymentMode":"provider-account","agentPayments":"not-verified","verifiedAt":"2026-10-17","verification":"Official documentation reviewed; account onboarding and paid execution not independently tested.","sources":["https://qdrant.tech/documentation/cloud-quickstart/?utm_source=aiagentstore.ai","https://qdrant.tech/documentation/cloud/authentication/?utm_source=aiagentstore.ai","https://github.com/qdrant/mcp-server-qdrant?utm_source=aiagentstore.ai","https://qdrant.tech/pricing/?utm_source=aiagentstore.ai"],"siteGuide":{"title":"Validate retrieval boundaries before loading the full corpus","summary":"The cloud service supplies maintained storage and database operations beyond a single agent process. Reimplementing a similarity function does not provide that persistent, operated service.","url":"https://aiagentstore.ai/services-for-ai-agents/qdrant-cloud#integration-playbook","contentType":"text/html","requiresBrowser":false,"includes":["selection rationale","suggested workflow","acceptance checks","failure recovery","related services"],"basis":"Original AI Agent Store editorial guidance; not an execution benchmark."},"categoryUrl":"https://aiagentstore.ai/services-for-ai-agents/category/databases","tagLinks":[{"id":"api","url":"https://aiagentstore.ai/services-for-ai-agents/tag/api"},{"id":"sdk","url":"https://aiagentstore.ai/services-for-ai-agents/tag/sdk"},{"id":"mcp","url":"https://aiagentstore.ai/services-for-ai-agents/tag/mcp"},{"id":"vector-search","url":"https://aiagentstore.ai/services-for-ai-agents/tag/vector-search"},{"id":"retrieval","url":"https://aiagentstore.ai/services-for-ai-agents/tag/retrieval"},{"id":"databases","url":"https://aiagentstore.ai/services-for-ai-agents/tag/databases"}]}