Creating advanced vector search technology
Qdrant is the author behind a set of skills that guide an AI agent through vector search work in Qdrant, including choosing a deployment option, designing tenant isolation for multi-tenant and RAG applications, scaling clusters, migrating embedding models without downtime, and setting up Prometheus, Grafana and health-check monitoring. The skills cover the operational side of running Qdrant in production, with a focus on capacity planning, latency diagnosis and the choice between self-hosted, cloud and embedded setups.
Skills
31 skills · 267 stars · Apache-2.0
Qdrant Advisor Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant…
Qdrant Clients Sdk Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdr…
Qdrant Deployment Options Guides Qdrant deployment selection.
Qdrant Edge Guides building on Qdrant Edge, the embedded in-process shard.
Qdrant Horizontal Scaling Diagnoses and guides Qdrant horizontal scaling decisions.
Qdrant Hybrid Cloud Setup Setting up and running Qdrant Hybrid Cloud on your own Kubernetes cluster (managed, on-prem, or e…
Qdrant Hybrid Search Explains hybrid search in Qdrant.
Qdrant Hybrid Search Combining Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion).
Qdrant Hybrid Search Prefetches Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups…
Qdrant Indexing Performance Optimization Diagnoses and fixes slow Qdrant indexing and data ingestion.
Qdrant Memory Usage Optimization Diagnoses and reduces Qdrant memory usage.
Qdrant Migration Tool Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from…
Qdrant Minimize Latency Guides Qdrant query latency optimization.
Qdrant Model Migration Guides embedding model migration in Qdrant without downtime.
Qdrant Monitoring Guides Qdrant monitoring and observability setup.
Qdrant Monitoring Debugging Diagnoses Qdrant production issues using metrics and observability tools.
Qdrant Monitoring Setup Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics…
Qdrant Multitenancy Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications.
Qdrant Performance Optimization Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance…
Qdrant Relevance Feedback Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense…
Qdrant Scaling Guides Qdrant scaling decisions.
Qdrant Scaling Qps Guides Qdrant query throughput (QPS) scaling.
Qdrant Search Quality Diagnoses and improves Qdrant search relevance.
Qdrant Search Quality Diagnosis Diagnoses Qdrant search quality issues.
Qdrant Search Speed Optimization Diagnoses and fixes slow Qdrant search.
Qdrant Search Strategies Guides Qdrant search strategy selection.
Qdrant Sizing Sizes a Qdrant deployment before it is provisioned.
Qdrant Sliding Time Window Guides sliding time window scaling in Qdrant.
Qdrant Tenant Scaling Guides Qdrant multi-tenant scaling.
Qdrant Version Upgrade Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity.
Qdrant Vertical Scaling Guides Qdrant vertical scaling decisions.