qdrant-clients-sdk
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Setting up and running Qdrant Hybrid Cloud on your own Kubernetes cluster (managed, on-prem, or edge): prerequisites, storage/CSI and backups, installing the Qdrant Cloud agent and operator, creating/exposing/securing clusters, registry mirroring, and secret rotation. Use when
$ npx -y skills add qdrant/skills --skill qdrant-hybrid-cloud-setup --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/qdrant-hybrid-cloud-setupContext preview
The summary Claude sees to decide when to auto-load this skill.
Setting up and running Qdrant Hybrid Cloud on your own Kubernetes cluster (managed, on-prem, or edge): prerequisites, storage/CSI and backups, installing the Qdrant Cloud agent and operator, creating/exposing/securing clusters, registry mirroring, and secret rotation. Use when
name: qdrant-hybrid-cloud-setup description: "Setting up and running Qdrant Hybrid Cloud on your own Kubernetes cluster (managed, on-prem, or edge): prerequisites, storage/CSI and backups, installing the Qdrant Cloud agent and operator, creating/exposing/securing clusters, registry mirroring, and secret rotation. Use when someone wants to set up, install, deploy, or configure Hybrid Cloud on their own infrastructure; is running Qdrant on their own EKS, GKE, AKS, OpenShift, or other Kubernetes; asks about the agent or operator, a storage class or volume snapshots for Hybrid Cloud, exposing a cluster, mirroring Qdrant images, or rotating secrets; or when a Hybrid Cloud install is failing on storage or connectivity."
You've already chosen Hybrid Cloud (managed control plane on your own infra). If you're still deciding, that's the `qdrant-deployment-options` skill. Most setup failures trace to one of two things: **storage** (the CSI driver can't do what Qdrant needs) or **connectivity** (the agent can't reach Qdrant Cloud). Diagnose which before touching anything else.
Use when: about to create the environment, or the install/cluster provisioning failed on storage.
Use when: running the install wizard in the Cloud Console.
Use when: the environment exists and you're provisioning a database.
Use when: apps outside the Kubernetes cluster need to reach Qdrant, or asked about API keys/TLS.
Use when: setting log levels or wiring cluster logs into your stack. (For metrics/Prometheus/Grafana, use the `qdrant-monitoring` skill instead.)
Agent skills for building with Qdrant vector search Skills encode deep Qdrant knowledge so coding agents can make the engineering decisions that determine whether vector search works well: quantization, sharding, tenant isolation, hybrid search, model
Repo: qdrant/skills
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which…
Guides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with the server', 'keep a local shard in sync with…
Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. Use when someone asks…
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update…
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer…