qdrant-clients-sdk
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Getting a first Qdrant Managed Cloud cluster running and connected safely: Free, Standard, and Premium tiers, choices that can't be changed later, creating clusters from the Console or the qcloud CLI, Database API keys, ports and TLS, strict mode on new collections, Cloud
$ npx -y skills add qdrant/skills --skill qdrant-managed-cloud-quickstart --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/qdrant-managed-cloud-quickstartContext preview
The summary Claude sees to decide when to auto-load this skill.
Getting a first Qdrant Managed Cloud cluster running and connected safely: Free, Standard, and Premium tiers, choices that can't be changed later, creating clusters from the Console or the qcloud CLI, Database API keys, ports and TLS, strict mode on new collections, Cloud
name: qdrant-managed-cloud-quickstart description: "Getting a first Qdrant Managed Cloud cluster running and connected safely: Free, Standard, and Premium tiers, choices that can't be changed later, creating clusters from the Console or the qcloud CLI, Database API keys, ports and TLS, strict mode on new collections, Cloud Inference, and what to set before relying on a cluster. Use when someone says 'getting started with Qdrant Cloud', 'create a Qdrant Cloud cluster', 'is the free tier enough', 'do I need the Premium tier', 'create a cluster with qcloud', 'my free cluster was suspended', 'can't connect to Qdrant Cloud', 'which API key do I use', 'filter works locally but fails on Cloud', or 'Cloud Inference'."
You've already chosen Qdrant Managed Cloud. If you're still deciding between Cloud, Hybrid Cloud, and self-hosting, use the [deployment options skill](../qdrant-deployment-options/SKILL.md). On Cloud, every request needs an API key over TLS, new collections run in strict mode, and free clusters are suspended when idle. Some cluster choices can't be undone later.
Use when: creating the first cluster, or deciding between Free, Standard, and Premium.
Use when: the first request to the cluster fails, or an SDK reports an authentication or TLS error.
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
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…
Guides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with the server', 'keep a…
Setting up and running Qdrant Hybrid Cloud on your own Kubernetes cluster (managed, on-prem, or edge): prerequisites, storage/CSI…
Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into…
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to…