@skills · Owner
Agent skills by qdrant
15 skills indexed from github.com/qdrant. Reference any of them in AdaL, Claude Code, Cursor or any coding agent — nothing to install.
- meta · Collection · 220 stars
- qdrant-advisor · Skill · 220 stars
Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use this whenever so
- qdrant-clients-sdk · Skill · 220 stars
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
- qdrant-deployment-options · Skill · 220 stars
Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which
- qdrant-edge · Skill · 220 stars
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 Q
- qdrant-model-migration · Skill · 220 stars
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to upda
- qdrant-monitoring · Skill · 220 stars
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer s
- qdrant-multitenancy · Skill · 220 stars
Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. Use when someone asks 'how to isolate customer data', 'how to b
- qdrant-performance-optimization · Skill · 220 stars
Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configu
- qdrant-scaling · Skill · 220 stars
Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput or QPS', 'CPU is p
- qdrant-search-quality · Skill · 220 stars
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelev
- qdrant-version-upgrade · Skill · 220 stars
Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. Use when someone asks 'how do I upgrade Qdrant', 'can I
- skills · Collection · 220 stars
- skills · Collection · 220 stars
- qdrant-sizing · Skill
Sizes a Qdrant deployment before it is provisioned. Use when someone asks 'how much RAM do I need', 'how many nodes', 'how big should my cluster be', 'sizi