Repository
qdrant/skills agent skills
- skills
- 33
- official
- 33
- GitHub stars
- 253
GitHub description: “Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java”
- Stars
- 253 (31 forks)
- Licence
- Apache-2.0
- Last push
- Oct 2026
- Created
- Jan 2026
- Homepage
- skills.qdrant.tech
- Source
- github.com/qdrant/skills
- agent-skills
- ai-agents
- claude-code
- codex
- cursor
- embeddings
- hybrid-search
- monitoring
- multitenancy
- performance
- qdrant
- quantization
- scaling
- search-quality
- vector-database
- vector-search
Install all skills
npx skills add qdrant/skillsAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in qdrant/skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments. | qdrant/ | 253 | 2 repos | ~752 | Automated safety check: Notes | Apache-2.0 | yesterday |
| 2 | Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. | qdrant/ | 253 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 3 | Guides Qdrant deployment selection. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~976 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 4 | Guides Qdrant search strategy selection. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5 | Diagnoses and guides Qdrant horizontal scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~833 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 6 | Diagnoses and fixes slow Qdrant indexing and data ingestion. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 7 | Diagnoses and reduces Qdrant memory usage. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 8 | Guides Qdrant query latency optimization. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~725 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 9 | Guides embedding model migration in Qdrant without downtime. | qdrant/ | 253 | 2 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 10 | Diagnoses Qdrant production issues using metrics and observability tools. | qdrant/ | 253 | 2 repos | ~897 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 11 | Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. | qdrant/ | 253 | 2 repos | ~874 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 12 | Guides Qdrant data volume scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~485 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 13 | Guides Qdrant query throughput (QPS) scaling. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~933 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 14 | Diagnoses and fixes slow Qdrant search. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 15 | Guides sliding time window scaling in Qdrant. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 16 | Guides Qdrant multi-tenant scaling. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~916 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 17 | Guides Qdrant vertical scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 18 | Guides Qdrant query volume scaling. An agent skill from qdrant/skills. | qdrant/ | 253 | 2 repos | ~351 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 19 | Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. | qdrant/ | 253 | 1 repo | ~2.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 20 | Guides building on Qdrant Edge, the embedded in-process shard. | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 21 | 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… | qdrant/ | 253 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 22 | Explains hybrid search in Qdrant. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~912 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 23 | Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 24 | Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. | qdrant/ | 253 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 25 | Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. | qdrant/ | 253 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 26 | Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. | qdrant/ | 253 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 27 | Diagnoses Qdrant search quality issues. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 28 | Sizes a Qdrant deployment before it is provisioned. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 29 | Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. | qdrant/ | 253 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 30 | Guides Qdrant scaling decisions. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~601 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 31 | Diagnoses and improves Qdrant search relevance. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~616 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 32 | Guides Qdrant monitoring and observability setup. An agent skill from qdrant/skills. | qdrant/ | 253 | — | ~368 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 33 | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. | qdrant/ | 253 | — | ~456 | Automated safety check: Pass | Apache-2.0 | yesterday |
Questions, answered from the data.
What is the best skill in qdrant/skills?
Qdrant Clients SDK (official) from qdrant/skills ranks first of the 33 skills in qdrant/skills listed here, with the highest score: its repository has 253 GitHub stars, 2 other GitHub owners carry a copy, its SKILL.md loads about 752 tokens and it has informational notes only in the automated safety check. Next come Qdrant Advisor and Qdrant Deployment Options.
Are the skills in qdrant/skills official?
33 of the 33 skills in qdrant/skills are official, published by the vendor's own GitHub organization: Qdrant Clients SDK, Qdrant Advisor, Qdrant Deployment Options, Qdrant Search Strategies, Qdrant Horizontal Scaling and 28 more.
How do I install all skills from qdrant/skills?
Run npx skills add qdrant/skills in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.