Skill collection · qdrant
skills agent skills by qdrant
33 skills from qdrant/skills are listed in the directory, across 2 categories. 12 skills have a full page with install steps and a pre-install summary.
At a glance
| Publisher | Qdrant Official |
|---|---|
| Repository | github.com/qdrant/skills |
| Listed skills | 33 |
| Security scan | Not scanned |
| Categories | Data, Analytics and Databases, DevOps and Cloud |
| License | Apache-2.0 |
| Last commit | October 15, 2026 |
| Install every skill | npx skills add https://github.com/qdrant/skills |
| README badge | Get the badge for this listing |
Show the listing in your README
This general badge links to the repository listing. For the two quality badges and feature offer, choose Get badges beside a skill below. Each skill keeps its own score and grade.
Markdown
[](https://skills.suedeai.ai/directory/qdrant/skills/)HTML
<a href="https://skills.suedeai.ai/directory/qdrant/skills/"><img src="https://skills.suedeai.ai/directory/qdrant/skills/badge.svg" alt="Suede Skills Directory: listed" height="20"></a>Limited-time feature offer: display either the numeric or letter badge in your repository or skill README (both also qualify), then request badge verification. Eligible skills scoring 80–99 can receive a featured placement after Suede verifies at least one valid badge linked to the skill’s listing. Suede has not announced an end date.
Skills in qdrant/skills
Linked names open the skill's directory page; the rest open the skill folder on GitHub. Descriptions on rows without a page are quoted from each SKILL.md.
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| Skill | Category | What it does |
|---|---|---|
| qdrant-advisor 77/100 · C | Data | Diagnoses, troubleshoots, and advises on Qdrant deployments by loading the latest official Qdrant skills live from skills.qdrant.tech, covering performance, scaling, search quality, and monitoring. |
| qdrant-deployment-options 81/100 · B | Data | Guides choosing a Qdrant deployment type, such as Docker, Cloud, local mode, embedded, Qdrant EDGE, or self-hosted, including when lowest latency is needed. |
| qdrant-edge 84/100 · B | Data | Guides building on Qdrant Edge, the embedded in-process shard, including syncing with the server, BM25 and hybrid search, and snapshots. |
| qdrant-hybrid-cloud-setup 79/100 · C | DevOps | Guides installing and running Qdrant Hybrid Cloud on your own Kubernetes cluster, covering storage, backups, the agent and operator, cluster exposure, and secret rotation. |
| qdrant-migration-tool 84/100 · B | Data | Guides using the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from other vector databases into Qdrant, including resuming interrupted runs. |
| qdrant-model-migration 84/100 · B | Data | Guides migrating to a new embedding model in Qdrant without downtime, including re-embedding data, changing model dimensions, switching providers, and A/B testing models. |
| qdrant-monitoring 80/100 · B | DevOps | Guides Qdrant monitoring and observability setup, including which metrics to track, Prometheus, Grafana, health checks, alerts, and log centralization. |
| qdrant-multitenancy 84/100 · B | Data | Guides tenant isolation architecture in Qdrant for multi-tenant applications, including partitioning tenants by payload, how many collections to create, and data residency. |
| qdrant-scaling 83/100 · B | Data | Guides Qdrant scaling decisions such as node count, sharding, vertical versus horizontal scaling, throughput, tail latency, and retention windows for expiring old vectors. |
| qdrant-search-quality 78/100 · C | Data | Diagnoses and improves Qdrant search relevance, covering embedding model choice, hybrid search, fusion, reranking, relevance feedback, and measuring retrieval quality. |
| qdrant-sizing 84/100 · B | Data | Sizes a Qdrant deployment before provisioning, estimating RAM, node count, and instance type from vector count and dimensions, or checking an existing estimate. |
| qdrant-version-upgrade 84/100 · B | Data | Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity, including rolling upgrades, version compatibility, and pre-upgrade checks. |
| qdrant-clients-sdk 70/100 · C | Data | Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments. |
| qdrant-horizontal-scaling 73/100 · C | Data | Diagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many nodes?', 'how many shards?'… |
| qdrant-hybrid-search 75/100 · C | Data | Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus… |
| qdrant-hybrid-search-combining 76/100 · C | Data | Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'RRF or DBSF?', 'how to combine… |
| qdrant-hybrid-search-prefetches 76/100 · C | Data | Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Use when… |
| qdrant-indexing-performance-optimization 73/100 · C | Data | Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimizer is… |
| qdrant-memory-usage-optimization 76/100 · C | Data | Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory… |
| qdrant-minimize-latency 73/100 · C | Data | Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency'… |
| qdrant-monitoring-debugging 73/100 · C | DevOps | Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory… |
| qdrant-monitoring-setup 73/100 · C | DevOps | Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when… |
| qdrant-performance-optimization 81/100 · B | Data | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning…Get badges  Choose the numeric badge, the letter badge, or both. Each links to this skill’s Suede listing; either valid linked badge can qualify for the feature offer. Markdown HTML |
| qdrant-relevance-feedback 74/100 · C | Data | Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about… |
| qdrant-scaling-data-volume 72/100 · C | Data | Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical… |
| qdrant-scaling-qps 73/100 · C | Data | Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low'… |
| qdrant-scaling-query-volume 70/100 · C | Data | Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating… |
| qdrant-search-quality-diagnosis 76/100 · C | Data | Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches'… |
| qdrant-search-speed-optimization 76/100 · C | Data | Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput… |
| qdrant-search-strategies 78/100 · C | Data | Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't… |
| qdrant-sliding-time-window 76/100 · C | Data | Guides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data… |
| qdrant-tenant-scaling 73/100 · C | Data | Guides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated… |
| qdrant-vertical-scaling 76/100 · C | Data | Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling'… |
Where this repository is cited
qdrant/skills appears in 3 curated lists: BehiSecc/awesome-claude-skills, VoltAgent/awesome-agent-skills, heilcheng/awesome-agent-skills.