qdrantOfficial·29 Agent Skills Included

skills

Qdrant vector search scaling, tuning, and troubleshooting guidance

Diagnoses and fixes Qdrant vector search problems: slow queries, high memory, stuck optimizers, poor relevance, and scaling bottlenecks. Guides sizing, sharding, multitenancy, hybrid search, model migration, monitoring, and zero-downtime upgrades with concrete config steps. Eliminates guesswork by routing each symptom to the exact official documentation and proven production settings.

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npx skills add qdrant/skills --all -g -y

Available:

Tells the agent how to navigate the nested Qdrant skill tree by following SKILL.md links and matching user symptoms to the right sub-skill.

All Skills in This Repository (29)

Pure Emerald Level Indicators

📦 In Repo

qdrant

qdrant-advisor

Diagnoses and advises on Qdrant vector search deployment issues.

qdrant-scaling

Guide vertical and horizontal scaling decisions for Qdrant vector search deployments.

qdrant-edge

Optimizes and synchronizes the Qdrant Edge shard with Qdrant Cloud via BM25/keyword search.

qdrant-deployment-options

Assess Qdrant deployment scenarios for local, Docker, self-hosted, and cloud options.

qdrant-performance-optimization

Optimize Qdrant search speed, indexing performance, and memory usage.

qdrant-version-upgrade

Guide rolling upgrades for Qdrant clusters with version compatibility checks.

qdrant-clients-sdk

Provide client SDKs for Python, JavaScript, Rust, Go, .NET, and Java to integrate with Qdrant.

qdrant-monitoring

Monitor and debug Qdrant deployments using Prometheus and Grafana metrics.

qdrant-model-migration

Guide embedding model migrations in Qdrant collections and vector fields.

qdrant-search-quality

Diagnose and improve search relevance in Qdrant by analyzing models, configuration, and query strategies.

qdrant-minimize-latency

Diagnose Qdrant query latency and recommend architectural and resource changes.

qdrant-scaling-qps

Optimize Qdrant query throughput via segment configuration, batch search, and read replicas.

Official

Advanced

Frequently Asked Questions

FAQPage Schema

How to install Qdrant skills?▼

Run `npx skills add qdrant/skills --all -g -y` in your terminal to install the full skill set globally for your agent.

How to fix slow Qdrant search?▼

The search-speed and latency skills walk you through checking optimizer status, memory pressure, HNSW parameters, and quantization to pinpoint and fix the bottleneck.

How to scale Qdrant for more data or traffic?▼

The scaling skills cover vertical scaling, horizontal sharding, tenant isolation, and QPS tuning, with clear rules on when to scale up versus scale out.

Do these skills work with Claude Code and Cursor?▼

Yes. All skills follow the standard SKILL.md format and work in Claude Code, Cursor, OpenCode, OpenAI Codex, and Pi.

Can I get Qdrant advice without installing everything?▼

Yes. Install only the Qdrant Advisor meta-skill, which fetches the latest matching guidance live from skills.qdrant.tech whenever you ask a Qdrant question.