Browse Skills

Qdrant Monitoring Debugging diagnoses production issues with metrics and observability data. Use it when optimizers stall, memory grows, queries slow down, or performance degrades without an obvious config change.

Qdrant Monitoring Setup guides Prometheus scraping, health probes, alerting, and log centralization for Qdrant deployments. Use it when configuring monitoring for self-hosted or Hybrid Cloud clusters.

Qdrant Performance Optimization routes users to sub-skills for search speed, indexing performance, and memory usage tuning. Use it when planning configuration or capacity changes to improve speed and efficiency.

Qdrant Query Scaling guides how to reduce cross-shard work for large limits and offsets in auto-sharded searches. Use it when queries return too many results, paginate large result sets, or fetch many vectors.

Qdrant Scaling routes scaling questions to the right guidance for capacity, throughput, latency, sharding, and retention needs. Use it when deciding how many nodes, how to shard, or how to reduce query load.

Qdrant Search Speed Optimization diagnoses slow search, high latency, and low QPS in Qdrant. Use it to isolate memory pressure, filter bottlenecks, optimizer lag, or config issues and apply the right fixes.

Qdrant Sizing estimates RAM, disk, CPU, GPU, and node count before a deployment is provisioned. Use it for capacity planning, checking whether a vector workload will fit, or choosing an instance type.

Qdrant Throughput Scaling guides how to increase query throughput in Qdrant. Use it when QPS is too low, queries need batching, or read replicas and other tuning options are needed.

Qdrant Version Upgrade explains how to upgrade Qdrant server and SDKs safely, including version matching, stepwise minor upgrades, and rolling upgrades. Use it when planning a version change or troubleshooting behavior after an upgrade.

Releasing orchestrates the full bundle-plugin release workflow: checks, audits, version bumps, changelog updates, testing, and publishing. Use it when preparing a bundle-plugin for a versioned release or checking release readiness.

Scaffolding generates project structure for new bundle-plugins and adds, removes, or migrates platform support. Use it when creating skill directories, manifests, hooks, and related configuration.

Scaling Data Volume guides Qdrant capacity decisions when a dataset outgrows one node. Use it for tenant scaling, sliding time windows, vertical scaling, or sharding across nodes.