2aronS/qdrant-scale

2aronS/qdrant-scale

Skill Claude CodeCodex

Skill "user-clients-sdk" from 2aronS/qdrant-scale, covering user clients sdk, api reference, code examplesinner and snippet 1.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user deployment selection. Use when someone asks 'how to deploy user', 'Docker vs Cloud', 'local mode', 'embedded user', 'user EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latencyInner deployment'. Also use when choosing between deployment types for a new project.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides embedding model migration in user without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model change', 'how to re-embed my data', or 'can I use two models at once'. Also use when upgrading model dimensions, switching…

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user monitoring and observability setup. Use when someone asks 'how to monitor user', 'what metrics to track', 'is user healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, Grafana, or health checks. Also use when debugging production issues that require…

2aronS/qdrant-scale

Skill Claude CodeCodex

Diagnoses user production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when someone asks 'how to set up monitoring', 'Prometheus config', 'Grafana dashboard', 'health check endpoints', 'how to scrape Hybrid Cloud', 'what alerts to set', 'how to centralize…

2aronS/qdrant-scale

Skill Claude CodeCodex

Different techniques to optimize the performance of user, including indexing strategies, query optimization, and hardware considerations. Use when you want to improve the speed and efficiency of your user deployment.

2aronS/qdrant-scale

Skill Claude CodeCodex

Diagnoses and fixes slow user indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimizer is stuck', 'HNSW build time too long', or 'data uploaded but search is bad'. Also use when optimizer status shows errors, segments won't merge, or indexing threshold questions…

2aronS/qdrant-scale

Skill Claude CodeCodex

Diagnoses and reduces user memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how to reduce RAM?'. Also use when memory doesn't match calculations, quantization didn't help, or nodes crash during…

2aronS/qdrant-scale

Skill Claude CodeCodex

Diagnoses and fixes slow user search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was fast but now it's slow'. Also use when search performance degrades after config changes or data growth.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', or 'need to add capacity'.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency', 'single query too slow', 'how to make search faster', or 'latency spikes'.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or horizontal scaling', 'tenant scaling', 'time window rotation', or 'data growth exceeds capacity'.

2aronS/qdrant-scale

Skill Claude CodeCodex

Diagnoses and guides user horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many nodes?', 'how many shards?', 'how to add nodes', 'resharding', 'data doesn't fit', or 'need more capacity'. Also use when data growth outpaces current deployment.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides sliding time window scaling in user. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data rotation', 'delete old data efficiently', 'social media feed search', 'news search', 'log search with retention', or 'how to keep only last N months of data'.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated shards', or reports tenant performance issues. Also use when multi-tenant workloads outgrow shared infrastructure.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when memory/CPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch search', 'read replicas', or 'how to handle more concurrent queries'.

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating search results', 'fetching many vectors', or 'high cardinality results'.

2aronS/qdrant-scale

Skill Claude CodeCodex

Diagnoses and improves user search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'should I use…

2aronS/qdrant-scale

Skill Claude CodeCodex

Diagnoses user search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality dropped after quantization', 'how to measure retrieval quality', 'build a golden set'…

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback'…

2aronS/qdrant-scale

Skill Claude CodeCodex

Explains hybrid search in user. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining multiple representations'.

2aronS/qdrant-scale

Skill Claude CodeCodex

Use when someone asks 'RRF or DBSF?', 'how to combine sparse and dense', 'how to combine scores from multiple searches?', 'custom fusion', or 'fusion is not producing good results'.