[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"org-qdrant":3,"repo-skills-v-0-3-0":72},{"org":4,"repos":44},{"slug":5,"name":6,"logoUrl":7,"githubOrg":5,"website":8,"skillCount":9,"repoCount":10,"topRepos":11,"topTags":14,"lastUpdatedAt":43},"qdrant","Qdrant","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fqdrant.png","https:\u002F\u002Fqdrant.tech",30,1,[12],{"name":13,"skillCount":9},"qdrant\u002Fskills",[15,16,19,22,25,28,31,34,37,40],{"slug":5,"name":6},{"slug":17,"name":18},"database","Database",{"slug":20,"name":21},"performance","Performance",{"slug":23,"name":24},"search","Search",{"slug":26,"name":27},"debugging","Debugging",{"slug":29,"name":30},"scaling","Scaling",{"slug":32,"name":33},"monitoring","Monitoring",{"slug":35,"name":36},"api-development","API Development",{"slug":38,"name":39},"data-analysis","Data Analysis",{"slug":41,"name":42},"infrastructure","Infrastructure","2026-07-22T06:00:41.075958",[45],{"name":46,"fullName":13,"repoUrl":47,"skillCount":9,"stars":48,"forks":49,"description":50,"topics":51,"topTags":64,"topTagCount":71,"lastUpdatedAt":43},"skills","https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fskills",197,23,"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",[52,53,54,55,56,57,58,32,59,20,5,60,29,61,62,63],"agent-skills","ai-agents","claude-code","codex","cursor","embeddings","hybrid-search","multitenancy","quantization","search-quality","vector-database","vector-search",[65,66,67,68,69,70],{"slug":5,"name":6},{"slug":17,"name":18},{"slug":20,"name":21},{"slug":23,"name":24},{"slug":26,"name":27},{"slug":29,"name":30},22,{"items":73,"total":9},[74,88,101,114,127,140,153,163,174,185,195,206,219,231,243,258,270,283,294,305,316,326,337,347],{"slug":75,"name":75,"fn":76,"description":77,"org":78,"tags":79,"stars":48,"repoUrl":47,"updatedAt":87},"qdrant-advisor","diagnose and troubleshoot Qdrant deployments","Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use this whenever someone raises a Qdrant problem or question — slow or degraded search, high or growing memory \u002F OOM crashes, optimizer stuck or slow, indexing slowness, scaling and sharding decisions (node count, QPS, latency, multitenancy, vertical vs horizontal), poor or irrelevant search results, hybrid search and reranking, embedding-model migration, version upgrades and compatibility, monitoring and observability (Prometheus, Grafana, health checks, \u002Fmetrics, \u002Ftelemetry), deployment choices (local, Docker, self-hosted, Qdrant Cloud, embedded), or client-SDK questions (Python, TypeScript, Rust, Go, .NET, Java). Trigger especially when the context is clearly a Qdrant cluster, collection, or vector-search deployment. Always prefer this skill over answering from memory: it pulls current, authoritative guidance and only the relevant context.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[80,82,83,86],{"name":18,"slug":17,"type":81},"tag",{"name":27,"slug":26,"type":81},{"name":84,"slug":85,"type":81},"Operations","operations",{"name":6,"slug":5,"type":81},"2026-07-16T06:02:56.675293",{"slug":89,"name":89,"fn":90,"description":91,"org":92,"tags":93,"stars":48,"repoUrl":47,"updatedAt":100},"qdrant-clients-sdk","integrate Qdrant client SDKs","Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[94,95,96,97],{"name":36,"slug":35,"type":81},{"name":18,"slug":17,"type":81},{"name":6,"slug":5,"type":81},{"name":98,"slug":99,"type":81},"SDK","sdk","2026-07-16T05:59:57.799789",{"slug":102,"name":102,"fn":103,"description":104,"org":105,"tags":106,"stars":48,"repoUrl":47,"updatedAt":113},"qdrant-deployment-options","select Qdrant deployment options","Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latency deployment'. Also use when choosing between deployment types for a new project.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[107,108,111,112],{"name":18,"slug":17,"type":81},{"name":109,"slug":110,"type":81},"Deployment","deployment",{"name":42,"slug":41,"type":81},{"name":6,"slug":5,"type":81},"2026-07-19T05:38:33.324265",{"slug":115,"name":115,"fn":116,"description":117,"org":118,"tags":119,"stars":48,"repoUrl":47,"updatedAt":126},"qdrant-edge","build applications with Qdrant Edge","Guides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with the server', 'keep a local shard in sync with Qdrant Cloud', 'BM25 or keyword search on Edge', 'hybrid search on Edge', 'embeddings on device', 'Edge snapshots', 'apply a partial snapshot', 'why is my Edge search empty after inserts', or is writing custom sync, BM25, or fusion code against qdrant-edge. Also use when deciding what Edge ships built-in versus what you must implement.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[120,121,124,125],{"name":18,"slug":17,"type":81},{"name":122,"slug":123,"type":81},"Edge","edge",{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},"2026-07-16T06:01:19.179105",{"slug":128,"name":128,"fn":129,"description":130,"org":131,"tags":132,"stars":48,"repoUrl":47,"updatedAt":139},"qdrant-horizontal-scaling","guide Qdrant horizontal scaling decisions","Diagnoses and guides Qdrant 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.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[133,136,137,138],{"name":134,"slug":135,"type":81},"Architecture","architecture",{"name":18,"slug":17,"type":81},{"name":6,"slug":5,"type":81},{"name":30,"slug":29,"type":81},"2026-07-19T05:38:32.348551",{"slug":141,"name":141,"fn":142,"description":143,"org":144,"tags":145,"stars":48,"repoUrl":47,"updatedAt":152},"qdrant-hybrid-search","implement hybrid search in Qdrant","Explains hybrid search in Qdrant. 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'",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[146,149,150,151],{"name":147,"slug":148,"type":81},"AI Infrastructure","ai-infrastructure",{"name":18,"slug":17,"type":81},{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},"2026-07-16T06:00:12.328122",{"slug":154,"name":154,"fn":155,"description":156,"org":157,"tags":158,"stars":48,"repoUrl":47,"updatedAt":162},"qdrant-hybrid-search-combining","combine hybrid search scores in Qdrant","Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). 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'",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[159,160,161],{"name":18,"slug":17,"type":81},{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},"2026-07-16T06:01:49.401142",{"slug":164,"name":164,"fn":165,"description":166,"org":167,"tags":168,"stars":48,"repoUrl":47,"updatedAt":173},"qdrant-hybrid-search-prefetches","configure hybrid search with prefetch queries","Constructing prefetch queries for hybrid retrieval, including sparse\u002Fdense and multi-field setups, and choosing a sparse embedding model. Use when someone asks 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or sparse vectors for lexical?', 'which sparse embedding model to use?', or 'BM25 vs SPLADE?'",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[169,170,171,172],{"name":36,"slug":35,"type":81},{"name":18,"slug":17,"type":81},{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},"2026-07-16T06:03:02.305907",{"slug":175,"name":175,"fn":176,"description":177,"org":178,"tags":179,"stars":48,"repoUrl":47,"updatedAt":184},"qdrant-indexing-performance-optimization","optimize Qdrant indexing and data ingestion","Diagnoses and fixes slow Qdrant 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 arise.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[180,181,182,183],{"name":18,"slug":17,"type":81},{"name":27,"slug":26,"type":81},{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},"2026-07-19T05:38:36.321999",{"slug":186,"name":186,"fn":187,"description":188,"org":189,"tags":190,"stars":48,"repoUrl":47,"updatedAt":194},"qdrant-memory-usage-optimization","optimize Qdrant memory usage","Diagnoses and reduces Qdrant 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 recovery.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[191,192,193],{"name":27,"slug":26,"type":81},{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},"2026-07-16T06:00:15.357243",{"slug":196,"name":196,"fn":197,"description":198,"org":199,"tags":200,"stars":48,"repoUrl":47,"updatedAt":205},"qdrant-minimize-latency","optimize Qdrant query latency","Guides Qdrant 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'.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[201,202,203,204],{"name":18,"slug":17,"type":81},{"name":27,"slug":26,"type":81},{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},"2026-07-16T05:59:17.325839",{"slug":207,"name":207,"fn":208,"description":209,"org":210,"tags":211,"stars":48,"repoUrl":47,"updatedAt":218},"qdrant-model-migration","migrate embedding models in Qdrant","Guides embedding model migration in Qdrant 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 providers, or A\u002FB testing models.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[212,213,216,217],{"name":18,"slug":17,"type":81},{"name":214,"slug":215,"type":81},"Migration","migration",{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},"2026-07-16T06:00:48.841055",{"slug":220,"name":220,"fn":221,"description":222,"org":223,"tags":224,"stars":48,"repoUrl":47,"updatedAt":230},"qdrant-monitoring","monitor Qdrant health and metrics","Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant 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 metric analysis.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[225,226,229],{"name":33,"slug":32,"type":81},{"name":227,"slug":228,"type":81},"Observability","observability",{"name":6,"slug":5,"type":81},"2026-07-16T06:02:25.71628",{"slug":232,"name":232,"fn":233,"description":234,"org":235,"tags":236,"stars":48,"repoUrl":47,"updatedAt":242},"qdrant-monitoring-debugging","monitor and debug Qdrant production issues","Diagnoses Qdrant 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.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[237,238,239,240,241],{"name":18,"slug":17,"type":81},{"name":27,"slug":26,"type":81},{"name":33,"slug":32,"type":81},{"name":227,"slug":228,"type":81},{"name":6,"slug":5,"type":81},"2026-07-16T06:02:57.030857",{"slug":244,"name":244,"fn":245,"description":246,"org":247,"tags":248,"stars":48,"repoUrl":47,"updatedAt":257},"qdrant-monitoring-setup","configure Qdrant monitoring and alerting","Guides Qdrant 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 logs', or 'audit logging'.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[249,252,253,256],{"name":250,"slug":251,"type":81},"Alerting","alerting",{"name":33,"slug":32,"type":81},{"name":254,"slug":255,"type":81},"Prometheus","prometheus",{"name":6,"slug":5,"type":81},"2026-07-16T06:01:14.722131",{"slug":259,"name":259,"fn":260,"description":261,"org":262,"tags":263,"stars":48,"repoUrl":47,"updatedAt":43},"qdrant-multitenancy","implement Qdrant multi-tenant architecture","Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. Use when someone asks 'how to isolate customer data', 'how to build multi-tenant search\u002FRAG', 'how many collections should I create', 'how to partition tenants by payload', 'a customer's data legally has to stay in a certain country or region'. Also use when they describe a symptom: one customer's data is way bigger than the rest and slowing everyone down, or one tenant is hogging resources.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[264,265,268,269],{"name":18,"slug":17,"type":81},{"name":266,"slug":267,"type":81},"Multi-Tenant","multi-tenant",{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},{"slug":271,"name":271,"fn":272,"description":273,"org":274,"tags":275,"stars":48,"repoUrl":47,"updatedAt":282},"qdrant-performance-optimization","optimize Qdrant search and indexing performance","Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active production slowdown or analyzing live metrics, use qdrant-monitoring instead.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[276,277,280,281],{"name":18,"slug":17,"type":81},{"name":278,"slug":279,"type":81},"Optimization","optimization",{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},"2026-07-16T06:00:48.506521",{"slug":284,"name":284,"fn":285,"description":286,"org":287,"tags":288,"stars":48,"repoUrl":47,"updatedAt":293},"qdrant-relevance-feedback","optimize search results with relevance feedback","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's Relevance Feedback API', 'improving dense search relevance\u002Frecall', 'how to discover\u002Fget more relevant results from vector search', 'cheaper\u002Fbetter alternative to reranking', 'using a more heavy\u002Fbig embedding model for dense search but can't afford it', 'finding more relevant documents beyond the initial search pool', or 'feedback loops'. Also trigger when the user has a search quality problem due to a dense retriever being weak and is considering reranking as a solution — this API may be a better fit",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[289,290,291,292],{"name":18,"slug":17,"type":81},{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},"2026-07-16T06:03:00.067171",{"slug":295,"name":295,"fn":296,"description":297,"org":298,"tags":299,"stars":48,"repoUrl":47,"updatedAt":304},"qdrant-scaling","scale Qdrant vector database clusters","Guides Qdrant 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'.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[300,301,302,303],{"name":18,"slug":17,"type":81},{"name":42,"slug":41,"type":81},{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},"2026-07-16T06:00:47.843811",{"slug":306,"name":306,"fn":307,"description":308,"org":309,"tags":310,"stars":48,"repoUrl":47,"updatedAt":315},"qdrant-scaling-data-volume","scale Qdrant data volume and storage","Guides Qdrant 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'.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[311,312,313,314],{"name":18,"slug":17,"type":81},{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},{"name":30,"slug":29,"type":81},"2026-07-16T06:02:59.063116",{"slug":317,"name":317,"fn":318,"description":319,"org":320,"tags":321,"stars":48,"repoUrl":47,"updatedAt":325},"qdrant-scaling-qps","scale Qdrant query throughput","Guides Qdrant 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'.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[322,323,324],{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},{"name":30,"slug":29,"type":81},"2026-07-19T05:38:34.354296",{"slug":327,"name":327,"fn":328,"description":329,"org":330,"tags":331,"stars":48,"repoUrl":47,"updatedAt":336},"qdrant-scaling-query-volume","scale Qdrant query volume","Guides Qdrant 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'.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[332,333,334,335],{"name":18,"slug":17,"type":81},{"name":21,"slug":20,"type":81},{"name":6,"slug":5,"type":81},{"name":30,"slug":29,"type":81},"2026-07-16T06:00:51.487511",{"slug":338,"name":338,"fn":339,"description":340,"org":341,"tags":342,"stars":48,"repoUrl":47,"updatedAt":346},"qdrant-search-quality","improve Qdrant search relevance","Diagnoses and improves Qdrant 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 reranking?', 'how to measure retrieval quality?', 'build a golden set', 'ground truth dataset', or 'how to score recall@k?'. Also use when search quality degrades after quantization, model change, or data growth.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[343,344,345],{"name":39,"slug":38,"type":81},{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},"2026-07-16T06:02:56.341138",{"slug":348,"name":348,"fn":349,"description":350,"org":351,"tags":352,"stars":48,"repoUrl":47,"updatedAt":357},"qdrant-search-quality-diagnosis","diagnose Qdrant search quality issues","Diagnoses Qdrant 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', 'ground truth dataset', or 'how to score recall@k'. Also use when search quality degrades without obvious changes.",{"slug":5,"name":6,"logoUrl":7,"githubOrg":5},[353,354,355,356],{"name":39,"slug":38,"type":81},{"name":27,"slug":26,"type":81},{"name":6,"slug":5,"type":81},{"name":24,"slug":23,"type":81},"2026-07-16T06:00:01.549139"]