[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-qdrant-qdrant-monitoring-setup":3,"mdc--e94tqg-key":48,"related-org-qdrant-qdrant-monitoring-setup":383,"related-repo-qdrant-qdrant-monitoring-setup":542},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":43,"sourceUrl":46,"mdContent":47},"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":8,"name":9,"logoUrl":10,"githubOrg":8},"qdrant","Qdrant","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fqdrant.png",[12,16,19,22],{"name":13,"slug":14,"type":15},"Alerting","alerting","tag",{"name":17,"slug":18,"type":15},"Prometheus","prometheus",{"name":20,"slug":21,"type":15},"Monitoring","monitoring",{"name":9,"slug":8,"type":15},197,"https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fskills","2026-07-16T06:01:14.722131",null,23,[29,30,31,32,33,34,35,21,36,37,8,38,39,40,41,42],"agent-skills","ai-agents","claude-code","codex","cursor","embeddings","hybrid-search","multitenancy","performance","quantization","scaling","search-quality","vector-database","vector-search",{"repoUrl":24,"stars":23,"forks":27,"topics":44,"description":45},[29,30,31,32,33,34,35,21,36,37,8,38,39,40,41,42],"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","https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fskills\u002Ftree\u002FHEAD\u002Fskills\u002Fqdrant-monitoring\u002Fsetup","---\nname: qdrant-monitoring-setup\ndescription: \"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'.\"\n---\n\n# How to Set Up Qdrant Monitoring\n\nGet Prometheus scraping working first, then health probes, then alerting. Do not skip monitoring setup before going to production.\n\n\n## Prometheus Metrics\n\nUse when: setting up metric collection for the first time or adding a new deployment.\n\n- Node metrics at `\u002Fmetrics` endpoint [Monitoring docs](https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-monitoring\u002Fmonitoring\u002F)\n- Cluster metrics at `\u002Fsys_metrics` (Qdrant Cloud only)\n- Prefix customization via `service.metrics_prefix` config or `QDRANT__SERVICE__METRICS_PREFIX` env var\n- Example self-hosted setup with Prometheus + Grafana [prometheus-monitoring repo](https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fprometheus-monitoring)\n\n\n## Hybrid Cloud Scraping\n\nUse when: running Qdrant Hybrid Cloud and need cluster-level visibility.\n\nDo not just scrape Qdrant nodes. In Hybrid Cloud, you manage the Kubernetes data plane. You must also scrape the cluster-exporter and operator pods for full cluster visibility and operator state.\n\n- Hybrid Cloud Prometheus setup tutorial [Hybrid Cloud Prometheus](https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-monitoring\u002Fhybrid-cloud-prometheus\u002F)\n- Official Grafana dashboards [Grafana dashboard repo](https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fqdrant-cloud-grafana-dashboard)\n\n\n## Liveness and Readiness Probes\n\nUse when: configuring Kubernetes health checks.\n\n- Use `\u002Fhealthz`, `\u002Flivez`, `\u002Freadyz` for basic status, liveness, and readiness [Kubernetes health endpoints](https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-monitoring\u002Fmonitoring\u002F?s=kubernetes-health-endpoints)\n\n\n## Alerting\n\nUse when: setting up alerts for production or Hybrid Cloud deployments.\n\n- Hybrid Cloud provides ~11 pre-configured Prometheus alerts out of the box [Cloud cluster monitoring](https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fcloud\u002Fcluster-monitoring\u002F)\n- Use AlertmanagerConfig to route alerts to Slack, PagerDuty, or other targets based on labels\n- At minimum, alert on: optimizer errors, node not ready, replication factor below target, disk usage >80%\n\n\n## Log Centralization and Audit Logging\n\nUse when: enterprise compliance requires centralized logs or audit trails.\n\n- Enable JSON log format for structured analysis: set `logger.format` to `json` in config [Configuration](https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-configuration\u002Fconfiguration\u002F)\n- Use FluentD\u002FOpenSearch for log aggregation\n- Audit logs (v1.17+) write to local filesystem (`\u002Fqdrant\u002Fstorage\u002Faudit\u002F`), not stdout. Mount a Persistent Volume and deploy a sidecar container to tail these files to stdout so DaemonSets can pick them up. [Audit logging](https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fsecurity\u002F?s=audit-logging)\n\n\n## What NOT to Do\n\n- Scrape `\u002Fsys_metrics` on self-hosted (only available on Qdrant Cloud)\n- Scrape only Qdrant nodes in Hybrid Cloud (miss cluster-exporter and operator metrics)\n- Skip monitoring setup before going to production (you will regret it)\n- Alert on page cache memory usage (it's supposed to fill available RAM, normal OS behavior)\n",{"data":49,"body":50},{"name":4,"description":6},{"type":51,"children":52},"root",[53,62,68,75,80,154,160,165,170,197,203,208,246,250,255,280,286,291,347,353],{"type":54,"tag":55,"props":56,"children":58},"element","h1",{"id":57},"how-to-set-up-qdrant-monitoring",[59],{"type":60,"value":61},"text","How to Set Up Qdrant Monitoring",{"type":54,"tag":63,"props":64,"children":65},"p",{},[66],{"type":60,"value":67},"Get Prometheus scraping working first, then health probes, then alerting. Do not skip monitoring setup before going to production.",{"type":54,"tag":69,"props":70,"children":72},"h2",{"id":71},"prometheus-metrics",[73],{"type":60,"value":74},"Prometheus Metrics",{"type":54,"tag":63,"props":76,"children":77},{},[78],{"type":60,"value":79},"Use when: setting up metric collection for the first time or adding a new deployment.",{"type":54,"tag":81,"props":82,"children":83},"ul",{},[84,108,121,142],{"type":54,"tag":85,"props":86,"children":87},"li",{},[88,90,97,99],{"type":60,"value":89},"Node metrics at ",{"type":54,"tag":91,"props":92,"children":94},"code",{"className":93},[],[95],{"type":60,"value":96},"\u002Fmetrics",{"type":60,"value":98}," endpoint ",{"type":54,"tag":100,"props":101,"children":105},"a",{"href":102,"rel":103},"https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-monitoring\u002Fmonitoring\u002F",[104],"nofollow",[106],{"type":60,"value":107},"Monitoring docs",{"type":54,"tag":85,"props":109,"children":110},{},[111,113,119],{"type":60,"value":112},"Cluster metrics at ",{"type":54,"tag":91,"props":114,"children":116},{"className":115},[],[117],{"type":60,"value":118},"\u002Fsys_metrics",{"type":60,"value":120}," (Qdrant Cloud only)",{"type":54,"tag":85,"props":122,"children":123},{},[124,126,132,134,140],{"type":60,"value":125},"Prefix customization via ",{"type":54,"tag":91,"props":127,"children":129},{"className":128},[],[130],{"type":60,"value":131},"service.metrics_prefix",{"type":60,"value":133}," config or ",{"type":54,"tag":91,"props":135,"children":137},{"className":136},[],[138],{"type":60,"value":139},"QDRANT__SERVICE__METRICS_PREFIX",{"type":60,"value":141}," env var",{"type":54,"tag":85,"props":143,"children":144},{},[145,147],{"type":60,"value":146},"Example self-hosted setup with Prometheus + Grafana ",{"type":54,"tag":100,"props":148,"children":151},{"href":149,"rel":150},"https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fprometheus-monitoring",[104],[152],{"type":60,"value":153},"prometheus-monitoring repo",{"type":54,"tag":69,"props":155,"children":157},{"id":156},"hybrid-cloud-scraping",[158],{"type":60,"value":159},"Hybrid Cloud Scraping",{"type":54,"tag":63,"props":161,"children":162},{},[163],{"type":60,"value":164},"Use when: running Qdrant Hybrid Cloud and need cluster-level visibility.",{"type":54,"tag":63,"props":166,"children":167},{},[168],{"type":60,"value":169},"Do not just scrape Qdrant nodes. In Hybrid Cloud, you manage the Kubernetes data plane. You must also scrape the cluster-exporter and operator pods for full cluster visibility and operator state.",{"type":54,"tag":81,"props":171,"children":172},{},[173,185],{"type":54,"tag":85,"props":174,"children":175},{},[176,178],{"type":60,"value":177},"Hybrid Cloud Prometheus setup tutorial ",{"type":54,"tag":100,"props":179,"children":182},{"href":180,"rel":181},"https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-monitoring\u002Fhybrid-cloud-prometheus\u002F",[104],[183],{"type":60,"value":184},"Hybrid Cloud Prometheus",{"type":54,"tag":85,"props":186,"children":187},{},[188,190],{"type":60,"value":189},"Official Grafana dashboards ",{"type":54,"tag":100,"props":191,"children":194},{"href":192,"rel":193},"https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fqdrant-cloud-grafana-dashboard",[104],[195],{"type":60,"value":196},"Grafana dashboard repo",{"type":54,"tag":69,"props":198,"children":200},{"id":199},"liveness-and-readiness-probes",[201],{"type":60,"value":202},"Liveness and Readiness Probes",{"type":54,"tag":63,"props":204,"children":205},{},[206],{"type":60,"value":207},"Use when: configuring Kubernetes health checks.",{"type":54,"tag":81,"props":209,"children":210},{},[211],{"type":54,"tag":85,"props":212,"children":213},{},[214,216,222,224,230,231,237,239],{"type":60,"value":215},"Use ",{"type":54,"tag":91,"props":217,"children":219},{"className":218},[],[220],{"type":60,"value":221},"\u002Fhealthz",{"type":60,"value":223},", ",{"type":54,"tag":91,"props":225,"children":227},{"className":226},[],[228],{"type":60,"value":229},"\u002Flivez",{"type":60,"value":223},{"type":54,"tag":91,"props":232,"children":234},{"className":233},[],[235],{"type":60,"value":236},"\u002Freadyz",{"type":60,"value":238}," for basic status, liveness, and readiness ",{"type":54,"tag":100,"props":240,"children":243},{"href":241,"rel":242},"https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-monitoring\u002Fmonitoring\u002F?s=kubernetes-health-endpoints",[104],[244],{"type":60,"value":245},"Kubernetes health endpoints",{"type":54,"tag":69,"props":247,"children":248},{"id":14},[249],{"type":60,"value":13},{"type":54,"tag":63,"props":251,"children":252},{},[253],{"type":60,"value":254},"Use when: setting up alerts for production or Hybrid Cloud deployments.",{"type":54,"tag":81,"props":256,"children":257},{},[258,270,275],{"type":54,"tag":85,"props":259,"children":260},{},[261,263],{"type":60,"value":262},"Hybrid Cloud provides ~11 pre-configured Prometheus alerts out of the box ",{"type":54,"tag":100,"props":264,"children":267},{"href":265,"rel":266},"https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fcloud\u002Fcluster-monitoring\u002F",[104],[268],{"type":60,"value":269},"Cloud cluster monitoring",{"type":54,"tag":85,"props":271,"children":272},{},[273],{"type":60,"value":274},"Use AlertmanagerConfig to route alerts to Slack, PagerDuty, or other targets based on labels",{"type":54,"tag":85,"props":276,"children":277},{},[278],{"type":60,"value":279},"At minimum, alert on: optimizer errors, node not ready, replication factor below target, disk usage >80%",{"type":54,"tag":69,"props":281,"children":283},{"id":282},"log-centralization-and-audit-logging",[284],{"type":60,"value":285},"Log Centralization and Audit Logging",{"type":54,"tag":63,"props":287,"children":288},{},[289],{"type":60,"value":290},"Use when: enterprise compliance requires centralized logs or audit trails.",{"type":54,"tag":81,"props":292,"children":293},{},[294,322,327],{"type":54,"tag":85,"props":295,"children":296},{},[297,299,305,307,313,315],{"type":60,"value":298},"Enable JSON log format for structured analysis: set ",{"type":54,"tag":91,"props":300,"children":302},{"className":301},[],[303],{"type":60,"value":304},"logger.format",{"type":60,"value":306}," to ",{"type":54,"tag":91,"props":308,"children":310},{"className":309},[],[311],{"type":60,"value":312},"json",{"type":60,"value":314}," in config ",{"type":54,"tag":100,"props":316,"children":319},{"href":317,"rel":318},"https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fops-configuration\u002Fconfiguration\u002F",[104],[320],{"type":60,"value":321},"Configuration",{"type":54,"tag":85,"props":323,"children":324},{},[325],{"type":60,"value":326},"Use FluentD\u002FOpenSearch for log aggregation",{"type":54,"tag":85,"props":328,"children":329},{},[330,332,338,340],{"type":60,"value":331},"Audit logs (v1.17+) write to local filesystem (",{"type":54,"tag":91,"props":333,"children":335},{"className":334},[],[336],{"type":60,"value":337},"\u002Fqdrant\u002Fstorage\u002Faudit\u002F",{"type":60,"value":339},"), not stdout. Mount a Persistent Volume and deploy a sidecar container to tail these files to stdout so DaemonSets can pick them up. ",{"type":54,"tag":100,"props":341,"children":344},{"href":342,"rel":343},"https:\u002F\u002Fskills.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fsecurity\u002F?s=audit-logging",[104],[345],{"type":60,"value":346},"Audit logging",{"type":54,"tag":69,"props":348,"children":350},{"id":349},"what-not-to-do",[351],{"type":60,"value":352},"What NOT to Do",{"type":54,"tag":81,"props":354,"children":355},{},[356,368,373,378],{"type":54,"tag":85,"props":357,"children":358},{},[359,361,366],{"type":60,"value":360},"Scrape ",{"type":54,"tag":91,"props":362,"children":364},{"className":363},[],[365],{"type":60,"value":118},{"type":60,"value":367}," on self-hosted (only available on Qdrant Cloud)",{"type":54,"tag":85,"props":369,"children":370},{},[371],{"type":60,"value":372},"Scrape only Qdrant nodes in Hybrid Cloud (miss cluster-exporter and operator metrics)",{"type":54,"tag":85,"props":374,"children":375},{},[376],{"type":60,"value":377},"Skip monitoring setup before going to production (you will regret it)",{"type":54,"tag":85,"props":379,"children":380},{},[381],{"type":60,"value":382},"Alert on page cache memory usage (it's supposed to fill available RAM, normal OS behavior)",{"items":384,"total":541},[385,402,417,432,447,461,474,484,495,507,517,528],{"slug":386,"name":386,"fn":387,"description":388,"org":389,"tags":390,"stars":23,"repoUrl":24,"updatedAt":401},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[391,394,397,400],{"name":392,"slug":393,"type":15},"Database","database",{"name":395,"slug":396,"type":15},"Debugging","debugging",{"name":398,"slug":399,"type":15},"Operations","operations",{"name":9,"slug":8,"type":15},"2026-07-16T06:02:56.675293",{"slug":403,"name":403,"fn":404,"description":405,"org":406,"tags":407,"stars":23,"repoUrl":24,"updatedAt":416},"qdrant-clients-sdk","integrate Qdrant client SDKs","Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[408,411,412,413],{"name":409,"slug":410,"type":15},"API Development","api-development",{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":414,"slug":415,"type":15},"SDK","sdk","2026-07-16T05:59:57.799789",{"slug":418,"name":418,"fn":419,"description":420,"org":421,"tags":422,"stars":23,"repoUrl":24,"updatedAt":431},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[423,424,427,430],{"name":392,"slug":393,"type":15},{"name":425,"slug":426,"type":15},"Deployment","deployment",{"name":428,"slug":429,"type":15},"Infrastructure","infrastructure",{"name":9,"slug":8,"type":15},"2026-07-19T05:38:33.324265",{"slug":433,"name":433,"fn":434,"description":435,"org":436,"tags":437,"stars":23,"repoUrl":24,"updatedAt":446},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[438,439,442,443],{"name":392,"slug":393,"type":15},{"name":440,"slug":441,"type":15},"Edge","edge",{"name":9,"slug":8,"type":15},{"name":444,"slug":445,"type":15},"Search","search","2026-07-16T06:01:19.179105",{"slug":448,"name":448,"fn":449,"description":450,"org":451,"tags":452,"stars":23,"repoUrl":24,"updatedAt":460},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[453,456,457,458],{"name":454,"slug":455,"type":15},"Architecture","architecture",{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":459,"slug":39,"type":15},"Scaling","2026-07-19T05:38:32.348551",{"slug":462,"name":462,"fn":463,"description":464,"org":465,"tags":466,"stars":23,"repoUrl":24,"updatedAt":473},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[467,470,471,472],{"name":468,"slug":469,"type":15},"AI Infrastructure","ai-infrastructure",{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":444,"slug":445,"type":15},"2026-07-16T06:00:12.328122",{"slug":475,"name":475,"fn":476,"description":477,"org":478,"tags":479,"stars":23,"repoUrl":24,"updatedAt":483},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[480,481,482],{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":444,"slug":445,"type":15},"2026-07-16T06:01:49.401142",{"slug":485,"name":485,"fn":486,"description":487,"org":488,"tags":489,"stars":23,"repoUrl":24,"updatedAt":494},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[490,491,492,493],{"name":409,"slug":410,"type":15},{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":444,"slug":445,"type":15},"2026-07-16T06:03:02.305907",{"slug":496,"name":496,"fn":497,"description":498,"org":499,"tags":500,"stars":23,"repoUrl":24,"updatedAt":506},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[501,502,503,505],{"name":392,"slug":393,"type":15},{"name":395,"slug":396,"type":15},{"name":504,"slug":37,"type":15},"Performance",{"name":9,"slug":8,"type":15},"2026-07-19T05:38:36.321999",{"slug":508,"name":508,"fn":509,"description":510,"org":511,"tags":512,"stars":23,"repoUrl":24,"updatedAt":516},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[513,514,515],{"name":395,"slug":396,"type":15},{"name":504,"slug":37,"type":15},{"name":9,"slug":8,"type":15},"2026-07-16T06:00:15.357243",{"slug":518,"name":518,"fn":519,"description":520,"org":521,"tags":522,"stars":23,"repoUrl":24,"updatedAt":527},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[523,524,525,526],{"name":392,"slug":393,"type":15},{"name":395,"slug":396,"type":15},{"name":504,"slug":37,"type":15},{"name":9,"slug":8,"type":15},"2026-07-16T05:59:17.325839",{"slug":529,"name":529,"fn":530,"description":531,"org":532,"tags":533,"stars":23,"repoUrl":24,"updatedAt":540},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[534,535,538,539],{"name":392,"slug":393,"type":15},{"name":536,"slug":537,"type":15},"Migration","migration",{"name":504,"slug":37,"type":15},{"name":9,"slug":8,"type":15},"2026-07-16T06:00:48.841055",30,{"items":543,"total":541},[544,551,558,565,572,579,586],{"slug":386,"name":386,"fn":387,"description":388,"org":545,"tags":546,"stars":23,"repoUrl":24,"updatedAt":401},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[547,548,549,550],{"name":392,"slug":393,"type":15},{"name":395,"slug":396,"type":15},{"name":398,"slug":399,"type":15},{"name":9,"slug":8,"type":15},{"slug":403,"name":403,"fn":404,"description":405,"org":552,"tags":553,"stars":23,"repoUrl":24,"updatedAt":416},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[554,555,556,557],{"name":409,"slug":410,"type":15},{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":414,"slug":415,"type":15},{"slug":418,"name":418,"fn":419,"description":420,"org":559,"tags":560,"stars":23,"repoUrl":24,"updatedAt":431},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[561,562,563,564],{"name":392,"slug":393,"type":15},{"name":425,"slug":426,"type":15},{"name":428,"slug":429,"type":15},{"name":9,"slug":8,"type":15},{"slug":433,"name":433,"fn":434,"description":435,"org":566,"tags":567,"stars":23,"repoUrl":24,"updatedAt":446},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[568,569,570,571],{"name":392,"slug":393,"type":15},{"name":440,"slug":441,"type":15},{"name":9,"slug":8,"type":15},{"name":444,"slug":445,"type":15},{"slug":448,"name":448,"fn":449,"description":450,"org":573,"tags":574,"stars":23,"repoUrl":24,"updatedAt":460},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[575,576,577,578],{"name":454,"slug":455,"type":15},{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":459,"slug":39,"type":15},{"slug":462,"name":462,"fn":463,"description":464,"org":580,"tags":581,"stars":23,"repoUrl":24,"updatedAt":473},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[582,583,584,585],{"name":468,"slug":469,"type":15},{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":444,"slug":445,"type":15},{"slug":475,"name":475,"fn":476,"description":477,"org":587,"tags":588,"stars":23,"repoUrl":24,"updatedAt":483},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[589,590,591],{"name":392,"slug":393,"type":15},{"name":9,"slug":8,"type":15},{"name":444,"slug":445,"type":15}]