[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-github-qdrant-monitoring-setup":3,"mdc--stp6d0-key":47,"related-repo-github-qdrant-monitoring-setup":384,"related-org-github-qdrant-monitoring-setup":485},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":28,"repoUrl":29,"updatedAt":30,"license":31,"forks":32,"topics":33,"repo":42,"sourceUrl":45,"mdContent":46},"qdrant-monitoring-setup","set up 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},"github","GitHub","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fgithub.png",[12,16,19,22,25],{"name":13,"slug":14,"type":15},"Observability","observability","tag",{"name":17,"slug":18,"type":15},"SRE","sre",{"name":20,"slug":21,"type":15},"Monitoring","monitoring",{"name":23,"slug":24,"type":15},"Qdrant","qdrant",{"name":26,"slug":27,"type":15},"AI Infrastructure","ai-infrastructure",36978,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot","2026-04-18T04:46:05.217192",null,4632,[34,35,36,37,38,39,40,41],"agent-skills","agents","ai","awesome","custom-agents","github-copilot","hacktoberfest","prompt-engineering",{"repoUrl":29,"stars":28,"forks":32,"topics":43,"description":44},[34,35,36,37,38,39,40,41],"Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\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\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\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\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Ftutorials-and-examples\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\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\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\u002Fsearch.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\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\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\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\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":48,"body":49},{"name":4,"description":6},{"type":50,"children":51},"root",[52,61,67,74,79,153,159,164,169,196,202,207,245,251,256,281,287,292,348,354],{"type":53,"tag":54,"props":55,"children":57},"element","h1",{"id":56},"how-to-set-up-qdrant-monitoring",[58],{"type":59,"value":60},"text","How to Set Up Qdrant Monitoring",{"type":53,"tag":62,"props":63,"children":64},"p",{},[65],{"type":59,"value":66},"Get Prometheus scraping working first, then health probes, then alerting. Do not skip monitoring setup before going to production.",{"type":53,"tag":68,"props":69,"children":71},"h2",{"id":70},"prometheus-metrics",[72],{"type":59,"value":73},"Prometheus Metrics",{"type":53,"tag":62,"props":75,"children":76},{},[77],{"type":59,"value":78},"Use when: setting up metric collection for the first time or adding a new deployment.",{"type":53,"tag":80,"props":81,"children":82},"ul",{},[83,107,120,141],{"type":53,"tag":84,"props":85,"children":86},"li",{},[87,89,96,98],{"type":59,"value":88},"Node metrics at ",{"type":53,"tag":90,"props":91,"children":93},"code",{"className":92},[],[94],{"type":59,"value":95},"\u002Fmetrics",{"type":59,"value":97}," endpoint ",{"type":53,"tag":99,"props":100,"children":104},"a",{"href":101,"rel":102},"https:\u002F\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\u002Fmonitoring\u002F",[103],"nofollow",[105],{"type":59,"value":106},"Monitoring docs",{"type":53,"tag":84,"props":108,"children":109},{},[110,112,118],{"type":59,"value":111},"Cluster metrics at ",{"type":53,"tag":90,"props":113,"children":115},{"className":114},[],[116],{"type":59,"value":117},"\u002Fsys_metrics",{"type":59,"value":119}," (Qdrant Cloud only)",{"type":53,"tag":84,"props":121,"children":122},{},[123,125,131,133,139],{"type":59,"value":124},"Prefix customization via ",{"type":53,"tag":90,"props":126,"children":128},{"className":127},[],[129],{"type":59,"value":130},"service.metrics_prefix",{"type":59,"value":132}," config or ",{"type":53,"tag":90,"props":134,"children":136},{"className":135},[],[137],{"type":59,"value":138},"QDRANT__SERVICE__METRICS_PREFIX",{"type":59,"value":140}," env var",{"type":53,"tag":84,"props":142,"children":143},{},[144,146],{"type":59,"value":145},"Example self-hosted setup with Prometheus + Grafana ",{"type":53,"tag":99,"props":147,"children":150},{"href":148,"rel":149},"https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fprometheus-monitoring",[103],[151],{"type":59,"value":152},"prometheus-monitoring repo",{"type":53,"tag":68,"props":154,"children":156},{"id":155},"hybrid-cloud-scraping",[157],{"type":59,"value":158},"Hybrid Cloud Scraping",{"type":53,"tag":62,"props":160,"children":161},{},[162],{"type":59,"value":163},"Use when: running Qdrant Hybrid Cloud and need cluster-level visibility.",{"type":53,"tag":62,"props":165,"children":166},{},[167],{"type":59,"value":168},"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":53,"tag":80,"props":170,"children":171},{},[172,184],{"type":53,"tag":84,"props":173,"children":174},{},[175,177],{"type":59,"value":176},"Hybrid Cloud Prometheus setup tutorial ",{"type":53,"tag":99,"props":178,"children":181},{"href":179,"rel":180},"https:\u002F\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Ftutorials-and-examples\u002Fhybrid-cloud-prometheus\u002F",[103],[182],{"type":59,"value":183},"Hybrid Cloud Prometheus",{"type":53,"tag":84,"props":185,"children":186},{},[187,189],{"type":59,"value":188},"Official Grafana dashboards ",{"type":53,"tag":99,"props":190,"children":193},{"href":191,"rel":192},"https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fqdrant-cloud-grafana-dashboard",[103],[194],{"type":59,"value":195},"Grafana dashboard repo",{"type":53,"tag":68,"props":197,"children":199},{"id":198},"liveness-and-readiness-probes",[200],{"type":59,"value":201},"Liveness and Readiness Probes",{"type":53,"tag":62,"props":203,"children":204},{},[205],{"type":59,"value":206},"Use when: configuring Kubernetes health checks.",{"type":53,"tag":80,"props":208,"children":209},{},[210],{"type":53,"tag":84,"props":211,"children":212},{},[213,215,221,223,229,230,236,238],{"type":59,"value":214},"Use ",{"type":53,"tag":90,"props":216,"children":218},{"className":217},[],[219],{"type":59,"value":220},"\u002Fhealthz",{"type":59,"value":222},", ",{"type":53,"tag":90,"props":224,"children":226},{"className":225},[],[227],{"type":59,"value":228},"\u002Flivez",{"type":59,"value":222},{"type":53,"tag":90,"props":231,"children":233},{"className":232},[],[234],{"type":59,"value":235},"\u002Freadyz",{"type":59,"value":237}," for basic status, liveness, and readiness ",{"type":53,"tag":99,"props":239,"children":242},{"href":240,"rel":241},"https:\u002F\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\u002Fmonitoring\u002F?s=kubernetes-health-endpoints",[103],[243],{"type":59,"value":244},"Kubernetes health endpoints",{"type":53,"tag":68,"props":246,"children":248},{"id":247},"alerting",[249],{"type":59,"value":250},"Alerting",{"type":53,"tag":62,"props":252,"children":253},{},[254],{"type":59,"value":255},"Use when: setting up alerts for production or Hybrid Cloud deployments.",{"type":53,"tag":80,"props":257,"children":258},{},[259,271,276],{"type":53,"tag":84,"props":260,"children":261},{},[262,264],{"type":59,"value":263},"Hybrid Cloud provides ~11 pre-configured Prometheus alerts out of the box ",{"type":53,"tag":99,"props":265,"children":268},{"href":266,"rel":267},"https:\u002F\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Fcloud\u002Fcluster-monitoring\u002F",[103],[269],{"type":59,"value":270},"Cloud cluster monitoring",{"type":53,"tag":84,"props":272,"children":273},{},[274],{"type":59,"value":275},"Use AlertmanagerConfig to route alerts to Slack, PagerDuty, or other targets based on labels",{"type":53,"tag":84,"props":277,"children":278},{},[279],{"type":59,"value":280},"At minimum, alert on: optimizer errors, node not ready, replication factor below target, disk usage >80%",{"type":53,"tag":68,"props":282,"children":284},{"id":283},"log-centralization-and-audit-logging",[285],{"type":59,"value":286},"Log Centralization and Audit Logging",{"type":53,"tag":62,"props":288,"children":289},{},[290],{"type":59,"value":291},"Use when: enterprise compliance requires centralized logs or audit trails.",{"type":53,"tag":80,"props":293,"children":294},{},[295,323,328],{"type":53,"tag":84,"props":296,"children":297},{},[298,300,306,308,314,316],{"type":59,"value":299},"Enable JSON log format for structured analysis: set ",{"type":53,"tag":90,"props":301,"children":303},{"className":302},[],[304],{"type":59,"value":305},"logger.format",{"type":59,"value":307}," to ",{"type":53,"tag":90,"props":309,"children":311},{"className":310},[],[312],{"type":59,"value":313},"json",{"type":59,"value":315}," in config ",{"type":53,"tag":99,"props":317,"children":320},{"href":318,"rel":319},"https:\u002F\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\u002Fconfiguration\u002F",[103],[321],{"type":59,"value":322},"Configuration",{"type":53,"tag":84,"props":324,"children":325},{},[326],{"type":59,"value":327},"Use FluentD\u002FOpenSearch for log aggregation",{"type":53,"tag":84,"props":329,"children":330},{},[331,333,339,341],{"type":59,"value":332},"Audit logs (v1.17+) write to local filesystem (",{"type":53,"tag":90,"props":334,"children":336},{"className":335},[],[337],{"type":59,"value":338},"\u002Fqdrant\u002Fstorage\u002Faudit\u002F",{"type":59,"value":340},"), not stdout. Mount a Persistent Volume and deploy a sidecar container to tail these files to stdout so DaemonSets can pick them up. ",{"type":53,"tag":99,"props":342,"children":345},{"href":343,"rel":344},"https:\u002F\u002Fsearch.qdrant.tech\u002Fmd\u002Fdocumentation\u002Foperations\u002Fsecurity\u002F?s=audit-logging",[103],[346],{"type":59,"value":347},"Audit logging",{"type":53,"tag":68,"props":349,"children":351},{"id":350},"what-not-to-do",[352],{"type":59,"value":353},"What NOT to Do",{"type":53,"tag":80,"props":355,"children":356},{},[357,369,374,379],{"type":53,"tag":84,"props":358,"children":359},{},[360,362,367],{"type":59,"value":361},"Scrape ",{"type":53,"tag":90,"props":363,"children":365},{"className":364},[],[366],{"type":59,"value":117},{"type":59,"value":368}," on self-hosted (only available on Qdrant Cloud)",{"type":53,"tag":84,"props":370,"children":371},{},[372],{"type":59,"value":373},"Scrape only Qdrant nodes in Hybrid Cloud (miss cluster-exporter and operator metrics)",{"type":53,"tag":84,"props":375,"children":376},{},[377],{"type":59,"value":378},"Skip monitoring setup before going to production (you will regret it)",{"type":53,"tag":84,"props":380,"children":381},{},[382],{"type":59,"value":383},"Alert on page cache memory usage (it's supposed to fill available RAM, normal OS behavior)",{"items":385,"total":484},[386,404,422,436,450,464,472],{"slug":387,"name":387,"fn":388,"description":389,"org":390,"tags":391,"stars":28,"repoUrl":29,"updatedAt":403},"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},[392,393,396,399,402],{"name":26,"slug":27,"type":15},{"name":394,"slug":395,"type":15},"Architecture","architecture",{"name":397,"slug":398,"type":15},"Capacity Planning","capacity-planning",{"name":400,"slug":401,"type":15},"Database","database",{"name":23,"slug":24,"type":15},"2026-04-18T04:46:16.349561",{"slug":405,"name":405,"fn":406,"description":407,"org":408,"tags":409,"stars":28,"repoUrl":29,"updatedAt":421},"qdrant-indexing-performance-optimization","optimize Qdrant indexing performance","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},[410,413,414,417,420],{"name":411,"slug":412,"type":15},"Data Engineering","data-engineering",{"name":400,"slug":401,"type":15},{"name":415,"slug":416,"type":15},"ETL","etl",{"name":418,"slug":419,"type":15},"Performance","performance",{"name":23,"slug":24,"type":15},"2026-04-18T04:46:02.766357",{"slug":423,"name":423,"fn":424,"description":425,"org":426,"tags":427,"stars":28,"repoUrl":29,"updatedAt":435},"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},[428,431,432,433,434],{"name":429,"slug":430,"type":15},"Cost Optimization","cost-optimization",{"name":400,"slug":401,"type":15},{"name":13,"slug":14,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},"2026-04-18T04:46:01.525023",{"slug":437,"name":437,"fn":438,"description":439,"org":440,"tags":441,"stars":28,"repoUrl":29,"updatedAt":449},"qdrant-minimize-latency","minimize 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},[442,443,444,445,446],{"name":394,"slug":395,"type":15},{"name":400,"slug":401,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},{"name":447,"slug":448,"type":15},"Search","search","2026-04-18T04:46:10.126667",{"slug":451,"name":451,"fn":452,"description":453,"org":454,"tags":455,"stars":28,"repoUrl":29,"updatedAt":463},"qdrant-monitoring-debugging","debug Qdrant production issues with metrics","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":8,"name":9,"logoUrl":10,"githubOrg":8},[456,459,460,461,462],{"name":457,"slug":458,"type":15},"Debugging","debugging",{"name":20,"slug":21,"type":15},{"name":13,"slug":14,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},"2026-04-18T04:46:06.450784",{"slug":4,"name":4,"fn":5,"description":6,"org":465,"tags":466,"stars":28,"repoUrl":29,"updatedAt":30},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[467,468,469,470,471],{"name":26,"slug":27,"type":15},{"name":20,"slug":21,"type":15},{"name":13,"slug":14,"type":15},{"name":23,"slug":24,"type":15},{"name":17,"slug":18,"type":15},{"slug":473,"name":473,"fn":474,"description":475,"org":476,"tags":477,"stars":28,"repoUrl":29,"updatedAt":483},"qdrant-scaling-data-volume","scale Qdrant data volume","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":8,"name":9,"logoUrl":10,"githubOrg":8},[478,479,480,481,482],{"name":26,"slug":27,"type":15},{"name":394,"slug":395,"type":15},{"name":397,"slug":398,"type":15},{"name":400,"slug":401,"type":15},{"name":23,"slug":24,"type":15},"2026-04-18T04:46:07.684464",15,{"items":486,"total":607},[487,495,503,511,519,527,535,543,555,567,583,595],{"slug":387,"name":387,"fn":388,"description":389,"org":488,"tags":489,"stars":28,"repoUrl":29,"updatedAt":403},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[490,491,492,493,494],{"name":26,"slug":27,"type":15},{"name":394,"slug":395,"type":15},{"name":397,"slug":398,"type":15},{"name":400,"slug":401,"type":15},{"name":23,"slug":24,"type":15},{"slug":405,"name":405,"fn":406,"description":407,"org":496,"tags":497,"stars":28,"repoUrl":29,"updatedAt":421},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[498,499,500,501,502],{"name":411,"slug":412,"type":15},{"name":400,"slug":401,"type":15},{"name":415,"slug":416,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},{"slug":423,"name":423,"fn":424,"description":425,"org":504,"tags":505,"stars":28,"repoUrl":29,"updatedAt":435},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[506,507,508,509,510],{"name":429,"slug":430,"type":15},{"name":400,"slug":401,"type":15},{"name":13,"slug":14,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},{"slug":437,"name":437,"fn":438,"description":439,"org":512,"tags":513,"stars":28,"repoUrl":29,"updatedAt":449},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[514,515,516,517,518],{"name":394,"slug":395,"type":15},{"name":400,"slug":401,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},{"name":447,"slug":448,"type":15},{"slug":451,"name":451,"fn":452,"description":453,"org":520,"tags":521,"stars":28,"repoUrl":29,"updatedAt":463},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[522,523,524,525,526],{"name":457,"slug":458,"type":15},{"name":20,"slug":21,"type":15},{"name":13,"slug":14,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},{"slug":4,"name":4,"fn":5,"description":6,"org":528,"tags":529,"stars":28,"repoUrl":29,"updatedAt":30},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[530,531,532,533,534],{"name":26,"slug":27,"type":15},{"name":20,"slug":21,"type":15},{"name":13,"slug":14,"type":15},{"name":23,"slug":24,"type":15},{"name":17,"slug":18,"type":15},{"slug":473,"name":473,"fn":474,"description":475,"org":536,"tags":537,"stars":28,"repoUrl":29,"updatedAt":483},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[538,539,540,541,542],{"name":26,"slug":27,"type":15},{"name":394,"slug":395,"type":15},{"name":397,"slug":398,"type":15},{"name":400,"slug":401,"type":15},{"name":23,"slug":24,"type":15},{"slug":544,"name":544,"fn":545,"description":546,"org":547,"tags":548,"stars":28,"repoUrl":29,"updatedAt":554},"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":8,"name":9,"logoUrl":10,"githubOrg":8},[549,550,551,552,553],{"name":26,"slug":27,"type":15},{"name":394,"slug":395,"type":15},{"name":400,"slug":401,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},"2026-04-18T04:46:08.905219",{"slug":556,"name":556,"fn":557,"description":558,"org":559,"tags":560,"stars":28,"repoUrl":29,"updatedAt":566},"qdrant-scaling-query-volume","scale Qdrant query volume and pagination","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":8,"name":9,"logoUrl":10,"githubOrg":8},[561,562,563,564,565],{"name":394,"slug":395,"type":15},{"name":400,"slug":401,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},{"name":447,"slug":448,"type":15},"2026-04-18T04:46:11.371326",{"slug":568,"name":568,"fn":569,"description":570,"org":571,"tags":572,"stars":28,"repoUrl":29,"updatedAt":582},"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', or 'quality dropped after quantization'. Also use when search quality degrades without obvious changes.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[573,576,579,580,581],{"name":574,"slug":575,"type":15},"Analytics","analytics",{"name":577,"slug":578,"type":15},"Data Quality","data-quality",{"name":457,"slug":458,"type":15},{"name":23,"slug":24,"type":15},{"name":447,"slug":448,"type":15},"2026-04-18T04:46:17.579894",{"slug":584,"name":584,"fn":585,"description":586,"org":587,"tags":588,"stars":28,"repoUrl":29,"updatedAt":594},"qdrant-search-speed-optimization","optimize Qdrant search speed","Diagnoses and fixes slow Qdrant 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.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[589,590,591,592,593],{"name":574,"slug":575,"type":15},{"name":400,"slug":401,"type":15},{"name":418,"slug":419,"type":15},{"name":23,"slug":24,"type":15},{"name":447,"slug":448,"type":15},"2026-04-18T04:46:03.987332",{"slug":596,"name":596,"fn":597,"description":598,"org":599,"tags":600,"stars":28,"repoUrl":29,"updatedAt":606},"qdrant-search-strategies","select optimal Qdrant search strategies","Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', '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', 'recommendation API', 'discovery API', 'ColBERT reranking', or 'missing keyword matches'",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[601,602,603,604,605],{"name":26,"slug":27,"type":15},{"name":574,"slug":575,"type":15},{"name":394,"slug":395,"type":15},{"name":23,"slug":24,"type":15},{"name":447,"slug":448,"type":15},"2026-04-18T04:46:18.812306",45]