[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6AE1MZ3MY0FDMBHSTNYXV0Z":3,"skill-same:01M6AE1MZ3MY0FDMBHSTNYXV0Z":74},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":45,"linkOnly":46,"markdownContent":47,"markdownBody":48,"frontMatter":49,"refName":50,"commitSha":51,"skillDirectory":52,"forksCount":53,"repositoryHtmlUrl":54,"repositoryHomepageUrl":55,"ownerHtmlUrl":56,"ownerBlogUrl":57,"ownerDescription":58,"updatedAt":59,"install":60,"resources":73},"01M6AE1MZ3MY0FDMBHSTNYXV0Z","qdrant-monitoring-setup",null,"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'.","github\u002Fawesome-copilot","github","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F9919?v=4","01M6AC83DS133TPXFSP1DHNCC6","GitHub","01M6AD3PBDYPK7NVFJNJ66Y8RS",41046,"MIT","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-monitoring\u002Fsetup\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44],"setup","monitoring setup","monitoring","Qdrant","qdrant monitoring","qdrant monitoring setup","when","dashboard","hybrid","health check endpoints","how to","audit logging","up","use","scraping","scrape","SET","cloud","logs","grafana","alerting","audit","prometheus","metrics","logging","config","2026-11-10 10:12:30",false,"---\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","# 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",{"name":5,"description":7},"main","5269f7ea2d6c3a9bfda5ed878b6726cf509121fd","skills\u002Fqdrant-monitoring\u002Fsetup",5340,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot","https:\u002F\u002Fawesome-copilot.github.com\u002F","https:\u002F\u002Fgithub.com\u002Fgithub","https:\u002F\u002Fgithub.com\u002Fabout","How people build software.","2026-11-11 13:41:32",{"source":8,"skillName":5,"commands":61,"prompt":71,"zipAvailable":72},[62,65,68],{"tool":63,"command":64},"npx","npx skills add github\u002Fawesome-copilot --skill qdrant-monitoring-setup",{"tool":66,"command":67},"bunx","bunx skills add github\u002Fawesome-copilot --skill qdrant-monitoring-setup",{"tool":69,"command":70},"pnpm","pnpm dlx skills add github\u002Fawesome-copilot --skill qdrant-monitoring-setup","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-monitoring\u002Fsetup\u002FSKILL.md",true,[],[75,108,134,164,198,215],{"skillNo":76,"name":77,"nameZh":6,"description":78,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":79,"categories":80,"keywords":89,"publishedAt":45},"01M70KXZNX9ES38N2A8M58ZZMZ","supabase-rls-policies","Write, review, and test Supabase Row Level Security (RLS) policies so that one user cannot read or change another user's rows. Use when creating or changing tables, policies, views, or security definer functions in a Supabase project, when reviewing a migration that touches RLS, or when asked to prove user isolation with pgTAP tests that sign in as two users.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fsupabase-rls-policies\u002FSKILL.md",[81,86],{"categoryNo":82,"categoryName":83,"taxonomyType":84,"taxonomyTypeDesc":85},"01JBSEEDCAT000000000000008","测试与质量","SCENARIO","使用场景",{"categoryNo":87,"categoryName":88,"taxonomyType":84,"taxonomyTypeDesc":85},"01JBSEEDCAT000000000000023","Skill与智能体开发",[90,91,92,93,94,25,95,96,97,98,99,100,101,102,103,104,32,105,106,107],"supabase","rls","supabase rls","supabase rls policies","project","review","change","read","write","security","isolation","tables","as","tests","prove","users","functions","with",{"skillNo":109,"name":110,"nameZh":6,"description":111,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":112,"categories":113,"keywords":115,"publishedAt":45},"01M70KWA5YWXDV6V8DZ19E3T2Y","skill-distribution-audit","Audit a skill collection before release or investigate installer omissions, archived\u002Ftemplate leakage, duplicate identities, and manifest drift. Reconcile the intended public source set, distribution manifest, and actual discovery output for a specified consumer version. Includes a deterministic set-comparison helper.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fskill-distribution-audit\u002FSKILL.md",[114],{"categoryNo":87,"categoryName":88,"taxonomyType":84,"taxonomyTypeDesc":85},[116,117,40,35,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133],"distribution","skill distribution audit","deterministic","installer","for","discovery","comparison","helper","manifest","version","collection","drift","output","investigate","duplicate","template","release","reconcile",{"skillNo":135,"name":136,"nameZh":6,"description":137,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":138,"sourceHtmlUrl":139,"categories":140,"keywords":146,"publishedAt":45},"01M70KCJPFVW7PPQ49CC5R8JGK","logicapps-custom-code-net10-migration","Migrate Azure Logic Apps Standard local-function custom-code projects from .NET 8 to .NET 10. Use for legacy Logic Apps custom-code workspace upgrades, project\u002Fpackage configuration, custom-worker settings, publication, and integrated VS Code debugging. Not for ordinary .NET applications, standalone Azure Functions, Consumption workflows, or cloud deployment.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Flogicapps-custom-code-net10-migration\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Flogicapps-custom-code-net10-migration\u002FSKILL.md",[141],{"categoryNo":142,"categoryName":143,"taxonomyType":144,"taxonomyTypeDesc":145},"01JBSEEDCAT000000000000030","开发工程师","PROFESSION","适用职业",[147,148,149,150,151,152,120,94,153,154,155,156,157,158,159,32,160,161,162,163],"custom","code","logicapps custom code net10 migration","migration","projects","standalone","deployment","applications","local","azure","worker","upgrades","package","apps","Legacy","debugging","workflows",{"skillNo":165,"name":166,"nameZh":6,"description":167,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":168,"sourceHtmlUrl":169,"categories":170,"keywords":175,"publishedAt":45},"01M6AEBN37RQMXJ3298PEY7PG1","winmd-api-search","Find and explore Windows desktop APIs. Use when building features that need platform capabilities — camera, file access, notifications, UI controls, AI\u002FML, sensors, networking, etc. Discovers the right API for a task and retrieves full type details (methods, properties, events, enumeration values).","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fwinmd-api-search\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fwinmd-api-search\u002FSKILL.md",[171,174],{"categoryNo":172,"categoryName":173,"taxonomyType":84,"taxonomyTypeDesc":85},"01JBSEEDCAT000000000000010","后端与接口",{"categoryNo":142,"categoryName":143,"taxonomyType":144,"taxonomyTypeDesc":145},[176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,25,191,192,193,194,195,120,196,197],"winmd api search","search","api","windows","desktop","file access","enumeration","ui","ml","file","networking","capabilities","notifications","explore","access","features","full","camera","events","platform","methods","controls",{"skillNo":199,"name":200,"nameZh":6,"description":201,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":202,"licenseFileUrl":203,"sourceHtmlUrl":204,"categories":205,"keywords":211,"publishedAt":45},"01M6AE571R3SC1ZGE202B3NB5S","resemble-detect","Deepfake detection and media safety — detect AI-generated audio, images, video, and text, trace synthesis sources, apply watermarks, verify speaker identity, and analyze media intelligence using Resemble AI","Apache-2.0","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fresemble-detect\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fresemble-detect\u002FSKILL.md",[206,207,210],{"categoryNo":172,"categoryName":173,"taxonomyType":84,"taxonomyTypeDesc":85},{"categoryNo":208,"categoryName":209,"taxonomyType":84,"taxonomyTypeDesc":85},"01JBSEEDCAT000000000000016","图像与多媒体",{"categoryNo":87,"categoryName":88,"taxonomyType":84,"taxonomyTypeDesc":85},[212,35,185,213,214],"resemble detect","https","identity",{"skillNo":216,"name":217,"nameZh":6,"description":218,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":202,"licenseFileUrl":219,"sourceHtmlUrl":220,"categories":221,"keywords":226,"publishedAt":45},"01M6AE30BSK2HCY4TQQ22Z8JRD","quality-playbook","Run a complete quality engineering audit on any codebase. Derives behavioral requirements from the code, generates spec-traced functional tests, runs a three-pass code review with regression tests, executes a multi-model spec audit (Council of Three), and produces a consolidated bug report with TDD-verified patches. Finds the 35% of real defects that structural code review alone cannot catch. Works with any language. Trigger on 'quality playbook', 'spec audit', 'Council of Three', 'fitness-to-purpose', or 'coverage theater'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fquality-playbook\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fquality-playbook\u002FSKILL.md",[222,225],{"categoryNo":223,"categoryName":224,"taxonomyType":84,"taxonomyTypeDesc":85},"01JBSEEDCAT000000000000007","代码审查",{"categoryNo":87,"categoryName":88,"taxonomyType":84,"taxonomyTypeDesc":85},[227,228,229,230,148,95,9,40,231,232,213,233,234,235,236,237,238,239,240,241,242,243,103,244,245,246,247],"playbook","quality playbook","quality","code review","tdd","run","report","spec","bug report","council","engineering","functional","spec audit","bug","verified","multi-model","three","coverage","model","regression","structural"]