[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skills:stats":3,"skills:sce6":8,"skills:pro6":55,"skills:creators9":100,"skills:all:stars:61:":195},{"skillCount":4,"professionCount":5,"scenarioCount":6,"creatorCount":7},196628,11,7,1905,[9,20,27,34,41,48],{"categoryNo":10,"taxonomyType":11,"taxonomyTypeDesc":12,"categoryName":13,"categoryNameEn":14,"description":15,"level":16,"skillCount":17,"parentNo":18,"parentName":18,"children":19},"01JBSEEDCAT000000000000022","SCENARIO","使用场景","智能体与自动化","Agents & Automation","Skill、MCP、智能体与工作流自动化",1,39462,null,[],{"categoryNo":21,"taxonomyType":11,"taxonomyTypeDesc":12,"categoryName":22,"categoryNameEn":23,"description":24,"level":16,"skillCount":25,"parentNo":18,"parentName":18,"children":26},"01JBSEEDCAT000000000000006","软件开发","Software 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Creator","作者、编辑与自媒体创作者",3940,[],{"categoryNo":87,"taxonomyType":58,"taxonomyTypeDesc":59,"categoryName":88,"categoryNameEn":89,"description":90,"level":16,"skillCount":91,"parentNo":18,"parentName":18,"children":92},"01JBSEEDCAT000000000000035","市场营销","Marketer","市场推广、增长与品牌运营人员",3449,[],{"categoryNo":94,"taxonomyType":58,"taxonomyTypeDesc":59,"categoryName":95,"categoryNameEn":96,"description":97,"level":16,"skillCount":98,"parentNo":18,"parentName":18,"children":99},"01JBSEEDCAT000000000000037","律师与法务","Legal","合同、合规与法律事务人员",3317,[],{"records":101,"total":7,"current":16,"size":194},[102,114,123,133,143,153,163,172,182],{"accountNo":103,"login":104,"displayName":105,"avatarUrl":106,"accountType":107,"accountTypeDesc":108,"profileDescription":109,"skillCount":110,"repoCount":111,"professionCount":5,"scenarioCount":6,"totalStars":112,"updatedAt":113},"01M698VYDXZ6JW5WH3CRV650R8","microsoft","Microsoft","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F6154722?v=4","ORGANIZATION","组织","Open source projects and samples from Microsoft",4166,229,828075,"2026-11-12 04:48:47",{"accountNo":115,"login":116,"displayName":116,"avatarUrl":117,"accountType":107,"accountTypeDesc":108,"profileDescription":118,"skillCount":119,"repoCount":120,"professionCount":6,"scenarioCount":6,"totalStars":121,"updatedAt":122},"01M698P3FSAZ6B4R928ZF19KPT","openclaw","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F252820863?v=4","Your personal, open source AI assistant.",362,32,437637,"2026-11-12 03:04:11",{"accountNo":124,"login":125,"displayName":126,"avatarUrl":127,"accountType":107,"accountTypeDesc":108,"profileDescription":18,"skillCount":128,"repoCount":129,"professionCount":6,"scenarioCount":130,"totalStars":131,"updatedAt":132},"01M6AC29YGCR4S2NTJFV0G8B81","openai","OpenAI","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F14957082?v=4",171,23,6,341786,"2026-11-12 03:20:15",{"accountNo":134,"login":135,"displayName":136,"avatarUrl":137,"accountType":107,"accountTypeDesc":108,"profileDescription":18,"skillCount":138,"repoCount":139,"professionCount":140,"scenarioCount":6,"totalStars":141,"updatedAt":142},"01M6AC83E6K4FDKK7HZ8WNMQKE","apache","The Apache Software Foundation","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F47359?v=4",420,75,8,298091,"2026-11-12 05:32:19",{"accountNo":144,"login":145,"displayName":146,"avatarUrl":147,"accountType":107,"accountTypeDesc":108,"profileDescription":148,"skillCount":149,"repoCount":150,"professionCount":5,"scenarioCount":6,"totalStars":151,"updatedAt":152},"01M698VYEFDM0VJBZDYYJ2T83S","google","Google","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1342004?v=4","Google ❤️ Open Source",535,48,241637,"2026-11-12 03:57:04",{"accountNo":154,"login":155,"displayName":156,"avatarUrl":157,"accountType":107,"accountTypeDesc":108,"profileDescription":158,"skillCount":159,"repoCount":160,"professionCount":5,"scenarioCount":6,"totalStars":161,"updatedAt":162},"01M6AC83DS133TPXFSP1DHNCC6","github","GitHub","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F9919?v=4","How people build software.",936,27,238133,"2026-11-12 03:23:28",{"accountNo":164,"login":165,"displayName":166,"avatarUrl":167,"accountType":107,"accountTypeDesc":108,"profileDescription":18,"skillCount":168,"repoCount":169,"professionCount":5,"scenarioCount":6,"totalStars":170,"updatedAt":171},"01M697XGDPXJAVQ8391V2BCYTE","anthropics","Anthropic","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F76263028?v=4",674,17,231455,"2026-11-12 03:40:35",{"accountNo":173,"login":174,"displayName":175,"avatarUrl":176,"accountType":107,"accountTypeDesc":108,"profileDescription":18,"skillCount":177,"repoCount":178,"professionCount":179,"scenarioCount":6,"totalStars":180,"updatedAt":181},"01M6AC83EPDGBFN19MWYRREJD0","Significant-Gravitas","AutoGPT","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F130738209?v=4",86,2,10,187999,"2026-11-12 03:17:01",{"accountNo":183,"login":184,"displayName":185,"avatarUrl":186,"accountType":187,"accountTypeDesc":188,"profileDescription":189,"skillCount":190,"repoCount":191,"professionCount":130,"scenarioCount":6,"totalStars":192,"updatedAt":193},"01M6DJCCDDG53MTYYRTXAXFG17","garrytan","Garry Tan","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F19957?v=4","USER","个人作者","Writes software, dreams. ",324,3,174404,"2026-11-12 05:14:59",9,{"records":196,"total":4,"current":517,"size":518},[197,227,243,262,278,300,313,323,338,348,367,382,402,417,444,458,469,493],{"skillNo":198,"name":199,"nameZh":18,"description":200,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":205,"categories":206,"keywords":207,"publishedAt":226},"01M6AE2M9Z3PD2Y9T63M9ZRYRB","qdrant-scaling-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'.","github\u002Fawesome-copilot","01M6AD3PBDYPK7NVFJNJ66Y8RS",41046,"MIT","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fscaling-query-volume\u002FSKILL.md",[],[208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225],"Qdrant","qdrant scaling","qdrant scaling query volume","query","volume","scaling","performance","search","returns","results","use","scroll","vectors","guides","limit","values","high","when","2026-11-10 10:12:30",{"skillNo":228,"name":229,"nameZh":18,"description":230,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":231,"categories":232,"keywords":233,"publishedAt":226},"01M6AE2HKPCS8AKS4RFM8R75H3","qdrant-scaling-qps","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'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fscaling-qps\u002FSKILL.md",[],[208,209,234,213,215,235,236,237,218,238,211,239,221,240,241,242,225],"qdrant scaling qps","batch","how","read","queries","how to","throughput","more","second",{"skillNo":244,"name":245,"nameZh":18,"description":246,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":247,"categories":248,"keywords":249,"publishedAt":226},"01M6AE2FDFPYCYM0T2FCCJVZPA","qdrant-vertical-scaling","Guides Qdrant 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\u002FCPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fscaling-data-volume\u002Fvertical-scaling\u002FSKILL.md",[],[208,250,213,251,236,252,253,218,254,255,256,257,239,221,258,259,260,241,261,225],"qdrant vertical scaling","memory","node","decisions","up","complexity","Nodes","upgrade","cluster","scale","CPU","size",{"skillNo":263,"name":264,"nameZh":18,"description":265,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":266,"categories":267,"keywords":268,"publishedAt":226},"01M6AE2D7NRCZM7JKT8P87E64N","qdrant-tenant-scaling","Guides Qdrant 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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fscaling-data-volume\u002Ftenant-scaling\u002FSKILL.md",[],[208,269,213,270,214,271,272,273,236,218,274,275,276,239,221,259,277,225],"qdrant tenant scaling","tenant","infrastructure","issues","collection","reports","shared","isolation","multi",{"skillNo":279,"name":280,"nameZh":18,"description":281,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":282,"categories":283,"keywords":284,"publishedAt":226},"01M6AE2AS5B07RN9Y6K8EMQHVK","qdrant-sliding-time-window","Guides sliding time window scaling in Qdrant. 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'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fscaling-data-volume\u002Fsliding-time-window\u002FSKILL.md",[],[208,285,286,287,288,215,289,290,291,218,292,293,294,213,239,221,295,296,297,298,299,225],"qdrant sliding time window","time","window","delete","data","Media","social media","only","log","social","retention","keep","with","last","rotation",{"skillNo":301,"name":302,"nameZh":18,"description":303,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":304,"categories":305,"keywords":306,"publishedAt":226},"01M6AE28J4GS2G3YQX5DRA1RVG","qdrant-horizontal-scaling","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fscaling-data-volume\u002Fhorizontal-scaling\u002FSKILL.md",[],[208,307,213,308,309,289,236,253,310,218,256,311,239,221,312,241,225],"qdrant horizontal scaling","capacity","deployment","growth","fit","add",{"skillNo":314,"name":315,"nameZh":18,"description":316,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":317,"categories":318,"keywords":320,"publishedAt":226},"01M6AE268FHYN3X9P4RY9ZT1TM","qdrant-scaling-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'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fscaling-data-volume\u002FSKILL.md",[319],{"categoryNo":73,"categoryName":74,"taxonomyType":58,"taxonomyTypeDesc":59},[289,208,209,321,212,213,322,308,253,237,310,218,286,311,221,241,299,287,270,225],"qdrant scaling data volume","storage",{"skillNo":324,"name":325,"nameZh":18,"description":326,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":327,"categories":328,"keywords":329,"publishedAt":226},"01M6AE241FGDEF85P6YY4T52KF","qdrant-minimize-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'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002Fminimize-latency\u002FSKILL.md",[],[208,330,331,215,332,236,218,211,333,239,221,334,335,224,336,337,225],"qdrant minimize latency","latency","Optimization","latency optimization","make","tail","reduce","single",{"skillNo":339,"name":340,"nameZh":18,"description":341,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":342,"categories":343,"keywords":344,"publishedAt":226},"01M6AE21SRS4EENW1NS250Y5Q4","qdrant-scaling","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'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-scaling\u002FSKILL.md",[],[208,209,213,308,345,289,236,346,252,253,237,218,256,347,311,239,221,258,241,225],"shard","grep","do",{"skillNo":349,"name":350,"nameZh":18,"description":351,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":352,"categories":353,"keywords":354,"publishedAt":226},"01M6AE1YZ3F3MSARGA29CWCD2Y","qdrant-search-speed-optimization","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-performance-optimization\u002Fsearch-speed-optimization\u002FSKILL.md",[],[215,332,208,355,356,357,214,358,359,289,360,274,361,331,362,363,240,364,365,366,225],"qdrant search speed optimization","speed","Speed Optimization","config","fast","take","but","long","now","too long","fixes","filtered",{"skillNo":368,"name":369,"nameZh":18,"description":370,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":371,"categories":372,"keywords":373,"publishedAt":226},"01M6AE1WJWNRW70TBHQA6136TA","qdrant-memory-usage-optimization","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-performance-optimization\u002Fmemory-usage-optimization\u002FSKILL.md",[],[251,332,208,374,375,376,377,236,378,252,218,379,274,256,239,380,381,224,336,225],"qdrant memory usage optimization","usage","help","recovery","why","crash","Quantization","match",{"skillNo":383,"name":384,"nameZh":18,"description":385,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":386,"categories":387,"keywords":388,"publishedAt":226},"01M6AE1SZEBSVDMYR13PFM0PY6","qdrant-indexing-performance-optimization","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-performance-optimization\u002Findexing-performance-optimization\u002FSKILL.md",[],[214,332,208,389,390,391,392,393,215,394,289,395,218,396,274,397,398,286,399,400,362,401,365,225],"qdrant indexing performance optimization","performance optimization","indexing","merge","status","data ingestion","HNSW","ingestion","uploads","build","optimizer","bad","errors",{"skillNo":403,"name":404,"nameZh":18,"description":405,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":406,"categories":407,"keywords":408,"publishedAt":226},"01M6AE1QSWH641AAN25SQQ8MW7","qdrant-performance-optimization","Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations. Use when you want to improve the speed and efficiency of your Qdrant deployment.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-performance-optimization\u002FSKILL.md",[],[214,332,208,409,390,309,410,346,237,218,411,412,211,413,414,356,391,415,416,225],"qdrant performance optimization","improve","query optimization","optimize","efficiency","strategies","you","techniques",{"skillNo":418,"name":419,"nameZh":18,"description":420,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":421,"categories":422,"keywords":423,"publishedAt":226},"01M6AE1MZ3MY0FDMBHSTNYXV0Z","qdrant-monitoring-setup","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'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-monitoring\u002Fsetup\u002FSKILL.md",[],[424,425,208,426,427,428,429,358,430,431,432,433,434,435,436,437,438,439,440,218,254,441,239,442,443,225],"setup","monitoring","qdrant monitoring","qdrant monitoring setup","monitoring setup","dashboard","logging","metrics","prometheus","audit","alerting","grafana","logs","cloud","SET","scrape","scraping","audit logging","health check endpoints","hybrid",{"skillNo":445,"name":446,"nameZh":18,"description":447,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":448,"categories":449,"keywords":450,"publishedAt":226},"01M6AE1J6ES71611CVDP2MAQ8E","qdrant-monitoring-debugging","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-monitoring\u002Fdebugging\u002FSKILL.md",[],[451,425,208,426,452,453,251,214,358,272,431,454,215,359,455,218,274,238,399,391,331,456,363,457,225],"debugging","qdrant monitoring debugging","spike","observability","Production","oom","changes",{"skillNo":459,"name":460,"nameZh":18,"description":461,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":462,"categories":463,"keywords":464,"publishedAt":226},"01M6AE1FE5KA0VGRR4R21E3CCS","qdrant-monitoring","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-monitoring\u002FSKILL.md",[],[425,208,426,251,424,465,451,272,431,454,432,435,455,438,466,467,218,254,399,468,239,221,225],"monitor","analysis","health","healthy",{"skillNo":470,"name":471,"nameZh":18,"description":472,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":473,"categories":474,"keywords":475,"publishedAt":226},"01M6AE1D0YV800DDPVAPEKM0C6","qdrant-model-migration","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-model-migration\u002FSKILL.md",[],[208,476,477,478,479,480,481,482,289,483,218,484,485,486,487,239,221,488,489,490,491,225,492],"qdrant model migration","model","migration","testing","change","update","ZeRO","migrate","switch","dimensions","zero-downtime","switching","embed","embedding","re","can","new",{"skillNo":494,"name":495,"nameZh":18,"description":496,"descriptionZh":18,"repositoryFullName":201,"ownerLogin":155,"ownerAvatarUrl":157,"ownerAccountNo":154,"ownerDisplayName":156,"repositoryNo":202,"starsCount":203,"licenseSpdxId":204,"licenseFileUrl":18,"sourceHtmlUrl":497,"categories":498,"keywords":502,"publishedAt":226},"01M6AE1AEKB8CHSJGTBKJC06N2","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.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fqdrant-deployment-options\u002FSKILL.md",[499],{"categoryNo":500,"categoryName":501,"taxonomyType":11,"taxonomyTypeDesc":12},"01JBSEEDCAT000000000000011","运维与部署",[309,208,503,504,505,506,507,437,508,218,509,510,511,512,331,239,513,514,515,516,225,492],"qdrant deployment options","options","docker","deploy","edge","option","self-hosted","selection","local","project","types","which","mode","for",61,18]