{"query":"Qdrant","count":20,"timings_ms":{"embed":126,"vector":171,"total":297},"embed_cached":true,"results":[{"slug":"qdrant/qdrant-monitoring","score":0.4796,"name":"qdrant-monitoring","category":"AI & Automation","quality_tier":"featured","quality_score":90,"repo_stars":230,"repo_full_name":"qdrant/skills","description":"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', 'set up alerts', 'cluster health check', or needs to set up Prometheus, Grafana, health checks, or log centralization. Also use when debugging production issues that require metric analysis.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-monitoring/"},{"slug":"qdrant/qdrant-sizing","score":0.4575,"name":"qdrant-sizing","category":"AI & Automation","quality_tier":"solid","quality_score":87,"repo_stars":220,"repo_full_name":"qdrant/skills","description":"Sizes a Qdrant deployment before it is provisioned. Use when someone asks 'how much RAM do I need', 'how many nodes', 'how big should my cluster be', 'sizing', 'capacity planning', 'will N vectors fit', 'what instance type should I pick', or gives a vector count and dimensions and asks what to provision. Also use when an existing estimate needs checking before hardware or a cluster tier is bought.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-sizing/"},{"slug":"qdrant/qdrant-horizontal-scaling","score":0.4514,"name":"qdrant-horizontal-scaling","category":"AI & Automation","quality_tier":"solid","quality_score":87,"repo_stars":212,"repo_full_name":"qdrant/skills","description":"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.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-horizontal-scaling/"},{"slug":"qdrant/qdrant-scaling","score":0.4333,"name":"qdrant-scaling","category":"AI & Automation","quality_tier":"featured","quality_score":90,"repo_stars":230,"repo_full_name":"qdrant/skills","description":"Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput or QPS', 'CPU is pegged / can't keep up with the request rate', 'one query is slow / p99 or tail latency too high', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', 'need to add capacity', 'large limit / pagination / scroll is slow', or 'only recent data matters / expiring old vectors / retention window'.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-scaling/"},{"slug":"qdrant/qdrant-multitenancy","score":0.4299,"name":"qdrant-multitenancy","category":"AI & Automation","quality_tier":"solid","quality_score":87,"repo_stars":212,"repo_full_name":"qdrant/skills","description":"Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. Use when someone asks 'how to isolate customer data', 'how to build multi-tenant search/RAG', 'how many collections should I create', 'how to partition tenants by payload', 'a customer's data legally has to stay in a certain country or region'. Also use when they describe a symptom: one customer's data is way bigger than the rest and slowing everyone down, or one tenant is hogging resources.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-multitenancy/"},{"slug":"qdrant/qdrant-scaling-query-volume","score":0.4275,"name":"qdrant-scaling-query-volume","category":"AI & Automation","quality_tier":"solid","quality_score":85,"repo_stars":212,"repo_full_name":"qdrant/skills","description":"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'.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-scaling-query-volume/"},{"slug":"qdrant/qdrant-scaling-qps","score":0.4232,"name":"qdrant-scaling-qps","category":"AI & Automation","quality_tier":"solid","quality_score":87,"repo_stars":220,"repo_full_name":"qdrant/skills","description":"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'.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-scaling-qps/"},{"slug":"qdrant/qdrant-monitoring-debugging","score":0.4195,"name":"qdrant-monitoring-debugging","category":"AI & Automation","quality_tier":"solid","quality_score":87,"repo_stars":212,"repo_full_name":"qdrant/skills","description":"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.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-monitoring-debugging/"},{"slug":"qdrant/qdrant-tenant-scaling","score":0.3962,"name":"qdrant-tenant-scaling","category":"AI & Automation","quality_tier":"solid","quality_score":87,"repo_stars":212,"repo_full_name":"qdrant/skills","description":"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.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-tenant-scaling/"},{"slug":"qdrant/qdrant-scaling-data-volume","score":0.3914,"name":"qdrant-scaling-data-volume","category":"AI & Automation","quality_tier":"solid","quality_score":88,"repo_stars":212,"repo_full_name":"qdrant/skills","description":"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'.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-scaling-data-volume/"},{"slug":"qdrant/qdrant-sliding-time-window","score":0.3895,"name":"qdrant-sliding-time-window","category":"AI & Automation","quality_tier":"solid","quality_score":87,"repo_stars":212,"repo_full_name":"qdrant/skills","description":"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'.","entity_type":"skill","detail_url":"/skills/qdrant/qdrant-sliding-time-window/"},{"slug":"qdrant/skills","score":0.3751,"name":"skills","category":"AI & Automation","quality_tier":"solid","quality_score":68,"repo_stars":232,"repo_full_name":"qdrant/skills","description":"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","entity_type":"plugin","detail_url":"/skills/qdrant/skills/"},{"slug":"icedq-tools/icedq-mcp","score":0.3619,"name":"icedq-mcp","category":"AI & Automation","quality_tier":"featured","quality_score":73,"repo_stars":1,"repo_full_name":"icedq-tools/mcp-server","description":"Connect your AI assistant to the iceDQ Data Reliability Platform","entity_type":"plugin","detail_url":"/skills/icedq-tools/icedq-mcp/"},{"slug":"jbkkz/requivo-impact","score":0.3581,"name":"requivo-impact","category":"AI & Automation","quality_tier":"listed","quality_score":75,"repo_stars":1,"repo_full_name":"jbkkz/requivo","description":"Show what a change to a Requivo session touches — the decisions to re-validate and the artifacts that go stale — from the dependency DAG. Pure deterministic query, no reasoning, no API key. Use when the user asks \"what does changing X affect?\" or wants to know what to regenerate after a model change.","entity_type":"skill","detail_url":"/skills/jbkkz/requivo-impact/"},{"slug":"ericluo04/rdd","score":0.3498,"name":"rdd","category":"AI & Automation","quality_tier":"listed","quality_score":69,"repo_stars":10,"repo_full_name":"ericluo04/claude-academic-workflow","description":"Design, estimate, validate, and write up a regression discontinuity analysis, in both the continuity and local-randomization frameworks, with the full falsification battery and a refusal rule for designs that fail validation. TRIGGER on \"regression discontinuity\", \"RDD\", \"running variable\", \"cutoff\", \"rdrobust\", \"bandwidth\", \"McCrary test\", \"density test\", \"fuzzy RD\", \"regression kink\", or any setting where treatment switches at a known score threshold (loyalty tiers, spend thresholds, ranking c","entity_type":"skill","detail_url":"/skills/ericluo04/rdd/"},{"slug":"Dynatrace/dt-dql-essentials","score":0.3379,"name":"dt-dql-essentials","category":"AI & Automation","quality_tier":"solid","quality_score":88,"repo_stars":116,"repo_full_name":"Dynatrace/dynatrace-for-ai","description":"Core DQL syntax, pitfalls, query patterns, and query optimization. Load to write, build, fix, or OPTIMIZE a DQL query — prevents syntax errors and makes queries faster, more efficient, and cheaper (less data scanned = lower query consumption/cost per run). Covers fetch commands, data models, field namespaces, time alignment, entity/smartscape patterns, metric discovery, and performance/cost optimization (filter early, bucket filters, short time ranges, field selection, sampling, cardinality). Tr","entity_type":"skill","detail_url":"/skills/Dynatrace/dt-dql-essentials/"},{"slug":"mohitagw15856/qbr-deck","score":0.3372,"name":"qbr-deck","category":"AI & Automation","quality_tier":"solid","quality_score":93,"repo_stars":1126,"repo_full_name":"mohitagw15856/pm-claude-skills","description":"Construye la estructura y narrativa de una presentación de Quarterly Business Review (QBR) para una cuenta de cliente. Utiliza cuando te pidan preparar un QBR, una reunión de revisión de negocio, revisión ejecutiva, o check-in trimestral con un cliente. Produce una estructura QBR diapositiva por diapositiva con puntos de conversación, revisión de métricas, narrativa de valor y próximos pasos mutuos.","entity_type":"skill","detail_url":"/skills/mohitagw15856/qbr-deck/"},{"slug":"edbienes/drovr","score":0.3369,"name":"drovr","category":"Code & Development","quality_tier":"listed","quality_score":75,"repo_stars":null,"repo_full_name":"edbienes/drovr","description":"Watchable herdr control-room dev loop: (review stage) fan a branch out to claude-code-review + grok-pressure-test and weight-triage; (implementation loop) dispatch a brief to a claude-implementation worktree pane, run an in-worktree gate (fmt+clippy+5 ADR-checkers) + the two-lens review, iterate on fail (cap 3), and stop at a human-gated merge. Use when running inside herdr as the claude-orchestrator pane to ship a non-trivial feature slice or multi-step code change — prefer this over inline sin","entity_type":"skill","detail_url":"/skills/edbienes/drovr/"},{"slug":"jeremylongshore/keep-qbr","score":0.3325,"name":"keep-qbr","category":"AI & Automation","quality_tier":"featured","quality_score":99,"repo_stars":2556,"repo_full_name":"jeremylongshore/claude-code-plugins-plus-skills","description":"Quarterly Business Review template generator — takes account info (ARR tier, adoption metrics, goals) and produces a complete QBR deck outline and talking points. Use when asked to \"prepare a QBR\", \"build a quarterly review\", \"write our QBR agenda\", or \"create QBR talking points for this account\".","entity_type":"skill","detail_url":"/skills/jeremylongshore/keep-qbr/"},{"slug":"jeremylongshore/tons-of-skills-marketplace/keep-qbr","score":0.3325,"name":"keep-qbr","category":"AI & Automation","quality_tier":"featured","quality_score":99,"repo_stars":2685,"repo_full_name":"jeremylongshore/tons-of-skills-marketplace","description":"Quarterly Business Review template generator — takes account info (ARR tier, adoption metrics, goals) and produces a complete QBR deck outline and talking points. Use when asked to \"prepare a QBR\", \"build a quarterly review\", \"write our QBR agenda\", or \"create QBR talking points for this account\".","entity_type":"skill","detail_url":"/skills/jeremylongshore/tons-of-skills-marketplace/keep-qbr/"}],"source":{"source":"ClaudeAtlas","source_url":"https://claudeatlas.com","license":"MIT (catalog metadata); skills retain upstream licenses","data_recency":"Updated daily ~06:30 UTC","methodology_url":"https://claudeatlas.com/methodology/","citation_url":"https://claudeatlas.com/credits/","recommended_citation":"Source: ClaudeAtlas — https://claudeatlas.com"}}