MCP servers and skills: search, filter by where they run, and compare.
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 m
OfficialSkillApache-2.0★ 256 in collectionNo key
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 '
OfficialSkillMIT★ 40k in collectionNo key
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',
OfficialSkillApache-2.0★ 256 in collectionNo key
Search the Yandex Images vertical and get full-size image URLs as structured JSON with the Apify Yandex Search Scraper Actor (johnvc/Scrape-Yandex). A yandex image search api for agents and pipelines.
OfficialSkillMIT★ 275 in collectionNo key
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 '
OfficialSkillApache-2.0★ 256 in collectionNo key
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',
OfficialSkillApache-2.0★ 256 in collectionNo key
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 — s
OfficialSkillApache-2.0★ 256 in collectionNo key
Who stands behind it
