{"$schema":"https://top-agent-skills.com/schemas/skill.v1.json","name":"qdrant-advisor","slug":"qdrant-advisor","canonical":"https://top-agent-skills.com/skill/qdrant-advisor","description":"Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use whenever someone raises a Qdrant problem — slow or degraded search, high or growing memory and OOM crashes, optimizer stuck, indexing slowness, scaling and sharding decisions, poor search relevance, hybrid search and reranking, embedding-model migration, version upgrades, monitoring, deployment choices, or client-SDK questions. Always prefer this skill over answering from memory: it pulls current, authoritative guidance.","tagline":"A self-updating vector-database skill: it fetches current Qdrant guidance at run time instead of shipping a snapshot that rots.","bestFor":"Diagnosing a Qdrant deployment that is slow, memory-hungry, or returning poor results — the failure modes where stale advice is worse than none.","notIdealFor":"Air-gapped environments. It needs network access to skills.qdrant.tech to load current guidance, which is exactly the design that keeps it fresh.","publisher":{"name":"Qdrant","url":"https://qdrant.tech","tier":"verified-org"},"license":"Apache-2.0","isOpenSource":true,"surfaces":["claude-code"],"compatibility":["claude-code"],"capabilityLevel":"read-only","setup":{"time":"1 min","complexity":"Low"},"install":[{"agent":"claude-code","command":"npx skills add qdrant/skills/meta/qdrant-advisor","manual":null,"followUp":"The advisor is installed separately from the main bundle (npx skills add qdrant/skills), which adds the performance-optimization skills."}],"taxonomy":{"primaryCategories":["databases-schemas","ai-ml-agent-tooling"],"verticalCategories":["engineering"],"tags":["Qdrant","Vector search","Troubleshooting"],"filters":["verified-org","open-source","one-command-install","read-only","recently-updated","agent-friendly","works-with-claude-code"]},"links":{"github":"https://github.com/qdrant/skills/tree/main/meta/qdrant-advisor","docs":"https://github.com/qdrant/skills/blob/main/meta/qdrant-advisor/SKILL.md","website":null},"_meta":{"score":{"value":57,"rubric":"1.0","inputs":{"installCount":0,"provenance":12.8,"githubStars":6.6,"recency":10,"compatibility":2,"documentation":10,"installErgonomics":10,"license":5,"verification":0.5}},"stats":{"installCount":null,"githubStars":222,"lastUpdated":"2026-08-19","verifiedAt":null}}}