{"slug":"qdrant-qdrant-advisor","source_name":"qdrant/qdrant-advisor","name":"Qdrant/Qdrant Advisor","description":"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 — slow or degraded search, high or growing memory / OOM crashes, optimizer stuck or slow, indexing slowness, scaling and sharding decisions (node count, QPS, latency, multitenancy, vertical vs horizontal), poor or irrelevant search results, hybrid search and reranking, embedding-model migration, versio","version":1,"lift":{"pass_rate_delta_pts":-31.82,"pass_rate_pct":27.3,"total_cases":22,"passed_cases":6,"tokens_delta_pct":42.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-28T20:48:53.158253+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":-31.82,"with_pass_pct":27.3,"without_pass_pct":59.1,"tokens_delta_pct":42.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":10,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-28T20:48:53.158253+00:00","run_id":"f5963011-4779-4420-b856-58089ca2ab62","latest_attempt":{"id":"f5963011-4779-4420-b856-58089ca2ab62","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-08-28T20:48:53.158253+00:00","gate":null},"version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"Apache-2.0","install_count":0,"total_uses":0,"total_users":0,"manifest_hash":"1e6952cfc47f5920959f7dba6d260d810cfe3eea07cf263f289dfd95f200a686","install_name":"qdrant-qdrant-advisor","version_id":"e65cfca2-7974-4422-9ecc-acba562c4658","body_sha256":"1e6952cfc47f5920959f7dba6d260d810cfe3eea07cf263f289dfd95f200a686","render_hash":"4527ae50c35c5b9355680424868cf8083937aac67df1cc9e979a003bb24179ae","raw_url":"https://app.decimal.ai/s/qdrant-qdrant-advisor/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/qdrant-qdrant-advisor"}