{"slug":"qdrant-qdrant-scaling","source_name":"qdrant/qdrant-scaling","name":"Qdrant/Qdrant Scaling","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'.","version":1,"lift":{"pass_rate_delta_pts":54.55,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":-3.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-29T19:38:32.439284+00:00"},"skill_score":0.8636499999999999,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":54.55,"with_pass_pct":72.7,"without_pass_pct":18.2,"tokens_delta_pct":-3.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-09-29T19:38:32.439284+00:00","run_id":"649a4587-419d-4721-a881-1dee4f71b027","latest_attempt":{"id":"649a4587-419d-4721-a881-1dee4f71b027","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-09-29T19:38:32.439284+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":31,"total_users":1,"manifest_hash":"f635bac1d54e34ae552a2b7fb773a1b1f7a6f0f1babcc8fd529d82a118ae7f61","install_name":"qdrant-qdrant-scaling","version_id":"ce5377ea-a905-4712-a165-13b12ad63f1b","body_sha256":"f635bac1d54e34ae552a2b7fb773a1b1f7a6f0f1babcc8fd529d82a118ae7f61","render_hash":"a96349f1c30ec39f66754961dcb431801816a3cf54b397020b1f8425cab59f54","raw_url":"https://app.decimal.ai/s/qdrant-qdrant-scaling/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/qdrant-qdrant-scaling"}