{"slug":"qdrant-scaling","source_name":"qdrant-scaling","name":"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', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', or 'need to add capacity'.","version":1,"lift":{"pass_rate_delta_pts":44,"pass_rate_pct":64,"total_cases":25,"passed_cases":16,"tokens_delta_pct":-40.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-07-24T01:40:26.512948+00:00"},"skill_score":0.64,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":44,"with_pass_pct":64,"without_pass_pct":20,"tokens_delta_pct":-40.3,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":25,"verdict":"mixed","never_hurt":true,"completed_at":"2026-07-24T01:40:26.512948+00:00","run_id":"ab753c73-759a-4d93-8867-3c0481e2a7f2","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":null,"content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"77bd53f97923cfe8c89d7fb8aee9266edd0ed3b5622c8680bb55ef4421ed9595","raw_url":"https://app.decimal.ai/s/qdrant-scaling/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/qdrant-scaling"}