{"slug":"qdrant-qdrant-vertical-scaling","source_name":"qdrant/qdrant-vertical-scaling","name":"Qdrant/Qdrant Vertical Scaling","description":"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 memory/CPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.","version":2,"lift":{"pass_rate_delta_pts":43.48,"pass_rate_pct":95.7,"total_cases":23,"passed_cases":22,"tokens_delta_pct":-3.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-28T09:18:13.015754+00:00"},"skill_score":0.9565,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":43.48,"with_pass_pct":95.7,"without_pass_pct":52.2,"tokens_delta_pct":-3.1,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-28T09:18:13.015754+00:00","run_id":"d86f2690-6016-41f9-9842-d7b7c6e95f3e","version_number":2,"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,"manifest_hash":"3b13ea480e4bbbbc39fb7709dcf8f9cadafe179ff1bddce871022c45cb0437b8","raw_url":"https://app.decimal.ai/s/qdrant-qdrant-vertical-scaling/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/qdrant-qdrant-vertical-scaling"}