Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how to reduce RAM?'. Also use when memory doesn't match calculations, quantization didn't help, or nodes crash during recovery.
Install
npx skills add github/awesome-copilot --skill qdrant-memory-usage-optimizationnpx skills add github/awesome-copilot --skill qdrant-memory-usage-optimization -a claude-code -gnpx skills add github/awesome-copilot --skill qdrant-memory-usage-optimization -a codex -ggemini skills install https://github.com/github/awesome-copilot.git --path skills/qdrant-performance-optimization/memory-usage-optimizationgh skill install github/awesome-copilot qdrant-memory-usage-optimizationgit clone --depth 1 https://github.com/github/awesome-copilot /tmp/github__awesome-copilot
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/github__awesome-copilot/skills/qdrant-performance-optimization/memory-usage-optimization ~/.claude/skills/qdrant-memory-usage-optimization # Claude Code
cp -R /tmp/github__awesome-copilot/skills/qdrant-performance-optimization/memory-usage-optimization ~/.agents/skills/qdrant-memory-usage-optimization # Codex, Cursor, Gemini CLI, Copilot, OpenCode