Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.
Install
npx skills add github/awesome-copilot --skill qdrant-monitoring-debuggingnpx skills add github/awesome-copilot --skill qdrant-monitoring-debugging -a claude-code -gnpx skills add github/awesome-copilot --skill qdrant-monitoring-debugging -a codex -ggemini skills install https://github.com/github/awesome-copilot.git --path skills/qdrant-monitoring/debugginggh skill install github/awesome-copilot qdrant-monitoring-debugginggit 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-monitoring/debugging ~/.claude/skills/qdrant-monitoring-debugging # Claude Code
cp -R /tmp/github__awesome-copilot/skills/qdrant-monitoring/debugging ~/.agents/skills/qdrant-monitoring-debugging # Codex, Cursor, Gemini CLI, Copilot, OpenCode